TamilCharacterRecognistion_Preprocessing.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TamilCharacterRecognistion_Preprocessing.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VR2XMTKPvpJ9",
        "outputId": "2be39e06-4058-4f33-c687-1b5d43fe30c3"
      },
      "source": [
        "!wget http://shiftleft.com/mirrors/www.hpl.hp.com/india/research/penhw-resources/hpl-tamil-iso-char-offline-1.0.tar.gz\n",
        "!tar -xvf ./hpl-tamil-iso-char-offline-1.0.tar.gz"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "tamil_dataset_offline/usr_177/136t01.tiff\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DIZSowHAv0SS"
      },
      "source": [
        "import os\n",
        "import pickle\n",
        "import cv2\n",
        "import numpy as np\n",
        "from PIL import Image\n",
        "import matplotlib.pyplot as plt\n",
        "import shutil"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lhZXPDm0v5X4"
      },
      "source": [
        "def plotIm(img_):\n",
        "  plt.imshow(img_, cmap='gray')\n",
        "  plt.show()\n",
        "def bbox(img1):\n",
        "  img = 1 - img1\n",
        "  rows = np.any(img, axis=1)\n",
        "  cols = np.any(img, axis=0)\n",
        "  rmin, rmax = np.where(rows)[0][[0, -1]]\n",
        "  cmin, cmax = np.where(cols)[0][[0, -1]]\n",
        "  return rmin, rmax, cmin, cmax\n",
        "def getUniformImage(img):\n",
        "    rmin, rmax, cmin, cmax = bbox(img)\n",
        "    trimmedImg = img[rmin:rmax, cmin:cmax]\n",
        "    resizedImg = cv2.resize(trimmedImg, dsize=(100, 100))\n",
        "    paddedImg = np.ones((128,128))\n",
        "    paddedImg[14:114,14:114] = resizedImg\n",
        "    paddedImg = paddedImg.reshape(128, 128 , 1)\n",
        "    return paddedImg"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "toxypN2cwIAb",
        "outputId": "50b31b98-c5e4-4c66-ac24-ee532f8c73e6"
      },
      "source": [
        "images=[]\n",
        "labels=[]\n",
        "numCategory = 156\n",
        "datasetsLoc = './tamil_dataset_offline/'\n",
        "w,h = 128,128\n",
        "i = 0\n",
        "shapeL=[]\n",
        "\n",
        "for folders in os.listdir(datasetsLoc):\n",
        "    for files in  os.listdir(datasetsLoc+str(folders)):   \n",
        "        if str(files) == 'Thumbs.db' or str(files) == 't03.tiff' or str(files) == '036t01.png':\n",
        "          continue      \n",
        "        # print(str(folders))\n",
        "        indx = int(str(files)[:3])\n",
        "        if indx < numCategory:        \n",
        "            image = Image.open(datasetsLoc+str(folders)+'/'+str(files))\n",
        "            img=np.asarray(image, dtype=np.uint8)\n",
        "            shapeL.append(img.shape)\n",
        "            img2 = getUniformImage(img)\n",
        "            img2 = np.asarray(img2, dtype=np.uint8)\n",
        "            images.append(img2)\n",
        "            labels.append(indx)\n",
        "        if i%8000 == 0:\n",
        "            print(str(i)+ '  ' + str(len(labels)))\n",
        "        i = i + 1\n",
        "filIm = open('./image_ALL_128x128.obj', 'wb')\n",
        "pickle.dump(images, filIm)\n",
        "filLab = open('./label_ALL_128x128.obj', 'wb')\n",
        "pickle.dump(labels, filLab)\n"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0  1\n",
            "8000  8001\n",
            "16000  16001\n",
            "24000  24001\n",
            "32000  32001\n",
            "40000  40001\n",
            "48000  48001\n",
            "56000  56001\n",
            "64000  64001\n",
            "72000  72001\n",
            "80000  80001\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aTylSrzPwRxY"
      },
      "source": [
        "!cp /content/image_ALL_128x128.obj /content/drive/My\\ Drive/wkDir/image_ALL_128x128.obj\n",
        "!cp /content/label_ALL_128x128.obj /content/drive/My\\ Drive/wkDir/label_ALL_128x128.obj"
      ],
      "execution_count": 6,
      "outputs": []
    }
  ]
}