Retraining_DenseNet.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from glob import glob\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from keras.utils.np_utils import to_categorical # convert to one-hot-encoding\n",
    "\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from keras import layers\n",
    "from keras import Model\n",
    "from keras.applications.densenet import DenseNet201\n",
    "from keras.optimizers import Adam\n",
    "from keras.callbacks import ReduceLROnPlateau\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load In the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = np.load(\"/floyd/input/skin_cancer_192_256/256_192_train.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train = np.load(\"/floyd/input/skin_cancer_192_256/train_labels.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_val = np.load(\"/floyd/input/skin_cancer_192_256/256_192_val.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_val = np.load(\"/floyd/input/skin_cancer_192_256/val_labels.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((8111, 192, 256, 3), (902, 192, 256, 3))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, X_val.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((8111,), (902,))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.shape, y_val.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train = to_categorical(y_train)\n",
    "y_val = to_categorical(y_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((8111, 7), (902, 7))"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.shape, y_val.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load In the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://github.com/keras-team/keras-applications/releases/download/densenet/densenet201_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
      "74842112/74836368 [==============================] - 4s 0us/step\n"
     ]
    }
   ],
   "source": [
    "pre_trained_model = DenseNet201(input_shape=(192, 256, 3), include_top=False, weights=\"imagenet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_1\n",
      "zero_padding2d_1\n",
      "conv1/conv\n",
      "conv1/bn\n",
      "conv1/relu\n",
      "zero_padding2d_2\n",
      "pool1\n",
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      "conv4_block39_1_relu\n",
      "conv4_block39_2_conv\n",
      "conv4_block39_concat\n",
      "conv4_block40_0_bn\n",
      "conv4_block40_0_relu\n",
      "conv4_block40_1_conv\n",
      "conv4_block40_1_bn\n",
      "conv4_block40_1_relu\n",
      "conv4_block40_2_conv\n",
      "conv4_block40_concat\n",
      "conv4_block41_0_bn\n",
      "conv4_block41_0_relu\n",
      "conv4_block41_1_conv\n",
      "conv4_block41_1_bn\n",
      "conv4_block41_1_relu\n",
      "conv4_block41_2_conv\n",
      "conv4_block41_concat\n",
      "conv4_block42_0_bn\n",
      "conv4_block42_0_relu\n",
      "conv4_block42_1_conv\n",
      "conv4_block42_1_bn\n",
      "conv4_block42_1_relu\n",
      "conv4_block42_2_conv\n",
      "conv4_block42_concat\n",
      "conv4_block43_0_bn\n",
      "conv4_block43_0_relu\n",
      "conv4_block43_1_conv\n",
      "conv4_block43_1_bn\n",
      "conv4_block43_1_relu\n",
      "conv4_block43_2_conv\n",
      "conv4_block43_concat\n",
      "conv4_block44_0_bn\n",
      "conv4_block44_0_relu\n",
      "conv4_block44_1_conv\n",
      "conv4_block44_1_bn\n",
      "conv4_block44_1_relu\n",
      "conv4_block44_2_conv\n",
      "conv4_block44_concat\n",
      "conv4_block45_0_bn\n",
      "conv4_block45_0_relu\n",
      "conv4_block45_1_conv\n",
      "conv4_block45_1_bn\n",
      "conv4_block45_1_relu\n",
      "conv4_block45_2_conv\n",
      "conv4_block45_concat\n",
      "conv4_block46_0_bn\n",
      "conv4_block46_0_relu\n",
      "conv4_block46_1_conv\n",
      "conv4_block46_1_bn\n",
      "conv4_block46_1_relu\n",
      "conv4_block46_2_conv\n",
      "conv4_block46_concat\n",
      "conv4_block47_0_bn\n",
      "conv4_block47_0_relu\n",
      "conv4_block47_1_conv\n",
      "conv4_block47_1_bn\n",
      "conv4_block47_1_relu\n",
      "conv4_block47_2_conv\n",
      "conv4_block47_concat\n",
      "conv4_block48_0_bn\n",
      "conv4_block48_0_relu\n",
      "conv4_block48_1_conv\n",
      "conv4_block48_1_bn\n",
      "conv4_block48_1_relu\n",
      "conv4_block48_2_conv\n",
      "conv4_block48_concat\n",
      "pool4_bn\n",
      "pool4_relu\n",
      "pool4_conv\n",
      "pool4_pool\n",
      "conv5_block1_0_bn\n",
      "conv5_block1_0_relu\n",
      "conv5_block1_1_conv\n",
      "conv5_block1_1_bn\n",
      "conv5_block1_1_relu\n",
      "conv5_block1_2_conv\n",
      "conv5_block1_concat\n",
      "conv5_block2_0_bn\n",
      "conv5_block2_0_relu\n",
      "conv5_block2_1_conv\n",
      "conv5_block2_1_bn\n",
      "conv5_block2_1_relu\n",
      "conv5_block2_2_conv\n",
      "conv5_block2_concat\n",
      "conv5_block3_0_bn\n",
      "conv5_block3_0_relu\n",
      "conv5_block3_1_conv\n",
      "conv5_block3_1_bn\n",
      "conv5_block3_1_relu\n",
      "conv5_block3_2_conv\n",
      "conv5_block3_concat\n",
      "conv5_block4_0_bn\n",
      "conv5_block4_0_relu\n",
      "conv5_block4_1_conv\n",
      "conv5_block4_1_bn\n",
      "conv5_block4_1_relu\n",
      "conv5_block4_2_conv\n",
      "conv5_block4_concat\n",
      "conv5_block5_0_bn\n",
      "conv5_block5_0_relu\n",
      "conv5_block5_1_conv\n",
      "conv5_block5_1_bn\n",
      "conv5_block5_1_relu\n",
      "conv5_block5_2_conv\n",
      "conv5_block5_concat\n",
      "conv5_block6_0_bn\n",
      "conv5_block6_0_relu\n",
      "conv5_block6_1_conv\n",
      "conv5_block6_1_bn\n",
      "conv5_block6_1_relu\n",
      "conv5_block6_2_conv\n",
      "conv5_block6_concat\n",
      "conv5_block7_0_bn\n",
      "conv5_block7_0_relu\n",
      "conv5_block7_1_conv\n",
      "conv5_block7_1_bn\n",
      "conv5_block7_1_relu\n",
      "conv5_block7_2_conv\n",
      "conv5_block7_concat\n",
      "conv5_block8_0_bn\n",
      "conv5_block8_0_relu\n",
      "conv5_block8_1_conv\n",
      "conv5_block8_1_bn\n",
      "conv5_block8_1_relu\n",
      "conv5_block8_2_conv\n",
      "conv5_block8_concat\n",
      "conv5_block9_0_bn\n",
      "conv5_block9_0_relu\n",
      "conv5_block9_1_conv\n",
      "conv5_block9_1_bn\n",
      "conv5_block9_1_relu\n",
      "conv5_block9_2_conv\n",
      "conv5_block9_concat\n",
      "conv5_block10_0_bn\n",
      "conv5_block10_0_relu\n",
      "conv5_block10_1_conv\n",
      "conv5_block10_1_bn\n",
      "conv5_block10_1_relu\n",
      "conv5_block10_2_conv\n",
      "conv5_block10_concat\n",
      "conv5_block11_0_bn\n",
      "conv5_block11_0_relu\n",
      "conv5_block11_1_conv\n",
      "conv5_block11_1_bn\n",
      "conv5_block11_1_relu\n",
      "conv5_block11_2_conv\n",
      "conv5_block11_concat\n",
      "conv5_block12_0_bn\n",
      "conv5_block12_0_relu\n",
      "conv5_block12_1_conv\n",
      "conv5_block12_1_bn\n",
      "conv5_block12_1_relu\n",
      "conv5_block12_2_conv\n",
      "conv5_block12_concat\n",
      "conv5_block13_0_bn\n",
      "conv5_block13_0_relu\n",
      "conv5_block13_1_conv\n",
      "conv5_block13_1_bn\n",
      "conv5_block13_1_relu\n",
      "conv5_block13_2_conv\n",
      "conv5_block13_concat\n",
      "conv5_block14_0_bn\n",
      "conv5_block14_0_relu\n",
      "conv5_block14_1_conv\n",
      "conv5_block14_1_bn\n",
      "conv5_block14_1_relu\n",
      "conv5_block14_2_conv\n",
      "conv5_block14_concat\n",
      "conv5_block15_0_bn\n",
      "conv5_block15_0_relu\n",
      "conv5_block15_1_conv\n",
      "conv5_block15_1_bn\n",
      "conv5_block15_1_relu\n",
      "conv5_block15_2_conv\n",
      "conv5_block15_concat\n",
      "conv5_block16_0_bn\n",
      "conv5_block16_0_relu\n",
      "conv5_block16_1_conv\n",
      "conv5_block16_1_bn\n",
      "conv5_block16_1_relu\n",
      "conv5_block16_2_conv\n",
      "conv5_block16_concat\n",
      "conv5_block17_0_bn\n",
      "conv5_block17_0_relu\n",
      "conv5_block17_1_conv\n",
      "conv5_block17_1_bn\n",
      "conv5_block17_1_relu\n",
      "conv5_block17_2_conv\n",
      "conv5_block17_concat\n",
      "conv5_block18_0_bn\n",
      "conv5_block18_0_relu\n",
      "conv5_block18_1_conv\n",
      "conv5_block18_1_bn\n",
      "conv5_block18_1_relu\n",
      "conv5_block18_2_conv\n",
      "conv5_block18_concat\n",
      "conv5_block19_0_bn\n",
      "conv5_block19_0_relu\n",
      "conv5_block19_1_conv\n",
      "conv5_block19_1_bn\n",
      "conv5_block19_1_relu\n",
      "conv5_block19_2_conv\n",
      "conv5_block19_concat\n",
      "conv5_block20_0_bn\n",
      "conv5_block20_0_relu\n",
      "conv5_block20_1_conv\n",
      "conv5_block20_1_bn\n",
      "conv5_block20_1_relu\n",
      "conv5_block20_2_conv\n",
      "conv5_block20_concat\n",
      "conv5_block21_0_bn\n",
      "conv5_block21_0_relu\n",
      "conv5_block21_1_conv\n",
      "conv5_block21_1_bn\n",
      "conv5_block21_1_relu\n",
      "conv5_block21_2_conv\n",
      "conv5_block21_concat\n",
      "conv5_block22_0_bn\n",
      "conv5_block22_0_relu\n",
      "conv5_block22_1_conv\n",
      "conv5_block22_1_bn\n",
      "conv5_block22_1_relu\n",
      "conv5_block22_2_conv\n",
      "conv5_block22_concat\n",
      "conv5_block23_0_bn\n",
      "conv5_block23_0_relu\n",
      "conv5_block23_1_conv\n",
      "conv5_block23_1_bn\n",
      "conv5_block23_1_relu\n",
      "conv5_block23_2_conv\n",
      "conv5_block23_concat\n",
      "conv5_block24_0_bn\n",
      "conv5_block24_0_relu\n",
      "conv5_block24_1_conv\n",
      "conv5_block24_1_bn\n",
      "conv5_block24_1_relu\n",
      "conv5_block24_2_conv\n",
      "conv5_block24_concat\n",
      "conv5_block25_0_bn\n",
      "conv5_block25_0_relu\n",
      "conv5_block25_1_conv\n",
      "conv5_block25_1_bn\n",
      "conv5_block25_1_relu\n",
      "conv5_block25_2_conv\n",
      "conv5_block25_concat\n",
      "conv5_block26_0_bn\n",
      "conv5_block26_0_relu\n",
      "conv5_block26_1_conv\n",
      "conv5_block26_1_bn\n",
      "conv5_block26_1_relu\n",
      "conv5_block26_2_conv\n",
      "conv5_block26_concat\n",
      "conv5_block27_0_bn\n",
      "conv5_block27_0_relu\n",
      "conv5_block27_1_conv\n",
      "conv5_block27_1_bn\n",
      "conv5_block27_1_relu\n",
      "conv5_block27_2_conv\n",
      "conv5_block27_concat\n",
      "conv5_block28_0_bn\n",
      "conv5_block28_0_relu\n",
      "conv5_block28_1_conv\n",
      "conv5_block28_1_bn\n",
      "conv5_block28_1_relu\n",
      "conv5_block28_2_conv\n",
      "conv5_block28_concat\n",
      "conv5_block29_0_bn\n",
      "conv5_block29_0_relu\n",
      "conv5_block29_1_conv\n",
      "conv5_block29_1_bn\n",
      "conv5_block29_1_relu\n",
      "conv5_block29_2_conv\n",
      "conv5_block29_concat\n",
      "conv5_block30_0_bn\n",
      "conv5_block30_0_relu\n",
      "conv5_block30_1_conv\n",
      "conv5_block30_1_bn\n",
      "conv5_block30_1_relu\n",
      "conv5_block30_2_conv\n",
      "conv5_block30_concat\n",
      "conv5_block31_0_bn\n",
      "conv5_block31_0_relu\n",
      "conv5_block31_1_conv\n",
      "conv5_block31_1_bn\n",
      "conv5_block31_1_relu\n",
      "conv5_block31_2_conv\n",
      "conv5_block31_concat\n",
      "conv5_block32_0_bn\n",
      "conv5_block32_0_relu\n",
      "conv5_block32_1_conv\n",
      "conv5_block32_1_bn\n",
      "conv5_block32_1_relu\n",
      "conv5_block32_2_conv\n",
      "conv5_block32_concat\n",
      "bn\n",
      "relu\n",
      "707\n"
     ]
    }
   ],
   "source": [
    "for layer in pre_trained_model.layers:\n",
    "    print(layer.name)\n",
    "    layer.trainable = False\n",
    "    \n",
    "print(len(pre_trained_model.layers))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "last layer output shape: (None, 6, 8, 1920)\n"
     ]
    }
   ],
   "source": [
    "last_layer = pre_trained_model.get_layer('relu')\n",
    "print('last layer output shape:', last_layer.output_shape)\n",
    "last_output = last_layer.output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Flatten the output layer to 1 dimension\n",
    "x = layers.GlobalMaxPooling2D()(last_output)\n",
    "# Add a fully connected layer with 512 hidden units and ReLU activation\n",
    "x = layers.Dense(512, activation='relu')(x)\n",
    "# Add a dropout rate of 0.7\n",
    "x = layers.Dropout(0.5)(x)\n",
    "# Add a final sigmoid layer for classification\n",
    "x = layers.Dense(7, activation='softmax')(x)\n",
    "\n",
    "# Configure and compile the model\n",
    "\n",
    "model = Model(pre_trained_model.input, x)\n",
    "optimizer = Adam(lr=0.0001, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=True)\n",
    "model.compile(loss='categorical_crossentropy',\n",
    "              optimizer=optimizer,\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 192, 256, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_1 (ZeroPadding2D (None, 198, 262, 3)  0           input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv1/conv (Conv2D)             (None, 96, 128, 64)  9408        zero_padding2d_1[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv1/bn (BatchNormalization)   (None, 96, 128, 64)  256         conv1/conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv1/relu (Activation)         (None, 96, 128, 64)  0           conv1/bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_2 (ZeroPadding2D (None, 98, 130, 64)  0           conv1/relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool1 (MaxPooling2D)            (None, 48, 64, 64)   0           zero_padding2d_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_bn (BatchNormali (None, 48, 64, 64)   256         pool1[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_relu (Activation (None, 48, 64, 64)   0           conv2_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_conv (Conv2D)    (None, 48, 64, 128)  8192        conv2_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_relu (Activation (None, 48, 64, 128)  0           conv2_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_concat (Concatenat (None, 48, 64, 96)   0           pool1[0][0]                      \n",
      "                                                                 conv2_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_bn (BatchNormali (None, 48, 64, 96)   384         conv2_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_relu (Activation (None, 48, 64, 96)   0           conv2_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_conv (Conv2D)    (None, 48, 64, 128)  12288       conv2_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_relu (Activation (None, 48, 64, 128)  0           conv2_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_concat (Concatenat (None, 48, 64, 128)  0           conv2_block1_concat[0][0]        \n",
      "                                                                 conv2_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_relu (Activation (None, 48, 64, 128)  0           conv2_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_conv (Conv2D)    (None, 48, 64, 128)  16384       conv2_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_relu (Activation (None, 48, 64, 128)  0           conv2_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_concat (Concatenat (None, 48, 64, 160)  0           conv2_block2_concat[0][0]        \n",
      "                                                                 conv2_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_bn (BatchNormali (None, 48, 64, 160)  640         conv2_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_relu (Activation (None, 48, 64, 160)  0           conv2_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_conv (Conv2D)    (None, 48, 64, 128)  20480       conv2_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_relu (Activation (None, 48, 64, 128)  0           conv2_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_concat (Concatenat (None, 48, 64, 192)  0           conv2_block3_concat[0][0]        \n",
      "                                                                 conv2_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_bn (BatchNormali (None, 48, 64, 192)  768         conv2_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_relu (Activation (None, 48, 64, 192)  0           conv2_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_conv (Conv2D)    (None, 48, 64, 128)  24576       conv2_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_relu (Activation (None, 48, 64, 128)  0           conv2_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_concat (Concatenat (None, 48, 64, 224)  0           conv2_block4_concat[0][0]        \n",
      "                                                                 conv2_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_bn (BatchNormali (None, 48, 64, 224)  896         conv2_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_relu (Activation (None, 48, 64, 224)  0           conv2_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_conv (Conv2D)    (None, 48, 64, 128)  28672       conv2_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_relu (Activation (None, 48, 64, 128)  0           conv2_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_concat (Concatenat (None, 48, 64, 256)  0           conv2_block5_concat[0][0]        \n",
      "                                                                 conv2_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_bn (BatchNormalization)   (None, 48, 64, 256)  1024        conv2_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_relu (Activation)         (None, 48, 64, 256)  0           pool2_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool2_conv (Conv2D)             (None, 48, 64, 128)  32768       pool2_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool2_pool (AveragePooling2D)   (None, 24, 32, 128)  0           pool2_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_bn (BatchNormali (None, 24, 32, 128)  512         pool2_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_relu (Activation (None, 24, 32, 128)  0           conv3_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_conv (Conv2D)    (None, 24, 32, 128)  16384       conv3_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_relu (Activation (None, 24, 32, 128)  0           conv3_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_concat (Concatenat (None, 24, 32, 160)  0           pool2_pool[0][0]                 \n",
      "                                                                 conv3_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_bn (BatchNormali (None, 24, 32, 160)  640         conv3_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_relu (Activation (None, 24, 32, 160)  0           conv3_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_conv (Conv2D)    (None, 24, 32, 128)  20480       conv3_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_relu (Activation (None, 24, 32, 128)  0           conv3_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_concat (Concatenat (None, 24, 32, 192)  0           conv3_block1_concat[0][0]        \n",
      "                                                                 conv3_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_bn (BatchNormali (None, 24, 32, 192)  768         conv3_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_relu (Activation (None, 24, 32, 192)  0           conv3_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_conv (Conv2D)    (None, 24, 32, 128)  24576       conv3_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_relu (Activation (None, 24, 32, 128)  0           conv3_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_concat (Concatenat (None, 24, 32, 224)  0           conv3_block2_concat[0][0]        \n",
      "                                                                 conv3_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_bn (BatchNormali (None, 24, 32, 224)  896         conv3_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_relu (Activation (None, 24, 32, 224)  0           conv3_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_conv (Conv2D)    (None, 24, 32, 128)  28672       conv3_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_relu (Activation (None, 24, 32, 128)  0           conv3_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_concat (Concatenat (None, 24, 32, 256)  0           conv3_block3_concat[0][0]        \n",
      "                                                                 conv3_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_bn (BatchNormali (None, 24, 32, 256)  1024        conv3_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_relu (Activation (None, 24, 32, 256)  0           conv3_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_conv (Conv2D)    (None, 24, 32, 128)  32768       conv3_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_relu (Activation (None, 24, 32, 128)  0           conv3_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_concat (Concatenat (None, 24, 32, 288)  0           conv3_block4_concat[0][0]        \n",
      "                                                                 conv3_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_bn (BatchNormali (None, 24, 32, 288)  1152        conv3_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_relu (Activation (None, 24, 32, 288)  0           conv3_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_conv (Conv2D)    (None, 24, 32, 128)  36864       conv3_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_relu (Activation (None, 24, 32, 128)  0           conv3_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_concat (Concatenat (None, 24, 32, 320)  0           conv3_block5_concat[0][0]        \n",
      "                                                                 conv3_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_bn (BatchNormali (None, 24, 32, 320)  1280        conv3_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_relu (Activation (None, 24, 32, 320)  0           conv3_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_conv (Conv2D)    (None, 24, 32, 128)  40960       conv3_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_relu (Activation (None, 24, 32, 128)  0           conv3_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_concat (Concatenat (None, 24, 32, 352)  0           conv3_block6_concat[0][0]        \n",
      "                                                                 conv3_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_bn (BatchNormali (None, 24, 32, 352)  1408        conv3_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_relu (Activation (None, 24, 32, 352)  0           conv3_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_conv (Conv2D)    (None, 24, 32, 128)  45056       conv3_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_relu (Activation (None, 24, 32, 128)  0           conv3_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_concat (Concatenat (None, 24, 32, 384)  0           conv3_block7_concat[0][0]        \n",
      "                                                                 conv3_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_bn (BatchNormali (None, 24, 32, 384)  1536        conv3_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_relu (Activation (None, 24, 32, 384)  0           conv3_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_conv (Conv2D)    (None, 24, 32, 128)  49152       conv3_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_relu (Activation (None, 24, 32, 128)  0           conv3_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_concat (Concatenat (None, 24, 32, 416)  0           conv3_block8_concat[0][0]        \n",
      "                                                                 conv3_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_bn (BatchNormal (None, 24, 32, 416)  1664        conv3_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_relu (Activatio (None, 24, 32, 416)  0           conv3_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_conv (Conv2D)   (None, 24, 32, 128)  53248       conv3_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_bn (BatchNormal (None, 24, 32, 128)  512         conv3_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_relu (Activatio (None, 24, 32, 128)  0           conv3_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_2_conv (Conv2D)   (None, 24, 32, 32)   36864       conv3_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_concat (Concatena (None, 24, 32, 448)  0           conv3_block9_concat[0][0]        \n",
      "                                                                 conv3_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_bn (BatchNormal (None, 24, 32, 448)  1792        conv3_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_relu (Activatio (None, 24, 32, 448)  0           conv3_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_conv (Conv2D)   (None, 24, 32, 128)  57344       conv3_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_bn (BatchNormal (None, 24, 32, 128)  512         conv3_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_relu (Activatio (None, 24, 32, 128)  0           conv3_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_2_conv (Conv2D)   (None, 24, 32, 32)   36864       conv3_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_concat (Concatena (None, 24, 32, 480)  0           conv3_block10_concat[0][0]       \n",
      "                                                                 conv3_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_bn (BatchNormal (None, 24, 32, 480)  1920        conv3_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_relu (Activatio (None, 24, 32, 480)  0           conv3_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_conv (Conv2D)   (None, 24, 32, 128)  61440       conv3_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_bn (BatchNormal (None, 24, 32, 128)  512         conv3_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_relu (Activatio (None, 24, 32, 128)  0           conv3_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_2_conv (Conv2D)   (None, 24, 32, 32)   36864       conv3_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_concat (Concatena (None, 24, 32, 512)  0           conv3_block11_concat[0][0]       \n",
      "                                                                 conv3_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_bn (BatchNormalization)   (None, 24, 32, 512)  2048        conv3_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_relu (Activation)         (None, 24, 32, 512)  0           pool3_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool3_conv (Conv2D)             (None, 24, 32, 256)  131072      pool3_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool3_pool (AveragePooling2D)   (None, 12, 16, 256)  0           pool3_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_bn (BatchNormali (None, 12, 16, 256)  1024        pool3_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_relu (Activation (None, 12, 16, 256)  0           conv4_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_conv (Conv2D)    (None, 12, 16, 128)  32768       conv4_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_relu (Activation (None, 12, 16, 128)  0           conv4_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_concat (Concatenat (None, 12, 16, 288)  0           pool3_pool[0][0]                 \n",
      "                                                                 conv4_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_bn (BatchNormali (None, 12, 16, 288)  1152        conv4_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_relu (Activation (None, 12, 16, 288)  0           conv4_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_conv (Conv2D)    (None, 12, 16, 128)  36864       conv4_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_relu (Activation (None, 12, 16, 128)  0           conv4_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_concat (Concatenat (None, 12, 16, 320)  0           conv4_block1_concat[0][0]        \n",
      "                                                                 conv4_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_bn (BatchNormali (None, 12, 16, 320)  1280        conv4_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_relu (Activation (None, 12, 16, 320)  0           conv4_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_conv (Conv2D)    (None, 12, 16, 128)  40960       conv4_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_relu (Activation (None, 12, 16, 128)  0           conv4_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_concat (Concatenat (None, 12, 16, 352)  0           conv4_block2_concat[0][0]        \n",
      "                                                                 conv4_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_bn (BatchNormali (None, 12, 16, 352)  1408        conv4_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_relu (Activation (None, 12, 16, 352)  0           conv4_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_conv (Conv2D)    (None, 12, 16, 128)  45056       conv4_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_relu (Activation (None, 12, 16, 128)  0           conv4_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_concat (Concatenat (None, 12, 16, 384)  0           conv4_block3_concat[0][0]        \n",
      "                                                                 conv4_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_bn (BatchNormali (None, 12, 16, 384)  1536        conv4_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_relu (Activation (None, 12, 16, 384)  0           conv4_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_conv (Conv2D)    (None, 12, 16, 128)  49152       conv4_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_relu (Activation (None, 12, 16, 128)  0           conv4_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_concat (Concatenat (None, 12, 16, 416)  0           conv4_block4_concat[0][0]        \n",
      "                                                                 conv4_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_bn (BatchNormali (None, 12, 16, 416)  1664        conv4_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_relu (Activation (None, 12, 16, 416)  0           conv4_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_conv (Conv2D)    (None, 12, 16, 128)  53248       conv4_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_relu (Activation (None, 12, 16, 128)  0           conv4_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_concat (Concatenat (None, 12, 16, 448)  0           conv4_block5_concat[0][0]        \n",
      "                                                                 conv4_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_bn (BatchNormali (None, 12, 16, 448)  1792        conv4_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_relu (Activation (None, 12, 16, 448)  0           conv4_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_conv (Conv2D)    (None, 12, 16, 128)  57344       conv4_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_relu (Activation (None, 12, 16, 128)  0           conv4_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_concat (Concatenat (None, 12, 16, 480)  0           conv4_block6_concat[0][0]        \n",
      "                                                                 conv4_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_bn (BatchNormali (None, 12, 16, 480)  1920        conv4_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_relu (Activation (None, 12, 16, 480)  0           conv4_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_conv (Conv2D)    (None, 12, 16, 128)  61440       conv4_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_relu (Activation (None, 12, 16, 128)  0           conv4_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_concat (Concatenat (None, 12, 16, 512)  0           conv4_block7_concat[0][0]        \n",
      "                                                                 conv4_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_bn (BatchNormali (None, 12, 16, 512)  2048        conv4_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_relu (Activation (None, 12, 16, 512)  0           conv4_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_conv (Conv2D)    (None, 12, 16, 128)  65536       conv4_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_relu (Activation (None, 12, 16, 128)  0           conv4_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_concat (Concatenat (None, 12, 16, 544)  0           conv4_block8_concat[0][0]        \n",
      "                                                                 conv4_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_bn (BatchNormal (None, 12, 16, 544)  2176        conv4_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_relu (Activatio (None, 12, 16, 544)  0           conv4_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_conv (Conv2D)   (None, 12, 16, 128)  69632       conv4_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_concat (Concatena (None, 12, 16, 576)  0           conv4_block9_concat[0][0]        \n",
      "                                                                 conv4_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_bn (BatchNormal (None, 12, 16, 576)  2304        conv4_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_relu (Activatio (None, 12, 16, 576)  0           conv4_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_conv (Conv2D)   (None, 12, 16, 128)  73728       conv4_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_concat (Concatena (None, 12, 16, 608)  0           conv4_block10_concat[0][0]       \n",
      "                                                                 conv4_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_bn (BatchNormal (None, 12, 16, 608)  2432        conv4_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_relu (Activatio (None, 12, 16, 608)  0           conv4_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_conv (Conv2D)   (None, 12, 16, 128)  77824       conv4_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_concat (Concatena (None, 12, 16, 640)  0           conv4_block11_concat[0][0]       \n",
      "                                                                 conv4_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_bn (BatchNormal (None, 12, 16, 640)  2560        conv4_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_relu (Activatio (None, 12, 16, 640)  0           conv4_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_conv (Conv2D)   (None, 12, 16, 128)  81920       conv4_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_concat (Concatena (None, 12, 16, 672)  0           conv4_block12_concat[0][0]       \n",
      "                                                                 conv4_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_bn (BatchNormal (None, 12, 16, 672)  2688        conv4_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_relu (Activatio (None, 12, 16, 672)  0           conv4_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_conv (Conv2D)   (None, 12, 16, 128)  86016       conv4_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_concat (Concatena (None, 12, 16, 704)  0           conv4_block13_concat[0][0]       \n",
      "                                                                 conv4_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_bn (BatchNormal (None, 12, 16, 704)  2816        conv4_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_relu (Activatio (None, 12, 16, 704)  0           conv4_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_conv (Conv2D)   (None, 12, 16, 128)  90112       conv4_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_concat (Concatena (None, 12, 16, 736)  0           conv4_block14_concat[0][0]       \n",
      "                                                                 conv4_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_bn (BatchNormal (None, 12, 16, 736)  2944        conv4_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_relu (Activatio (None, 12, 16, 736)  0           conv4_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_conv (Conv2D)   (None, 12, 16, 128)  94208       conv4_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_concat (Concatena (None, 12, 16, 768)  0           conv4_block15_concat[0][0]       \n",
      "                                                                 conv4_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_bn (BatchNormal (None, 12, 16, 768)  3072        conv4_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_relu (Activatio (None, 12, 16, 768)  0           conv4_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_conv (Conv2D)   (None, 12, 16, 128)  98304       conv4_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_concat (Concatena (None, 12, 16, 800)  0           conv4_block16_concat[0][0]       \n",
      "                                                                 conv4_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_bn (BatchNormal (None, 12, 16, 800)  3200        conv4_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_relu (Activatio (None, 12, 16, 800)  0           conv4_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_conv (Conv2D)   (None, 12, 16, 128)  102400      conv4_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_concat (Concatena (None, 12, 16, 832)  0           conv4_block17_concat[0][0]       \n",
      "                                                                 conv4_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_bn (BatchNormal (None, 12, 16, 832)  3328        conv4_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_relu (Activatio (None, 12, 16, 832)  0           conv4_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_conv (Conv2D)   (None, 12, 16, 128)  106496      conv4_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_concat (Concatena (None, 12, 16, 864)  0           conv4_block18_concat[0][0]       \n",
      "                                                                 conv4_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_bn (BatchNormal (None, 12, 16, 864)  3456        conv4_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_relu (Activatio (None, 12, 16, 864)  0           conv4_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_conv (Conv2D)   (None, 12, 16, 128)  110592      conv4_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_concat (Concatena (None, 12, 16, 896)  0           conv4_block19_concat[0][0]       \n",
      "                                                                 conv4_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_bn (BatchNormal (None, 12, 16, 896)  3584        conv4_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_relu (Activatio (None, 12, 16, 896)  0           conv4_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_conv (Conv2D)   (None, 12, 16, 128)  114688      conv4_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_concat (Concatena (None, 12, 16, 928)  0           conv4_block20_concat[0][0]       \n",
      "                                                                 conv4_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_bn (BatchNormal (None, 12, 16, 928)  3712        conv4_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_relu (Activatio (None, 12, 16, 928)  0           conv4_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_conv (Conv2D)   (None, 12, 16, 128)  118784      conv4_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_concat (Concatena (None, 12, 16, 960)  0           conv4_block21_concat[0][0]       \n",
      "                                                                 conv4_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_bn (BatchNormal (None, 12, 16, 960)  3840        conv4_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_relu (Activatio (None, 12, 16, 960)  0           conv4_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_conv (Conv2D)   (None, 12, 16, 128)  122880      conv4_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_concat (Concatena (None, 12, 16, 992)  0           conv4_block22_concat[0][0]       \n",
      "                                                                 conv4_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_bn (BatchNormal (None, 12, 16, 992)  3968        conv4_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_relu (Activatio (None, 12, 16, 992)  0           conv4_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_conv (Conv2D)   (None, 12, 16, 128)  126976      conv4_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_concat (Concatena (None, 12, 16, 1024) 0           conv4_block23_concat[0][0]       \n",
      "                                                                 conv4_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_bn (BatchNormal (None, 12, 16, 1024) 4096        conv4_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_relu (Activatio (None, 12, 16, 1024) 0           conv4_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_conv (Conv2D)   (None, 12, 16, 128)  131072      conv4_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_concat (Concatena (None, 12, 16, 1056) 0           conv4_block24_concat[0][0]       \n",
      "                                                                 conv4_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_bn (BatchNormal (None, 12, 16, 1056) 4224        conv4_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_relu (Activatio (None, 12, 16, 1056) 0           conv4_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_conv (Conv2D)   (None, 12, 16, 128)  135168      conv4_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_concat (Concatena (None, 12, 16, 1088) 0           conv4_block25_concat[0][0]       \n",
      "                                                                 conv4_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_bn (BatchNormal (None, 12, 16, 1088) 4352        conv4_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_relu (Activatio (None, 12, 16, 1088) 0           conv4_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_conv (Conv2D)   (None, 12, 16, 128)  139264      conv4_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_concat (Concatena (None, 12, 16, 1120) 0           conv4_block26_concat[0][0]       \n",
      "                                                                 conv4_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_bn (BatchNormal (None, 12, 16, 1120) 4480        conv4_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_relu (Activatio (None, 12, 16, 1120) 0           conv4_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_conv (Conv2D)   (None, 12, 16, 128)  143360      conv4_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_concat (Concatena (None, 12, 16, 1152) 0           conv4_block27_concat[0][0]       \n",
      "                                                                 conv4_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_bn (BatchNormal (None, 12, 16, 1152) 4608        conv4_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_relu (Activatio (None, 12, 16, 1152) 0           conv4_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_conv (Conv2D)   (None, 12, 16, 128)  147456      conv4_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_concat (Concatena (None, 12, 16, 1184) 0           conv4_block28_concat[0][0]       \n",
      "                                                                 conv4_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_bn (BatchNormal (None, 12, 16, 1184) 4736        conv4_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_relu (Activatio (None, 12, 16, 1184) 0           conv4_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_conv (Conv2D)   (None, 12, 16, 128)  151552      conv4_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_concat (Concatena (None, 12, 16, 1216) 0           conv4_block29_concat[0][0]       \n",
      "                                                                 conv4_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_bn (BatchNormal (None, 12, 16, 1216) 4864        conv4_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_relu (Activatio (None, 12, 16, 1216) 0           conv4_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_conv (Conv2D)   (None, 12, 16, 128)  155648      conv4_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_concat (Concatena (None, 12, 16, 1248) 0           conv4_block30_concat[0][0]       \n",
      "                                                                 conv4_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_bn (BatchNormal (None, 12, 16, 1248) 4992        conv4_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_relu (Activatio (None, 12, 16, 1248) 0           conv4_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_conv (Conv2D)   (None, 12, 16, 128)  159744      conv4_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_concat (Concatena (None, 12, 16, 1280) 0           conv4_block31_concat[0][0]       \n",
      "                                                                 conv4_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_bn (BatchNormal (None, 12, 16, 1280) 5120        conv4_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_relu (Activatio (None, 12, 16, 1280) 0           conv4_block33_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_conv (Conv2D)   (None, 12, 16, 128)  163840      conv4_block33_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block33_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block33_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block33_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_concat (Concatena (None, 12, 16, 1312) 0           conv4_block32_concat[0][0]       \n",
      "                                                                 conv4_block33_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_bn (BatchNormal (None, 12, 16, 1312) 5248        conv4_block33_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_relu (Activatio (None, 12, 16, 1312) 0           conv4_block34_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_conv (Conv2D)   (None, 12, 16, 128)  167936      conv4_block34_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block34_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block34_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block34_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_concat (Concatena (None, 12, 16, 1344) 0           conv4_block33_concat[0][0]       \n",
      "                                                                 conv4_block34_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_bn (BatchNormal (None, 12, 16, 1344) 5376        conv4_block34_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_relu (Activatio (None, 12, 16, 1344) 0           conv4_block35_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_conv (Conv2D)   (None, 12, 16, 128)  172032      conv4_block35_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block35_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block35_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block35_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_concat (Concatena (None, 12, 16, 1376) 0           conv4_block34_concat[0][0]       \n",
      "                                                                 conv4_block35_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_bn (BatchNormal (None, 12, 16, 1376) 5504        conv4_block35_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_relu (Activatio (None, 12, 16, 1376) 0           conv4_block36_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_conv (Conv2D)   (None, 12, 16, 128)  176128      conv4_block36_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block36_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block36_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block36_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_concat (Concatena (None, 12, 16, 1408) 0           conv4_block35_concat[0][0]       \n",
      "                                                                 conv4_block36_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_bn (BatchNormal (None, 12, 16, 1408) 5632        conv4_block36_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_relu (Activatio (None, 12, 16, 1408) 0           conv4_block37_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_conv (Conv2D)   (None, 12, 16, 128)  180224      conv4_block37_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block37_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block37_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block37_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_concat (Concatena (None, 12, 16, 1440) 0           conv4_block36_concat[0][0]       \n",
      "                                                                 conv4_block37_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_bn (BatchNormal (None, 12, 16, 1440) 5760        conv4_block37_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_relu (Activatio (None, 12, 16, 1440) 0           conv4_block38_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_conv (Conv2D)   (None, 12, 16, 128)  184320      conv4_block38_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block38_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block38_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block38_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_concat (Concatena (None, 12, 16, 1472) 0           conv4_block37_concat[0][0]       \n",
      "                                                                 conv4_block38_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_bn (BatchNormal (None, 12, 16, 1472) 5888        conv4_block38_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_relu (Activatio (None, 12, 16, 1472) 0           conv4_block39_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_conv (Conv2D)   (None, 12, 16, 128)  188416      conv4_block39_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block39_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block39_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block39_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_concat (Concatena (None, 12, 16, 1504) 0           conv4_block38_concat[0][0]       \n",
      "                                                                 conv4_block39_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_bn (BatchNormal (None, 12, 16, 1504) 6016        conv4_block39_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_relu (Activatio (None, 12, 16, 1504) 0           conv4_block40_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_conv (Conv2D)   (None, 12, 16, 128)  192512      conv4_block40_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block40_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block40_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block40_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_concat (Concatena (None, 12, 16, 1536) 0           conv4_block39_concat[0][0]       \n",
      "                                                                 conv4_block40_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_bn (BatchNormal (None, 12, 16, 1536) 6144        conv4_block40_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_relu (Activatio (None, 12, 16, 1536) 0           conv4_block41_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_conv (Conv2D)   (None, 12, 16, 128)  196608      conv4_block41_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block41_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block41_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block41_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_concat (Concatena (None, 12, 16, 1568) 0           conv4_block40_concat[0][0]       \n",
      "                                                                 conv4_block41_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_bn (BatchNormal (None, 12, 16, 1568) 6272        conv4_block41_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_relu (Activatio (None, 12, 16, 1568) 0           conv4_block42_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_conv (Conv2D)   (None, 12, 16, 128)  200704      conv4_block42_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block42_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block42_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block42_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_concat (Concatena (None, 12, 16, 1600) 0           conv4_block41_concat[0][0]       \n",
      "                                                                 conv4_block42_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_bn (BatchNormal (None, 12, 16, 1600) 6400        conv4_block42_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_relu (Activatio (None, 12, 16, 1600) 0           conv4_block43_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_conv (Conv2D)   (None, 12, 16, 128)  204800      conv4_block43_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block43_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block43_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block43_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_concat (Concatena (None, 12, 16, 1632) 0           conv4_block42_concat[0][0]       \n",
      "                                                                 conv4_block43_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_bn (BatchNormal (None, 12, 16, 1632) 6528        conv4_block43_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_relu (Activatio (None, 12, 16, 1632) 0           conv4_block44_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_conv (Conv2D)   (None, 12, 16, 128)  208896      conv4_block44_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block44_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block44_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block44_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_concat (Concatena (None, 12, 16, 1664) 0           conv4_block43_concat[0][0]       \n",
      "                                                                 conv4_block44_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_bn (BatchNormal (None, 12, 16, 1664) 6656        conv4_block44_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_relu (Activatio (None, 12, 16, 1664) 0           conv4_block45_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_conv (Conv2D)   (None, 12, 16, 128)  212992      conv4_block45_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block45_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block45_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block45_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_concat (Concatena (None, 12, 16, 1696) 0           conv4_block44_concat[0][0]       \n",
      "                                                                 conv4_block45_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_bn (BatchNormal (None, 12, 16, 1696) 6784        conv4_block45_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_relu (Activatio (None, 12, 16, 1696) 0           conv4_block46_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_conv (Conv2D)   (None, 12, 16, 128)  217088      conv4_block46_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block46_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block46_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block46_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_concat (Concatena (None, 12, 16, 1728) 0           conv4_block45_concat[0][0]       \n",
      "                                                                 conv4_block46_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_bn (BatchNormal (None, 12, 16, 1728) 6912        conv4_block46_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_relu (Activatio (None, 12, 16, 1728) 0           conv4_block47_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_conv (Conv2D)   (None, 12, 16, 128)  221184      conv4_block47_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block47_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block47_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block47_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_concat (Concatena (None, 12, 16, 1760) 0           conv4_block46_concat[0][0]       \n",
      "                                                                 conv4_block47_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_bn (BatchNormal (None, 12, 16, 1760) 7040        conv4_block47_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_relu (Activatio (None, 12, 16, 1760) 0           conv4_block48_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_conv (Conv2D)   (None, 12, 16, 128)  225280      conv4_block48_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block48_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block48_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block48_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_concat (Concatena (None, 12, 16, 1792) 0           conv4_block47_concat[0][0]       \n",
      "                                                                 conv4_block48_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_bn (BatchNormalization)   (None, 12, 16, 1792) 7168        conv4_block48_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_relu (Activation)         (None, 12, 16, 1792) 0           pool4_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool4_conv (Conv2D)             (None, 12, 16, 896)  1605632     pool4_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool4_pool (AveragePooling2D)   (None, 6, 8, 896)    0           pool4_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_bn (BatchNormali (None, 6, 8, 896)    3584        pool4_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_relu (Activation (None, 6, 8, 896)    0           conv5_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_conv (Conv2D)    (None, 6, 8, 128)    114688      conv5_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_relu (Activation (None, 6, 8, 128)    0           conv5_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_concat (Concatenat (None, 6, 8, 928)    0           pool4_pool[0][0]                 \n",
      "                                                                 conv5_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_bn (BatchNormali (None, 6, 8, 928)    3712        conv5_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_relu (Activation (None, 6, 8, 928)    0           conv5_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_conv (Conv2D)    (None, 6, 8, 128)    118784      conv5_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_relu (Activation (None, 6, 8, 128)    0           conv5_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_concat (Concatenat (None, 6, 8, 960)    0           conv5_block1_concat[0][0]        \n",
      "                                                                 conv5_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_bn (BatchNormali (None, 6, 8, 960)    3840        conv5_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_relu (Activation (None, 6, 8, 960)    0           conv5_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_conv (Conv2D)    (None, 6, 8, 128)    122880      conv5_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_relu (Activation (None, 6, 8, 128)    0           conv5_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_concat (Concatenat (None, 6, 8, 992)    0           conv5_block2_concat[0][0]        \n",
      "                                                                 conv5_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_bn (BatchNormali (None, 6, 8, 992)    3968        conv5_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_relu (Activation (None, 6, 8, 992)    0           conv5_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_conv (Conv2D)    (None, 6, 8, 128)    126976      conv5_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_relu (Activation (None, 6, 8, 128)    0           conv5_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_concat (Concatenat (None, 6, 8, 1024)   0           conv5_block3_concat[0][0]        \n",
      "                                                                 conv5_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_bn (BatchNormali (None, 6, 8, 1024)   4096        conv5_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_relu (Activation (None, 6, 8, 1024)   0           conv5_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_conv (Conv2D)    (None, 6, 8, 128)    131072      conv5_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_relu (Activation (None, 6, 8, 128)    0           conv5_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_concat (Concatenat (None, 6, 8, 1056)   0           conv5_block4_concat[0][0]        \n",
      "                                                                 conv5_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_bn (BatchNormali (None, 6, 8, 1056)   4224        conv5_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_relu (Activation (None, 6, 8, 1056)   0           conv5_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_conv (Conv2D)    (None, 6, 8, 128)    135168      conv5_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_relu (Activation (None, 6, 8, 128)    0           conv5_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_concat (Concatenat (None, 6, 8, 1088)   0           conv5_block5_concat[0][0]        \n",
      "                                                                 conv5_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_bn (BatchNormali (None, 6, 8, 1088)   4352        conv5_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_relu (Activation (None, 6, 8, 1088)   0           conv5_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_conv (Conv2D)    (None, 6, 8, 128)    139264      conv5_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_relu (Activation (None, 6, 8, 128)    0           conv5_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_concat (Concatenat (None, 6, 8, 1120)   0           conv5_block6_concat[0][0]        \n",
      "                                                                 conv5_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_bn (BatchNormali (None, 6, 8, 1120)   4480        conv5_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_relu (Activation (None, 6, 8, 1120)   0           conv5_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_conv (Conv2D)    (None, 6, 8, 128)    143360      conv5_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_relu (Activation (None, 6, 8, 128)    0           conv5_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_concat (Concatenat (None, 6, 8, 1152)   0           conv5_block7_concat[0][0]        \n",
      "                                                                 conv5_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_bn (BatchNormali (None, 6, 8, 1152)   4608        conv5_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_relu (Activation (None, 6, 8, 1152)   0           conv5_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_conv (Conv2D)    (None, 6, 8, 128)    147456      conv5_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_relu (Activation (None, 6, 8, 128)    0           conv5_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_concat (Concatenat (None, 6, 8, 1184)   0           conv5_block8_concat[0][0]        \n",
      "                                                                 conv5_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_bn (BatchNormal (None, 6, 8, 1184)   4736        conv5_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_relu (Activatio (None, 6, 8, 1184)   0           conv5_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_conv (Conv2D)   (None, 6, 8, 128)    151552      conv5_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_concat (Concatena (None, 6, 8, 1216)   0           conv5_block9_concat[0][0]        \n",
      "                                                                 conv5_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_bn (BatchNormal (None, 6, 8, 1216)   4864        conv5_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_relu (Activatio (None, 6, 8, 1216)   0           conv5_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_conv (Conv2D)   (None, 6, 8, 128)    155648      conv5_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_concat (Concatena (None, 6, 8, 1248)   0           conv5_block10_concat[0][0]       \n",
      "                                                                 conv5_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_bn (BatchNormal (None, 6, 8, 1248)   4992        conv5_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_relu (Activatio (None, 6, 8, 1248)   0           conv5_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_conv (Conv2D)   (None, 6, 8, 128)    159744      conv5_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_concat (Concatena (None, 6, 8, 1280)   0           conv5_block11_concat[0][0]       \n",
      "                                                                 conv5_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_bn (BatchNormal (None, 6, 8, 1280)   5120        conv5_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_relu (Activatio (None, 6, 8, 1280)   0           conv5_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_conv (Conv2D)   (None, 6, 8, 128)    163840      conv5_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_concat (Concatena (None, 6, 8, 1312)   0           conv5_block12_concat[0][0]       \n",
      "                                                                 conv5_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_bn (BatchNormal (None, 6, 8, 1312)   5248        conv5_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_relu (Activatio (None, 6, 8, 1312)   0           conv5_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_conv (Conv2D)   (None, 6, 8, 128)    167936      conv5_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_concat (Concatena (None, 6, 8, 1344)   0           conv5_block13_concat[0][0]       \n",
      "                                                                 conv5_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_bn (BatchNormal (None, 6, 8, 1344)   5376        conv5_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_relu (Activatio (None, 6, 8, 1344)   0           conv5_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_conv (Conv2D)   (None, 6, 8, 128)    172032      conv5_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_concat (Concatena (None, 6, 8, 1376)   0           conv5_block14_concat[0][0]       \n",
      "                                                                 conv5_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_bn (BatchNormal (None, 6, 8, 1376)   5504        conv5_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_relu (Activatio (None, 6, 8, 1376)   0           conv5_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_conv (Conv2D)   (None, 6, 8, 128)    176128      conv5_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_concat (Concatena (None, 6, 8, 1408)   0           conv5_block15_concat[0][0]       \n",
      "                                                                 conv5_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_bn (BatchNormal (None, 6, 8, 1408)   5632        conv5_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_relu (Activatio (None, 6, 8, 1408)   0           conv5_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_conv (Conv2D)   (None, 6, 8, 128)    180224      conv5_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_concat (Concatena (None, 6, 8, 1440)   0           conv5_block16_concat[0][0]       \n",
      "                                                                 conv5_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_bn (BatchNormal (None, 6, 8, 1440)   5760        conv5_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_relu (Activatio (None, 6, 8, 1440)   0           conv5_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_conv (Conv2D)   (None, 6, 8, 128)    184320      conv5_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_concat (Concatena (None, 6, 8, 1472)   0           conv5_block17_concat[0][0]       \n",
      "                                                                 conv5_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_bn (BatchNormal (None, 6, 8, 1472)   5888        conv5_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_relu (Activatio (None, 6, 8, 1472)   0           conv5_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_conv (Conv2D)   (None, 6, 8, 128)    188416      conv5_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_concat (Concatena (None, 6, 8, 1504)   0           conv5_block18_concat[0][0]       \n",
      "                                                                 conv5_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_bn (BatchNormal (None, 6, 8, 1504)   6016        conv5_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_relu (Activatio (None, 6, 8, 1504)   0           conv5_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_conv (Conv2D)   (None, 6, 8, 128)    192512      conv5_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_concat (Concatena (None, 6, 8, 1536)   0           conv5_block19_concat[0][0]       \n",
      "                                                                 conv5_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_bn (BatchNormal (None, 6, 8, 1536)   6144        conv5_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_relu (Activatio (None, 6, 8, 1536)   0           conv5_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_conv (Conv2D)   (None, 6, 8, 128)    196608      conv5_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_concat (Concatena (None, 6, 8, 1568)   0           conv5_block20_concat[0][0]       \n",
      "                                                                 conv5_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_bn (BatchNormal (None, 6, 8, 1568)   6272        conv5_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_relu (Activatio (None, 6, 8, 1568)   0           conv5_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_conv (Conv2D)   (None, 6, 8, 128)    200704      conv5_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_concat (Concatena (None, 6, 8, 1600)   0           conv5_block21_concat[0][0]       \n",
      "                                                                 conv5_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_bn (BatchNormal (None, 6, 8, 1600)   6400        conv5_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_relu (Activatio (None, 6, 8, 1600)   0           conv5_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_conv (Conv2D)   (None, 6, 8, 128)    204800      conv5_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_concat (Concatena (None, 6, 8, 1632)   0           conv5_block22_concat[0][0]       \n",
      "                                                                 conv5_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_bn (BatchNormal (None, 6, 8, 1632)   6528        conv5_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_relu (Activatio (None, 6, 8, 1632)   0           conv5_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_conv (Conv2D)   (None, 6, 8, 128)    208896      conv5_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_concat (Concatena (None, 6, 8, 1664)   0           conv5_block23_concat[0][0]       \n",
      "                                                                 conv5_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_0_bn (BatchNormal (None, 6, 8, 1664)   6656        conv5_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_0_relu (Activatio (None, 6, 8, 1664)   0           conv5_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_conv (Conv2D)   (None, 6, 8, 128)    212992      conv5_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_concat (Concatena (None, 6, 8, 1696)   0           conv5_block24_concat[0][0]       \n",
      "                                                                 conv5_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_0_bn (BatchNormal (None, 6, 8, 1696)   6784        conv5_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_0_relu (Activatio (None, 6, 8, 1696)   0           conv5_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_conv (Conv2D)   (None, 6, 8, 128)    217088      conv5_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_concat (Concatena (None, 6, 8, 1728)   0           conv5_block25_concat[0][0]       \n",
      "                                                                 conv5_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_0_bn (BatchNormal (None, 6, 8, 1728)   6912        conv5_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_0_relu (Activatio (None, 6, 8, 1728)   0           conv5_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_conv (Conv2D)   (None, 6, 8, 128)    221184      conv5_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_concat (Concatena (None, 6, 8, 1760)   0           conv5_block26_concat[0][0]       \n",
      "                                                                 conv5_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_0_bn (BatchNormal (None, 6, 8, 1760)   7040        conv5_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_0_relu (Activatio (None, 6, 8, 1760)   0           conv5_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_conv (Conv2D)   (None, 6, 8, 128)    225280      conv5_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_concat (Concatena (None, 6, 8, 1792)   0           conv5_block27_concat[0][0]       \n",
      "                                                                 conv5_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_0_bn (BatchNormal (None, 6, 8, 1792)   7168        conv5_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_0_relu (Activatio (None, 6, 8, 1792)   0           conv5_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_conv (Conv2D)   (None, 6, 8, 128)    229376      conv5_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_concat (Concatena (None, 6, 8, 1824)   0           conv5_block28_concat[0][0]       \n",
      "                                                                 conv5_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_0_bn (BatchNormal (None, 6, 8, 1824)   7296        conv5_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_0_relu (Activatio (None, 6, 8, 1824)   0           conv5_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_conv (Conv2D)   (None, 6, 8, 128)    233472      conv5_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_concat (Concatena (None, 6, 8, 1856)   0           conv5_block29_concat[0][0]       \n",
      "                                                                 conv5_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_0_bn (BatchNormal (None, 6, 8, 1856)   7424        conv5_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_0_relu (Activatio (None, 6, 8, 1856)   0           conv5_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_conv (Conv2D)   (None, 6, 8, 128)    237568      conv5_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_concat (Concatena (None, 6, 8, 1888)   0           conv5_block30_concat[0][0]       \n",
      "                                                                 conv5_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_0_bn (BatchNormal (None, 6, 8, 1888)   7552        conv5_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_0_relu (Activatio (None, 6, 8, 1888)   0           conv5_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_conv (Conv2D)   (None, 6, 8, 128)    241664      conv5_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_concat (Concatena (None, 6, 8, 1920)   0           conv5_block31_concat[0][0]       \n",
      "                                                                 conv5_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "bn (BatchNormalization)         (None, 6, 8, 1920)   7680        conv5_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "relu (Activation)               (None, 6, 8, 1920)   0           bn[0][0]                         \n",
      "__________________________________________________________________________________________________\n",
      "global_max_pooling2d_1 (GlobalM (None, 1920)         0           relu[0][0]                       \n",
      "__________________________________________________________________________________________________\n",
      "dense_1 (Dense)                 (None, 512)          983552      global_max_pooling2d_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "dropout_1 (Dropout)             (None, 512)          0           dense_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "dense_2 (Dense)                 (None, 7)            3591        dropout_1[0][0]                  \n",
      "==================================================================================================\n",
      "Total params: 19,309,127\n",
      "Trainable params: 987,143\n",
      "Non-trainable params: 18,321,984\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_datagen = ImageDataGenerator(rotation_range=60, width_shift_range=0.2, height_shift_range=0.2,\n",
    "                                   shear_range=0.2, zoom_range=0.2, fill_mode='nearest')\n",
    "\n",
    "train_datagen.fit(X_train)\n",
    "\n",
    "val_datagen = ImageDataGenerator()\n",
    "val_datagen.fit(X_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/3\n",
      "253/253 [==============================] - 107s 422ms/step - loss: 1.6905 - acc: 0.6123 - val_loss: 1.5058 - val_acc: 0.6663\n",
      "Epoch 2/3\n",
      "253/253 [==============================] - 97s 385ms/step - loss: 0.9679 - acc: 0.6793 - val_loss: 1.6497 - val_acc: 0.6724\n",
      "Epoch 3/3\n",
      "253/253 [==============================] - 95s 376ms/step - loss: 0.9138 - acc: 0.6872 - val_loss: 1.8726 - val_acc: 0.6621\n"
     ]
    }
   ],
   "source": [
    "batch_size = 32\n",
    "epochs = 3\n",
    "history = model.fit_generator(train_datagen.flow(X_train,y_train, batch_size=batch_size),\n",
    "                              epochs = epochs, validation_data = val_datagen.flow(X_val, y_val),\n",
    "                              verbose = 1, steps_per_epoch=(X_train.shape[0] // batch_size), \n",
    "                              validation_steps=(X_val.shape[0] // batch_size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Retraining"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "for layer in pre_trained_model.layers:\n",
    "    layer.trainable = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = Adam(lr=0.0001, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)\n",
    "model.compile(loss='categorical_crossentropy',\n",
    "              optimizer=optimizer,\n",
    "              metrics=['acc'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "learning_rate_reduction = ReduceLROnPlateau(monitor='val_acc', patience=3, verbose=1, factor=0.5, \n",
    "                                            min_lr=0.000001, cooldown=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 192, 256, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_1 (ZeroPadding2D (None, 198, 262, 3)  0           input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv1/conv (Conv2D)             (None, 96, 128, 64)  9408        zero_padding2d_1[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv1/bn (BatchNormalization)   (None, 96, 128, 64)  256         conv1/conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv1/relu (Activation)         (None, 96, 128, 64)  0           conv1/bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_2 (ZeroPadding2D (None, 98, 130, 64)  0           conv1/relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool1 (MaxPooling2D)            (None, 48, 64, 64)   0           zero_padding2d_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_bn (BatchNormali (None, 48, 64, 64)   256         pool1[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_relu (Activation (None, 48, 64, 64)   0           conv2_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_conv (Conv2D)    (None, 48, 64, 128)  8192        conv2_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_relu (Activation (None, 48, 64, 128)  0           conv2_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_concat (Concatenat (None, 48, 64, 96)   0           pool1[0][0]                      \n",
      "                                                                 conv2_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_bn (BatchNormali (None, 48, 64, 96)   384         conv2_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_relu (Activation (None, 48, 64, 96)   0           conv2_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_conv (Conv2D)    (None, 48, 64, 128)  12288       conv2_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_relu (Activation (None, 48, 64, 128)  0           conv2_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_concat (Concatenat (None, 48, 64, 128)  0           conv2_block1_concat[0][0]        \n",
      "                                                                 conv2_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_relu (Activation (None, 48, 64, 128)  0           conv2_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_conv (Conv2D)    (None, 48, 64, 128)  16384       conv2_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_relu (Activation (None, 48, 64, 128)  0           conv2_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_concat (Concatenat (None, 48, 64, 160)  0           conv2_block2_concat[0][0]        \n",
      "                                                                 conv2_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_bn (BatchNormali (None, 48, 64, 160)  640         conv2_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_relu (Activation (None, 48, 64, 160)  0           conv2_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_conv (Conv2D)    (None, 48, 64, 128)  20480       conv2_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_relu (Activation (None, 48, 64, 128)  0           conv2_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_concat (Concatenat (None, 48, 64, 192)  0           conv2_block3_concat[0][0]        \n",
      "                                                                 conv2_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_bn (BatchNormali (None, 48, 64, 192)  768         conv2_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_relu (Activation (None, 48, 64, 192)  0           conv2_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_conv (Conv2D)    (None, 48, 64, 128)  24576       conv2_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_relu (Activation (None, 48, 64, 128)  0           conv2_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_concat (Concatenat (None, 48, 64, 224)  0           conv2_block4_concat[0][0]        \n",
      "                                                                 conv2_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_bn (BatchNormali (None, 48, 64, 224)  896         conv2_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_relu (Activation (None, 48, 64, 224)  0           conv2_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_conv (Conv2D)    (None, 48, 64, 128)  28672       conv2_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_bn (BatchNormali (None, 48, 64, 128)  512         conv2_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_relu (Activation (None, 48, 64, 128)  0           conv2_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_2_conv (Conv2D)    (None, 48, 64, 32)   36864       conv2_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_concat (Concatenat (None, 48, 64, 256)  0           conv2_block5_concat[0][0]        \n",
      "                                                                 conv2_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_bn (BatchNormalization)   (None, 48, 64, 256)  1024        conv2_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_relu (Activation)         (None, 48, 64, 256)  0           pool2_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool2_conv (Conv2D)             (None, 48, 64, 128)  32768       pool2_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool2_pool (AveragePooling2D)   (None, 24, 32, 128)  0           pool2_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_bn (BatchNormali (None, 24, 32, 128)  512         pool2_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_relu (Activation (None, 24, 32, 128)  0           conv3_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_conv (Conv2D)    (None, 24, 32, 128)  16384       conv3_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_relu (Activation (None, 24, 32, 128)  0           conv3_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_concat (Concatenat (None, 24, 32, 160)  0           pool2_pool[0][0]                 \n",
      "                                                                 conv3_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_bn (BatchNormali (None, 24, 32, 160)  640         conv3_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_relu (Activation (None, 24, 32, 160)  0           conv3_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_conv (Conv2D)    (None, 24, 32, 128)  20480       conv3_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_relu (Activation (None, 24, 32, 128)  0           conv3_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_concat (Concatenat (None, 24, 32, 192)  0           conv3_block1_concat[0][0]        \n",
      "                                                                 conv3_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_bn (BatchNormali (None, 24, 32, 192)  768         conv3_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_relu (Activation (None, 24, 32, 192)  0           conv3_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_conv (Conv2D)    (None, 24, 32, 128)  24576       conv3_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_relu (Activation (None, 24, 32, 128)  0           conv3_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_concat (Concatenat (None, 24, 32, 224)  0           conv3_block2_concat[0][0]        \n",
      "                                                                 conv3_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_bn (BatchNormali (None, 24, 32, 224)  896         conv3_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_relu (Activation (None, 24, 32, 224)  0           conv3_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_conv (Conv2D)    (None, 24, 32, 128)  28672       conv3_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_relu (Activation (None, 24, 32, 128)  0           conv3_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_concat (Concatenat (None, 24, 32, 256)  0           conv3_block3_concat[0][0]        \n",
      "                                                                 conv3_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_bn (BatchNormali (None, 24, 32, 256)  1024        conv3_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_relu (Activation (None, 24, 32, 256)  0           conv3_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_conv (Conv2D)    (None, 24, 32, 128)  32768       conv3_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_relu (Activation (None, 24, 32, 128)  0           conv3_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_concat (Concatenat (None, 24, 32, 288)  0           conv3_block4_concat[0][0]        \n",
      "                                                                 conv3_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_bn (BatchNormali (None, 24, 32, 288)  1152        conv3_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_relu (Activation (None, 24, 32, 288)  0           conv3_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_conv (Conv2D)    (None, 24, 32, 128)  36864       conv3_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_relu (Activation (None, 24, 32, 128)  0           conv3_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_concat (Concatenat (None, 24, 32, 320)  0           conv3_block5_concat[0][0]        \n",
      "                                                                 conv3_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_bn (BatchNormali (None, 24, 32, 320)  1280        conv3_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_relu (Activation (None, 24, 32, 320)  0           conv3_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_conv (Conv2D)    (None, 24, 32, 128)  40960       conv3_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_relu (Activation (None, 24, 32, 128)  0           conv3_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_concat (Concatenat (None, 24, 32, 352)  0           conv3_block6_concat[0][0]        \n",
      "                                                                 conv3_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_bn (BatchNormali (None, 24, 32, 352)  1408        conv3_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_relu (Activation (None, 24, 32, 352)  0           conv3_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_conv (Conv2D)    (None, 24, 32, 128)  45056       conv3_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_relu (Activation (None, 24, 32, 128)  0           conv3_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_concat (Concatenat (None, 24, 32, 384)  0           conv3_block7_concat[0][0]        \n",
      "                                                                 conv3_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_bn (BatchNormali (None, 24, 32, 384)  1536        conv3_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_relu (Activation (None, 24, 32, 384)  0           conv3_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_conv (Conv2D)    (None, 24, 32, 128)  49152       conv3_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_bn (BatchNormali (None, 24, 32, 128)  512         conv3_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_relu (Activation (None, 24, 32, 128)  0           conv3_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_2_conv (Conv2D)    (None, 24, 32, 32)   36864       conv3_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_concat (Concatenat (None, 24, 32, 416)  0           conv3_block8_concat[0][0]        \n",
      "                                                                 conv3_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_bn (BatchNormal (None, 24, 32, 416)  1664        conv3_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_relu (Activatio (None, 24, 32, 416)  0           conv3_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_conv (Conv2D)   (None, 24, 32, 128)  53248       conv3_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_bn (BatchNormal (None, 24, 32, 128)  512         conv3_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_relu (Activatio (None, 24, 32, 128)  0           conv3_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_2_conv (Conv2D)   (None, 24, 32, 32)   36864       conv3_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_concat (Concatena (None, 24, 32, 448)  0           conv3_block9_concat[0][0]        \n",
      "                                                                 conv3_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_bn (BatchNormal (None, 24, 32, 448)  1792        conv3_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_relu (Activatio (None, 24, 32, 448)  0           conv3_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_conv (Conv2D)   (None, 24, 32, 128)  57344       conv3_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_bn (BatchNormal (None, 24, 32, 128)  512         conv3_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_relu (Activatio (None, 24, 32, 128)  0           conv3_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_2_conv (Conv2D)   (None, 24, 32, 32)   36864       conv3_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_concat (Concatena (None, 24, 32, 480)  0           conv3_block10_concat[0][0]       \n",
      "                                                                 conv3_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_bn (BatchNormal (None, 24, 32, 480)  1920        conv3_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_relu (Activatio (None, 24, 32, 480)  0           conv3_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_conv (Conv2D)   (None, 24, 32, 128)  61440       conv3_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_bn (BatchNormal (None, 24, 32, 128)  512         conv3_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_relu (Activatio (None, 24, 32, 128)  0           conv3_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_2_conv (Conv2D)   (None, 24, 32, 32)   36864       conv3_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_concat (Concatena (None, 24, 32, 512)  0           conv3_block11_concat[0][0]       \n",
      "                                                                 conv3_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_bn (BatchNormalization)   (None, 24, 32, 512)  2048        conv3_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_relu (Activation)         (None, 24, 32, 512)  0           pool3_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool3_conv (Conv2D)             (None, 24, 32, 256)  131072      pool3_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool3_pool (AveragePooling2D)   (None, 12, 16, 256)  0           pool3_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_bn (BatchNormali (None, 12, 16, 256)  1024        pool3_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_relu (Activation (None, 12, 16, 256)  0           conv4_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_conv (Conv2D)    (None, 12, 16, 128)  32768       conv4_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_relu (Activation (None, 12, 16, 128)  0           conv4_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_concat (Concatenat (None, 12, 16, 288)  0           pool3_pool[0][0]                 \n",
      "                                                                 conv4_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_bn (BatchNormali (None, 12, 16, 288)  1152        conv4_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_relu (Activation (None, 12, 16, 288)  0           conv4_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_conv (Conv2D)    (None, 12, 16, 128)  36864       conv4_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_relu (Activation (None, 12, 16, 128)  0           conv4_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_concat (Concatenat (None, 12, 16, 320)  0           conv4_block1_concat[0][0]        \n",
      "                                                                 conv4_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_bn (BatchNormali (None, 12, 16, 320)  1280        conv4_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_relu (Activation (None, 12, 16, 320)  0           conv4_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_conv (Conv2D)    (None, 12, 16, 128)  40960       conv4_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_relu (Activation (None, 12, 16, 128)  0           conv4_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_concat (Concatenat (None, 12, 16, 352)  0           conv4_block2_concat[0][0]        \n",
      "                                                                 conv4_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_bn (BatchNormali (None, 12, 16, 352)  1408        conv4_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_relu (Activation (None, 12, 16, 352)  0           conv4_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_conv (Conv2D)    (None, 12, 16, 128)  45056       conv4_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_relu (Activation (None, 12, 16, 128)  0           conv4_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_concat (Concatenat (None, 12, 16, 384)  0           conv4_block3_concat[0][0]        \n",
      "                                                                 conv4_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_bn (BatchNormali (None, 12, 16, 384)  1536        conv4_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_relu (Activation (None, 12, 16, 384)  0           conv4_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_conv (Conv2D)    (None, 12, 16, 128)  49152       conv4_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_relu (Activation (None, 12, 16, 128)  0           conv4_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_concat (Concatenat (None, 12, 16, 416)  0           conv4_block4_concat[0][0]        \n",
      "                                                                 conv4_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_bn (BatchNormali (None, 12, 16, 416)  1664        conv4_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_relu (Activation (None, 12, 16, 416)  0           conv4_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_conv (Conv2D)    (None, 12, 16, 128)  53248       conv4_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_relu (Activation (None, 12, 16, 128)  0           conv4_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_concat (Concatenat (None, 12, 16, 448)  0           conv4_block5_concat[0][0]        \n",
      "                                                                 conv4_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_bn (BatchNormali (None, 12, 16, 448)  1792        conv4_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_relu (Activation (None, 12, 16, 448)  0           conv4_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_conv (Conv2D)    (None, 12, 16, 128)  57344       conv4_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_relu (Activation (None, 12, 16, 128)  0           conv4_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_concat (Concatenat (None, 12, 16, 480)  0           conv4_block6_concat[0][0]        \n",
      "                                                                 conv4_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_bn (BatchNormali (None, 12, 16, 480)  1920        conv4_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_relu (Activation (None, 12, 16, 480)  0           conv4_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_conv (Conv2D)    (None, 12, 16, 128)  61440       conv4_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_relu (Activation (None, 12, 16, 128)  0           conv4_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_concat (Concatenat (None, 12, 16, 512)  0           conv4_block7_concat[0][0]        \n",
      "                                                                 conv4_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_bn (BatchNormali (None, 12, 16, 512)  2048        conv4_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_relu (Activation (None, 12, 16, 512)  0           conv4_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_conv (Conv2D)    (None, 12, 16, 128)  65536       conv4_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_bn (BatchNormali (None, 12, 16, 128)  512         conv4_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_relu (Activation (None, 12, 16, 128)  0           conv4_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_2_conv (Conv2D)    (None, 12, 16, 32)   36864       conv4_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_concat (Concatenat (None, 12, 16, 544)  0           conv4_block8_concat[0][0]        \n",
      "                                                                 conv4_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_bn (BatchNormal (None, 12, 16, 544)  2176        conv4_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_relu (Activatio (None, 12, 16, 544)  0           conv4_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_conv (Conv2D)   (None, 12, 16, 128)  69632       conv4_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_concat (Concatena (None, 12, 16, 576)  0           conv4_block9_concat[0][0]        \n",
      "                                                                 conv4_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_bn (BatchNormal (None, 12, 16, 576)  2304        conv4_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_relu (Activatio (None, 12, 16, 576)  0           conv4_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_conv (Conv2D)   (None, 12, 16, 128)  73728       conv4_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_concat (Concatena (None, 12, 16, 608)  0           conv4_block10_concat[0][0]       \n",
      "                                                                 conv4_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_bn (BatchNormal (None, 12, 16, 608)  2432        conv4_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_relu (Activatio (None, 12, 16, 608)  0           conv4_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_conv (Conv2D)   (None, 12, 16, 128)  77824       conv4_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_concat (Concatena (None, 12, 16, 640)  0           conv4_block11_concat[0][0]       \n",
      "                                                                 conv4_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_bn (BatchNormal (None, 12, 16, 640)  2560        conv4_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_relu (Activatio (None, 12, 16, 640)  0           conv4_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_conv (Conv2D)   (None, 12, 16, 128)  81920       conv4_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_concat (Concatena (None, 12, 16, 672)  0           conv4_block12_concat[0][0]       \n",
      "                                                                 conv4_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_bn (BatchNormal (None, 12, 16, 672)  2688        conv4_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_relu (Activatio (None, 12, 16, 672)  0           conv4_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_conv (Conv2D)   (None, 12, 16, 128)  86016       conv4_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_concat (Concatena (None, 12, 16, 704)  0           conv4_block13_concat[0][0]       \n",
      "                                                                 conv4_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_bn (BatchNormal (None, 12, 16, 704)  2816        conv4_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_relu (Activatio (None, 12, 16, 704)  0           conv4_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_conv (Conv2D)   (None, 12, 16, 128)  90112       conv4_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_concat (Concatena (None, 12, 16, 736)  0           conv4_block14_concat[0][0]       \n",
      "                                                                 conv4_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_bn (BatchNormal (None, 12, 16, 736)  2944        conv4_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_relu (Activatio (None, 12, 16, 736)  0           conv4_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_conv (Conv2D)   (None, 12, 16, 128)  94208       conv4_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_concat (Concatena (None, 12, 16, 768)  0           conv4_block15_concat[0][0]       \n",
      "                                                                 conv4_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_bn (BatchNormal (None, 12, 16, 768)  3072        conv4_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_relu (Activatio (None, 12, 16, 768)  0           conv4_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_conv (Conv2D)   (None, 12, 16, 128)  98304       conv4_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_concat (Concatena (None, 12, 16, 800)  0           conv4_block16_concat[0][0]       \n",
      "                                                                 conv4_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_bn (BatchNormal (None, 12, 16, 800)  3200        conv4_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_relu (Activatio (None, 12, 16, 800)  0           conv4_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_conv (Conv2D)   (None, 12, 16, 128)  102400      conv4_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_concat (Concatena (None, 12, 16, 832)  0           conv4_block17_concat[0][0]       \n",
      "                                                                 conv4_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_bn (BatchNormal (None, 12, 16, 832)  3328        conv4_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_relu (Activatio (None, 12, 16, 832)  0           conv4_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_conv (Conv2D)   (None, 12, 16, 128)  106496      conv4_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_concat (Concatena (None, 12, 16, 864)  0           conv4_block18_concat[0][0]       \n",
      "                                                                 conv4_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_bn (BatchNormal (None, 12, 16, 864)  3456        conv4_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_relu (Activatio (None, 12, 16, 864)  0           conv4_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_conv (Conv2D)   (None, 12, 16, 128)  110592      conv4_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_concat (Concatena (None, 12, 16, 896)  0           conv4_block19_concat[0][0]       \n",
      "                                                                 conv4_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_bn (BatchNormal (None, 12, 16, 896)  3584        conv4_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_relu (Activatio (None, 12, 16, 896)  0           conv4_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_conv (Conv2D)   (None, 12, 16, 128)  114688      conv4_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_concat (Concatena (None, 12, 16, 928)  0           conv4_block20_concat[0][0]       \n",
      "                                                                 conv4_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_bn (BatchNormal (None, 12, 16, 928)  3712        conv4_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_relu (Activatio (None, 12, 16, 928)  0           conv4_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_conv (Conv2D)   (None, 12, 16, 128)  118784      conv4_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_concat (Concatena (None, 12, 16, 960)  0           conv4_block21_concat[0][0]       \n",
      "                                                                 conv4_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_bn (BatchNormal (None, 12, 16, 960)  3840        conv4_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_relu (Activatio (None, 12, 16, 960)  0           conv4_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_conv (Conv2D)   (None, 12, 16, 128)  122880      conv4_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_concat (Concatena (None, 12, 16, 992)  0           conv4_block22_concat[0][0]       \n",
      "                                                                 conv4_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_bn (BatchNormal (None, 12, 16, 992)  3968        conv4_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_relu (Activatio (None, 12, 16, 992)  0           conv4_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_conv (Conv2D)   (None, 12, 16, 128)  126976      conv4_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_concat (Concatena (None, 12, 16, 1024) 0           conv4_block23_concat[0][0]       \n",
      "                                                                 conv4_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_bn (BatchNormal (None, 12, 16, 1024) 4096        conv4_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_relu (Activatio (None, 12, 16, 1024) 0           conv4_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_conv (Conv2D)   (None, 12, 16, 128)  131072      conv4_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_concat (Concatena (None, 12, 16, 1056) 0           conv4_block24_concat[0][0]       \n",
      "                                                                 conv4_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_bn (BatchNormal (None, 12, 16, 1056) 4224        conv4_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_relu (Activatio (None, 12, 16, 1056) 0           conv4_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_conv (Conv2D)   (None, 12, 16, 128)  135168      conv4_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_concat (Concatena (None, 12, 16, 1088) 0           conv4_block25_concat[0][0]       \n",
      "                                                                 conv4_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_bn (BatchNormal (None, 12, 16, 1088) 4352        conv4_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_relu (Activatio (None, 12, 16, 1088) 0           conv4_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_conv (Conv2D)   (None, 12, 16, 128)  139264      conv4_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_concat (Concatena (None, 12, 16, 1120) 0           conv4_block26_concat[0][0]       \n",
      "                                                                 conv4_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_bn (BatchNormal (None, 12, 16, 1120) 4480        conv4_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_relu (Activatio (None, 12, 16, 1120) 0           conv4_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_conv (Conv2D)   (None, 12, 16, 128)  143360      conv4_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_concat (Concatena (None, 12, 16, 1152) 0           conv4_block27_concat[0][0]       \n",
      "                                                                 conv4_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_bn (BatchNormal (None, 12, 16, 1152) 4608        conv4_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_relu (Activatio (None, 12, 16, 1152) 0           conv4_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_conv (Conv2D)   (None, 12, 16, 128)  147456      conv4_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_concat (Concatena (None, 12, 16, 1184) 0           conv4_block28_concat[0][0]       \n",
      "                                                                 conv4_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_bn (BatchNormal (None, 12, 16, 1184) 4736        conv4_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_relu (Activatio (None, 12, 16, 1184) 0           conv4_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_conv (Conv2D)   (None, 12, 16, 128)  151552      conv4_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_concat (Concatena (None, 12, 16, 1216) 0           conv4_block29_concat[0][0]       \n",
      "                                                                 conv4_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_bn (BatchNormal (None, 12, 16, 1216) 4864        conv4_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_relu (Activatio (None, 12, 16, 1216) 0           conv4_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_conv (Conv2D)   (None, 12, 16, 128)  155648      conv4_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_concat (Concatena (None, 12, 16, 1248) 0           conv4_block30_concat[0][0]       \n",
      "                                                                 conv4_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_bn (BatchNormal (None, 12, 16, 1248) 4992        conv4_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_relu (Activatio (None, 12, 16, 1248) 0           conv4_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_conv (Conv2D)   (None, 12, 16, 128)  159744      conv4_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_concat (Concatena (None, 12, 16, 1280) 0           conv4_block31_concat[0][0]       \n",
      "                                                                 conv4_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_bn (BatchNormal (None, 12, 16, 1280) 5120        conv4_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_relu (Activatio (None, 12, 16, 1280) 0           conv4_block33_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_conv (Conv2D)   (None, 12, 16, 128)  163840      conv4_block33_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block33_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block33_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block33_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_concat (Concatena (None, 12, 16, 1312) 0           conv4_block32_concat[0][0]       \n",
      "                                                                 conv4_block33_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_bn (BatchNormal (None, 12, 16, 1312) 5248        conv4_block33_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_relu (Activatio (None, 12, 16, 1312) 0           conv4_block34_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_conv (Conv2D)   (None, 12, 16, 128)  167936      conv4_block34_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block34_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block34_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block34_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_concat (Concatena (None, 12, 16, 1344) 0           conv4_block33_concat[0][0]       \n",
      "                                                                 conv4_block34_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_bn (BatchNormal (None, 12, 16, 1344) 5376        conv4_block34_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_relu (Activatio (None, 12, 16, 1344) 0           conv4_block35_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_conv (Conv2D)   (None, 12, 16, 128)  172032      conv4_block35_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block35_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block35_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block35_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_concat (Concatena (None, 12, 16, 1376) 0           conv4_block34_concat[0][0]       \n",
      "                                                                 conv4_block35_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_bn (BatchNormal (None, 12, 16, 1376) 5504        conv4_block35_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_relu (Activatio (None, 12, 16, 1376) 0           conv4_block36_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_conv (Conv2D)   (None, 12, 16, 128)  176128      conv4_block36_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block36_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block36_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block36_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_concat (Concatena (None, 12, 16, 1408) 0           conv4_block35_concat[0][0]       \n",
      "                                                                 conv4_block36_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_bn (BatchNormal (None, 12, 16, 1408) 5632        conv4_block36_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_relu (Activatio (None, 12, 16, 1408) 0           conv4_block37_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_conv (Conv2D)   (None, 12, 16, 128)  180224      conv4_block37_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block37_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block37_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block37_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_concat (Concatena (None, 12, 16, 1440) 0           conv4_block36_concat[0][0]       \n",
      "                                                                 conv4_block37_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_bn (BatchNormal (None, 12, 16, 1440) 5760        conv4_block37_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_relu (Activatio (None, 12, 16, 1440) 0           conv4_block38_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_conv (Conv2D)   (None, 12, 16, 128)  184320      conv4_block38_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block38_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block38_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block38_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_concat (Concatena (None, 12, 16, 1472) 0           conv4_block37_concat[0][0]       \n",
      "                                                                 conv4_block38_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_bn (BatchNormal (None, 12, 16, 1472) 5888        conv4_block38_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_relu (Activatio (None, 12, 16, 1472) 0           conv4_block39_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_conv (Conv2D)   (None, 12, 16, 128)  188416      conv4_block39_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block39_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block39_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block39_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_concat (Concatena (None, 12, 16, 1504) 0           conv4_block38_concat[0][0]       \n",
      "                                                                 conv4_block39_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_bn (BatchNormal (None, 12, 16, 1504) 6016        conv4_block39_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_relu (Activatio (None, 12, 16, 1504) 0           conv4_block40_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_conv (Conv2D)   (None, 12, 16, 128)  192512      conv4_block40_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block40_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block40_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block40_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_concat (Concatena (None, 12, 16, 1536) 0           conv4_block39_concat[0][0]       \n",
      "                                                                 conv4_block40_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_bn (BatchNormal (None, 12, 16, 1536) 6144        conv4_block40_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_relu (Activatio (None, 12, 16, 1536) 0           conv4_block41_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_conv (Conv2D)   (None, 12, 16, 128)  196608      conv4_block41_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block41_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block41_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block41_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_concat (Concatena (None, 12, 16, 1568) 0           conv4_block40_concat[0][0]       \n",
      "                                                                 conv4_block41_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_bn (BatchNormal (None, 12, 16, 1568) 6272        conv4_block41_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_relu (Activatio (None, 12, 16, 1568) 0           conv4_block42_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_conv (Conv2D)   (None, 12, 16, 128)  200704      conv4_block42_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block42_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block42_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block42_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_concat (Concatena (None, 12, 16, 1600) 0           conv4_block41_concat[0][0]       \n",
      "                                                                 conv4_block42_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_bn (BatchNormal (None, 12, 16, 1600) 6400        conv4_block42_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_relu (Activatio (None, 12, 16, 1600) 0           conv4_block43_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_conv (Conv2D)   (None, 12, 16, 128)  204800      conv4_block43_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block43_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block43_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block43_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_concat (Concatena (None, 12, 16, 1632) 0           conv4_block42_concat[0][0]       \n",
      "                                                                 conv4_block43_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_bn (BatchNormal (None, 12, 16, 1632) 6528        conv4_block43_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_relu (Activatio (None, 12, 16, 1632) 0           conv4_block44_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_conv (Conv2D)   (None, 12, 16, 128)  208896      conv4_block44_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block44_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block44_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block44_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_concat (Concatena (None, 12, 16, 1664) 0           conv4_block43_concat[0][0]       \n",
      "                                                                 conv4_block44_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_bn (BatchNormal (None, 12, 16, 1664) 6656        conv4_block44_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_relu (Activatio (None, 12, 16, 1664) 0           conv4_block45_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_conv (Conv2D)   (None, 12, 16, 128)  212992      conv4_block45_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block45_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block45_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block45_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_concat (Concatena (None, 12, 16, 1696) 0           conv4_block44_concat[0][0]       \n",
      "                                                                 conv4_block45_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_bn (BatchNormal (None, 12, 16, 1696) 6784        conv4_block45_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_relu (Activatio (None, 12, 16, 1696) 0           conv4_block46_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_conv (Conv2D)   (None, 12, 16, 128)  217088      conv4_block46_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block46_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block46_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block46_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_concat (Concatena (None, 12, 16, 1728) 0           conv4_block45_concat[0][0]       \n",
      "                                                                 conv4_block46_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_bn (BatchNormal (None, 12, 16, 1728) 6912        conv4_block46_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_relu (Activatio (None, 12, 16, 1728) 0           conv4_block47_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_conv (Conv2D)   (None, 12, 16, 128)  221184      conv4_block47_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block47_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block47_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block47_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_concat (Concatena (None, 12, 16, 1760) 0           conv4_block46_concat[0][0]       \n",
      "                                                                 conv4_block47_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_bn (BatchNormal (None, 12, 16, 1760) 7040        conv4_block47_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_relu (Activatio (None, 12, 16, 1760) 0           conv4_block48_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_conv (Conv2D)   (None, 12, 16, 128)  225280      conv4_block48_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_bn (BatchNormal (None, 12, 16, 128)  512         conv4_block48_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_relu (Activatio (None, 12, 16, 128)  0           conv4_block48_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_2_conv (Conv2D)   (None, 12, 16, 32)   36864       conv4_block48_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_concat (Concatena (None, 12, 16, 1792) 0           conv4_block47_concat[0][0]       \n",
      "                                                                 conv4_block48_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_bn (BatchNormalization)   (None, 12, 16, 1792) 7168        conv4_block48_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_relu (Activation)         (None, 12, 16, 1792) 0           pool4_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool4_conv (Conv2D)             (None, 12, 16, 896)  1605632     pool4_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool4_pool (AveragePooling2D)   (None, 6, 8, 896)    0           pool4_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_bn (BatchNormali (None, 6, 8, 896)    3584        pool4_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_relu (Activation (None, 6, 8, 896)    0           conv5_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_conv (Conv2D)    (None, 6, 8, 128)    114688      conv5_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_relu (Activation (None, 6, 8, 128)    0           conv5_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_concat (Concatenat (None, 6, 8, 928)    0           pool4_pool[0][0]                 \n",
      "                                                                 conv5_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_bn (BatchNormali (None, 6, 8, 928)    3712        conv5_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_relu (Activation (None, 6, 8, 928)    0           conv5_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_conv (Conv2D)    (None, 6, 8, 128)    118784      conv5_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_relu (Activation (None, 6, 8, 128)    0           conv5_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_concat (Concatenat (None, 6, 8, 960)    0           conv5_block1_concat[0][0]        \n",
      "                                                                 conv5_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_bn (BatchNormali (None, 6, 8, 960)    3840        conv5_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_relu (Activation (None, 6, 8, 960)    0           conv5_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_conv (Conv2D)    (None, 6, 8, 128)    122880      conv5_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_relu (Activation (None, 6, 8, 128)    0           conv5_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_concat (Concatenat (None, 6, 8, 992)    0           conv5_block2_concat[0][0]        \n",
      "                                                                 conv5_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_bn (BatchNormali (None, 6, 8, 992)    3968        conv5_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_relu (Activation (None, 6, 8, 992)    0           conv5_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_conv (Conv2D)    (None, 6, 8, 128)    126976      conv5_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_relu (Activation (None, 6, 8, 128)    0           conv5_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_concat (Concatenat (None, 6, 8, 1024)   0           conv5_block3_concat[0][0]        \n",
      "                                                                 conv5_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_bn (BatchNormali (None, 6, 8, 1024)   4096        conv5_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_relu (Activation (None, 6, 8, 1024)   0           conv5_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_conv (Conv2D)    (None, 6, 8, 128)    131072      conv5_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_relu (Activation (None, 6, 8, 128)    0           conv5_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_concat (Concatenat (None, 6, 8, 1056)   0           conv5_block4_concat[0][0]        \n",
      "                                                                 conv5_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_bn (BatchNormali (None, 6, 8, 1056)   4224        conv5_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_relu (Activation (None, 6, 8, 1056)   0           conv5_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_conv (Conv2D)    (None, 6, 8, 128)    135168      conv5_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_relu (Activation (None, 6, 8, 128)    0           conv5_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_concat (Concatenat (None, 6, 8, 1088)   0           conv5_block5_concat[0][0]        \n",
      "                                                                 conv5_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_bn (BatchNormali (None, 6, 8, 1088)   4352        conv5_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_relu (Activation (None, 6, 8, 1088)   0           conv5_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_conv (Conv2D)    (None, 6, 8, 128)    139264      conv5_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_relu (Activation (None, 6, 8, 128)    0           conv5_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_concat (Concatenat (None, 6, 8, 1120)   0           conv5_block6_concat[0][0]        \n",
      "                                                                 conv5_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_bn (BatchNormali (None, 6, 8, 1120)   4480        conv5_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_relu (Activation (None, 6, 8, 1120)   0           conv5_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_conv (Conv2D)    (None, 6, 8, 128)    143360      conv5_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_relu (Activation (None, 6, 8, 128)    0           conv5_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_concat (Concatenat (None, 6, 8, 1152)   0           conv5_block7_concat[0][0]        \n",
      "                                                                 conv5_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_bn (BatchNormali (None, 6, 8, 1152)   4608        conv5_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_relu (Activation (None, 6, 8, 1152)   0           conv5_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_conv (Conv2D)    (None, 6, 8, 128)    147456      conv5_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_bn (BatchNormali (None, 6, 8, 128)    512         conv5_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_relu (Activation (None, 6, 8, 128)    0           conv5_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_2_conv (Conv2D)    (None, 6, 8, 32)     36864       conv5_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_concat (Concatenat (None, 6, 8, 1184)   0           conv5_block8_concat[0][0]        \n",
      "                                                                 conv5_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_bn (BatchNormal (None, 6, 8, 1184)   4736        conv5_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_relu (Activatio (None, 6, 8, 1184)   0           conv5_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_conv (Conv2D)   (None, 6, 8, 128)    151552      conv5_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_concat (Concatena (None, 6, 8, 1216)   0           conv5_block9_concat[0][0]        \n",
      "                                                                 conv5_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_bn (BatchNormal (None, 6, 8, 1216)   4864        conv5_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_relu (Activatio (None, 6, 8, 1216)   0           conv5_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_conv (Conv2D)   (None, 6, 8, 128)    155648      conv5_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_concat (Concatena (None, 6, 8, 1248)   0           conv5_block10_concat[0][0]       \n",
      "                                                                 conv5_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_bn (BatchNormal (None, 6, 8, 1248)   4992        conv5_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_relu (Activatio (None, 6, 8, 1248)   0           conv5_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_conv (Conv2D)   (None, 6, 8, 128)    159744      conv5_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_concat (Concatena (None, 6, 8, 1280)   0           conv5_block11_concat[0][0]       \n",
      "                                                                 conv5_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_bn (BatchNormal (None, 6, 8, 1280)   5120        conv5_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_relu (Activatio (None, 6, 8, 1280)   0           conv5_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_conv (Conv2D)   (None, 6, 8, 128)    163840      conv5_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_concat (Concatena (None, 6, 8, 1312)   0           conv5_block12_concat[0][0]       \n",
      "                                                                 conv5_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_bn (BatchNormal (None, 6, 8, 1312)   5248        conv5_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_relu (Activatio (None, 6, 8, 1312)   0           conv5_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_conv (Conv2D)   (None, 6, 8, 128)    167936      conv5_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_concat (Concatena (None, 6, 8, 1344)   0           conv5_block13_concat[0][0]       \n",
      "                                                                 conv5_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_bn (BatchNormal (None, 6, 8, 1344)   5376        conv5_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_relu (Activatio (None, 6, 8, 1344)   0           conv5_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_conv (Conv2D)   (None, 6, 8, 128)    172032      conv5_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_concat (Concatena (None, 6, 8, 1376)   0           conv5_block14_concat[0][0]       \n",
      "                                                                 conv5_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_bn (BatchNormal (None, 6, 8, 1376)   5504        conv5_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_relu (Activatio (None, 6, 8, 1376)   0           conv5_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_conv (Conv2D)   (None, 6, 8, 128)    176128      conv5_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_concat (Concatena (None, 6, 8, 1408)   0           conv5_block15_concat[0][0]       \n",
      "                                                                 conv5_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_bn (BatchNormal (None, 6, 8, 1408)   5632        conv5_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_relu (Activatio (None, 6, 8, 1408)   0           conv5_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_conv (Conv2D)   (None, 6, 8, 128)    180224      conv5_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_concat (Concatena (None, 6, 8, 1440)   0           conv5_block16_concat[0][0]       \n",
      "                                                                 conv5_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_bn (BatchNormal (None, 6, 8, 1440)   5760        conv5_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_relu (Activatio (None, 6, 8, 1440)   0           conv5_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_conv (Conv2D)   (None, 6, 8, 128)    184320      conv5_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_concat (Concatena (None, 6, 8, 1472)   0           conv5_block17_concat[0][0]       \n",
      "                                                                 conv5_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_bn (BatchNormal (None, 6, 8, 1472)   5888        conv5_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_relu (Activatio (None, 6, 8, 1472)   0           conv5_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_conv (Conv2D)   (None, 6, 8, 128)    188416      conv5_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_concat (Concatena (None, 6, 8, 1504)   0           conv5_block18_concat[0][0]       \n",
      "                                                                 conv5_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_bn (BatchNormal (None, 6, 8, 1504)   6016        conv5_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_relu (Activatio (None, 6, 8, 1504)   0           conv5_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_conv (Conv2D)   (None, 6, 8, 128)    192512      conv5_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_concat (Concatena (None, 6, 8, 1536)   0           conv5_block19_concat[0][0]       \n",
      "                                                                 conv5_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_bn (BatchNormal (None, 6, 8, 1536)   6144        conv5_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_relu (Activatio (None, 6, 8, 1536)   0           conv5_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_conv (Conv2D)   (None, 6, 8, 128)    196608      conv5_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_concat (Concatena (None, 6, 8, 1568)   0           conv5_block20_concat[0][0]       \n",
      "                                                                 conv5_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_bn (BatchNormal (None, 6, 8, 1568)   6272        conv5_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_relu (Activatio (None, 6, 8, 1568)   0           conv5_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_conv (Conv2D)   (None, 6, 8, 128)    200704      conv5_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_concat (Concatena (None, 6, 8, 1600)   0           conv5_block21_concat[0][0]       \n",
      "                                                                 conv5_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_bn (BatchNormal (None, 6, 8, 1600)   6400        conv5_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_relu (Activatio (None, 6, 8, 1600)   0           conv5_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_conv (Conv2D)   (None, 6, 8, 128)    204800      conv5_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_concat (Concatena (None, 6, 8, 1632)   0           conv5_block22_concat[0][0]       \n",
      "                                                                 conv5_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_bn (BatchNormal (None, 6, 8, 1632)   6528        conv5_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_relu (Activatio (None, 6, 8, 1632)   0           conv5_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_conv (Conv2D)   (None, 6, 8, 128)    208896      conv5_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_concat (Concatena (None, 6, 8, 1664)   0           conv5_block23_concat[0][0]       \n",
      "                                                                 conv5_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_0_bn (BatchNormal (None, 6, 8, 1664)   6656        conv5_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_0_relu (Activatio (None, 6, 8, 1664)   0           conv5_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_conv (Conv2D)   (None, 6, 8, 128)    212992      conv5_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_concat (Concatena (None, 6, 8, 1696)   0           conv5_block24_concat[0][0]       \n",
      "                                                                 conv5_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_0_bn (BatchNormal (None, 6, 8, 1696)   6784        conv5_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_0_relu (Activatio (None, 6, 8, 1696)   0           conv5_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_conv (Conv2D)   (None, 6, 8, 128)    217088      conv5_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_concat (Concatena (None, 6, 8, 1728)   0           conv5_block25_concat[0][0]       \n",
      "                                                                 conv5_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_0_bn (BatchNormal (None, 6, 8, 1728)   6912        conv5_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_0_relu (Activatio (None, 6, 8, 1728)   0           conv5_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_conv (Conv2D)   (None, 6, 8, 128)    221184      conv5_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_concat (Concatena (None, 6, 8, 1760)   0           conv5_block26_concat[0][0]       \n",
      "                                                                 conv5_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_0_bn (BatchNormal (None, 6, 8, 1760)   7040        conv5_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_0_relu (Activatio (None, 6, 8, 1760)   0           conv5_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_conv (Conv2D)   (None, 6, 8, 128)    225280      conv5_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_concat (Concatena (None, 6, 8, 1792)   0           conv5_block27_concat[0][0]       \n",
      "                                                                 conv5_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_0_bn (BatchNormal (None, 6, 8, 1792)   7168        conv5_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_0_relu (Activatio (None, 6, 8, 1792)   0           conv5_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_conv (Conv2D)   (None, 6, 8, 128)    229376      conv5_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_concat (Concatena (None, 6, 8, 1824)   0           conv5_block28_concat[0][0]       \n",
      "                                                                 conv5_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_0_bn (BatchNormal (None, 6, 8, 1824)   7296        conv5_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_0_relu (Activatio (None, 6, 8, 1824)   0           conv5_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_conv (Conv2D)   (None, 6, 8, 128)    233472      conv5_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_concat (Concatena (None, 6, 8, 1856)   0           conv5_block29_concat[0][0]       \n",
      "                                                                 conv5_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_0_bn (BatchNormal (None, 6, 8, 1856)   7424        conv5_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_0_relu (Activatio (None, 6, 8, 1856)   0           conv5_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_conv (Conv2D)   (None, 6, 8, 128)    237568      conv5_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_concat (Concatena (None, 6, 8, 1888)   0           conv5_block30_concat[0][0]       \n",
      "                                                                 conv5_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_0_bn (BatchNormal (None, 6, 8, 1888)   7552        conv5_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_0_relu (Activatio (None, 6, 8, 1888)   0           conv5_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_conv (Conv2D)   (None, 6, 8, 128)    241664      conv5_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_bn (BatchNormal (None, 6, 8, 128)    512         conv5_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_relu (Activatio (None, 6, 8, 128)    0           conv5_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_2_conv (Conv2D)   (None, 6, 8, 32)     36864       conv5_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_concat (Concatena (None, 6, 8, 1920)   0           conv5_block31_concat[0][0]       \n",
      "                                                                 conv5_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "bn (BatchNormalization)         (None, 6, 8, 1920)   7680        conv5_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "relu (Activation)               (None, 6, 8, 1920)   0           bn[0][0]                         \n",
      "__________________________________________________________________________________________________\n",
      "global_max_pooling2d_1 (GlobalM (None, 1920)         0           relu[0][0]                       \n",
      "__________________________________________________________________________________________________\n",
      "dense_1 (Dense)                 (None, 512)          983552      global_max_pooling2d_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "dropout_1 (Dropout)             (None, 512)          0           dense_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "dense_2 (Dense)                 (None, 7)            3591        dropout_1[0][0]                  \n",
      "==================================================================================================\n",
      "Total params: 19,309,127\n",
      "Trainable params: 19,080,071\n",
      "Non-trainable params: 229,056\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "253/253 [==============================] - 384s 2s/step - loss: 0.7455 - acc: 0.7386 - val_loss: 0.8257 - val_acc: 0.7232\n",
      "Epoch 2/20\n",
      "253/253 [==============================] - 337s 1s/step - loss: 0.5644 - acc: 0.7980 - val_loss: 0.5695 - val_acc: 0.8126\n",
      "Epoch 3/20\n",
      "253/253 [==============================] - 335s 1s/step - loss: 0.4717 - acc: 0.8305 - val_loss: 0.6038 - val_acc: 0.7954\n",
      "Epoch 4/20\n",
      "253/253 [==============================] - 334s 1s/step - loss: 0.3995 - acc: 0.8620 - val_loss: 0.6201 - val_acc: 0.7793\n",
      "Epoch 5/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.3614 - acc: 0.8704 - val_loss: 0.4384 - val_acc: 0.8425\n",
      "Epoch 6/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.3287 - acc: 0.8809 - val_loss: 0.6623 - val_acc: 0.7966\n",
      "Epoch 7/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.2892 - acc: 0.8975 - val_loss: 0.5001 - val_acc: 0.8402\n",
      "Epoch 8/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.2648 - acc: 0.9071 - val_loss: 0.6585 - val_acc: 0.8138\n",
      "\n",
      "Epoch 00008: ReduceLROnPlateau reducing learning rate to 4.999999873689376e-05.\n",
      "Epoch 9/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.1926 - acc: 0.9310 - val_loss: 0.3926 - val_acc: 0.8747\n",
      "Epoch 10/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.1558 - acc: 0.9465 - val_loss: 0.5333 - val_acc: 0.8552\n",
      "Epoch 11/20\n",
      "253/253 [==============================] - 332s 1s/step - loss: 0.1375 - acc: 0.9507 - val_loss: 0.5186 - val_acc: 0.8552\n",
      "Epoch 12/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.1308 - acc: 0.9554 - val_loss: 0.5520 - val_acc: 0.8563\n",
      "\n",
      "Epoch 00012: ReduceLROnPlateau reducing learning rate to 2.499999936844688e-05.\n",
      "Epoch 13/20\n",
      "253/253 [==============================] - 332s 1s/step - loss: 0.0807 - acc: 0.9725 - val_loss: 0.5811 - val_acc: 0.8644\n",
      "Epoch 14/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.0759 - acc: 0.9738 - val_loss: 0.5044 - val_acc: 0.8770\n",
      "Epoch 15/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.0669 - acc: 0.9785 - val_loss: 0.6006 - val_acc: 0.8667\n",
      "Epoch 16/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.0626 - acc: 0.9785 - val_loss: 0.4822 - val_acc: 0.8747\n",
      "Epoch 17/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.0480 - acc: 0.9813 - val_loss: 0.7030 - val_acc: 0.8632\n",
      "\n",
      "Epoch 00017: ReduceLROnPlateau reducing learning rate to 1.249999968422344e-05.\n",
      "Epoch 18/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.0463 - acc: 0.9864 - val_loss: 0.4841 - val_acc: 0.8667\n",
      "Epoch 19/20\n",
      "253/253 [==============================] - 333s 1s/step - loss: 0.0374 - acc: 0.9876 - val_loss: 0.4706 - val_acc: 0.8805\n",
      "Epoch 20/20\n",
      "253/253 [==============================] - 332s 1s/step - loss: 0.0267 - acc: 0.9912 - val_loss: 0.6831 - val_acc: 0.8586\n"
     ]
    }
   ],
   "source": [
    "batch_size = 32\n",
    "epochs = 20\n",
    "history = model.fit_generator(train_datagen.flow(X_train,y_train, batch_size=batch_size),\n",
    "                              epochs = epochs, validation_data = val_datagen.flow(X_val, y_val),\n",
    "                              verbose = 1, steps_per_epoch=(X_train.shape[0] // batch_size),\n",
    "                              validation_steps=(X_val.shape[0] // batch_size),\n",
    "                              callbacks=[learning_rate_reduction])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "902/902 [==============================] - 11s 12ms/step\n",
      "Validation: accuracy = 0.866962  ;  loss_v = 0.626969\n"
     ]
    }
   ],
   "source": [
    "loss_val, acc_val = model.evaluate(X_val, y_val, verbose=1)\n",
    "print(\"Validation: accuracy = %f  ;  loss_v = %f\" % (acc_val, loss_val))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = np.load(\"/floyd/input/skin_cancer_192_256/256_192_test.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_test = np.load(\"/floyd/input/skin_cancer_192_256/test_labels.npy\")\n",
    "y_test = to_categorical(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1002/1002 [==============================] - 13s 13ms/step\n",
      "Test: accuracy = 0.877246  ;  loss = 0.558797\n"
     ]
    }
   ],
   "source": [
    "loss_test, acc_test = model.evaluate(X_test, y_test, verbose=1)\n",
    "print(\"Test: accuracy = %f  ;  loss = %f\" % (acc_test, loss_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save(\"DenseNetFull.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Training and validation loss')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Retrieve a list of accuracy results on training and test data\n",
    "# sets for each training epoch\n",
    "acc = history.history['acc']\n",
    "val_acc = history.history['val_acc']\n",
    "\n",
    "# Retrieve a list of list results on training and test data\n",
    "# sets for each training epoch\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "# Get number of epochs\n",
    "epochs = range(len(acc))\n",
    "\n",
    "# Plot training and validation accuracy per epoch\n",
    "plt.plot(epochs, acc, label = \"training\")\n",
    "plt.plot(epochs, val_acc, label = \"validation\")\n",
    "plt.legend(loc=\"upper left\")\n",
    "plt.title('Training and validation accuracy')\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "# Plot training and validation loss per epoch\n",
    "plt.plot(epochs, loss, label = \"training\")\n",
    "plt.plot(epochs, val_loss, label = \"validation\")\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.title('Training and validation loss')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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