diff --git a/FoodDetectionAndClassification.ipynb b/FoodDetectionAndClassification.ipynb new file mode 100644 index 0000000..f13ef00 --- /dev/null +++ b/FoodDetectionAndClassification.ipynb @@ -0,0 +1,362 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "machine_shape": "hm", + "authorship_tag": "ABX9TyP3By8ctCxiITTVgNTcWaip", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "metadata": { + "id": "e_U-OSPmeHfD", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "dd4e9633-97c5-498c-bc0d-e71cce1739a3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!git clone https://github.com/ikitcheng/food-detection-yolov5.git\n", + "%cd food-detection-yolov5\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DCoKhk9uj7OM", + "outputId": "b8850dcf-9723-40ef-9027-5540b409800b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Cloning into 'food-detection-yolov5'...\n", + "remote: Enumerating objects: 3191, done.\u001b[K\n", + "remote: Counting objects: 100% (3191/3191), done.\u001b[K\n", + "remote: Compressing objects: 100% (1468/1468), done.\u001b[K\n", + "remote: Total 3191 (delta 1576), reused 3182 (delta 1574), pack-reused 0 (from 0)\u001b[K\n", + "Receiving objects: 100% (3191/3191), 364.64 MiB | 24.39 MiB/s, done.\n", + "Resolving deltas: 100% (1576/1576), done.\n", + "/content/food-detection-yolov5\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install -r requirements.txt\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "geGsUpAGj-Qu", + "outputId": "0c0580b1-df9b-4d20-f3d4-c8dd8e03848a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting git+https://github.com/baxterisme/pytube (from -r requirements.txt (line 13))\n", + " Cloning https://github.com/baxterisme/pytube to /tmp/pip-req-build-apb6c6tm\n", + " Running command git clone --filter=blob:none --quiet https://github.com/baxterisme/pytube /tmp/pip-req-build-apb6c6tm\n", + " fatal: could not read Username for 'https://github.com': No such device or address\n", + " \u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n", + " \n", + " \u001b[31m×\u001b[0m \u001b[32mgit clone --\u001b[0m\u001b[32mfilter\u001b[0m\u001b[32m=\u001b[0m\u001b[32mblob\u001b[0m\u001b[32m:none --quiet \u001b[0m\u001b[4;32mhttps://github.com/baxterisme/pytube\u001b[0m\u001b[32m \u001b[0m\u001b[32m/tmp/\u001b[0m\u001b[32mpip-req-build-apb6c6tm\u001b[0m did not run successfully.\n", + " \u001b[31m│\u001b[0m exit code: \u001b[1;36m128\u001b[0m\n", + " \u001b[31m╰─>\u001b[0m See above for output.\n", + " \n", + " \u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n", + "\u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n", + "\n", + "\u001b[31m×\u001b[0m \u001b[32mgit clone --\u001b[0m\u001b[32mfilter\u001b[0m\u001b[32m=\u001b[0m\u001b[32mblob\u001b[0m\u001b[32m:none --quiet \u001b[0m\u001b[4;32mhttps://github.com/baxterisme/pytube\u001b[0m\u001b[32m \u001b[0m\u001b[32m/tmp/\u001b[0m\u001b[32mpip-req-build-apb6c6tm\u001b[0m did not run successfully.\n", + "\u001b[31m│\u001b[0m exit code: \u001b[1;36m128\u001b[0m\n", + "\u001b[31m╰─>\u001b[0m See above for output.\n", + "\n", + "\u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# YOLOv5 가중치 다운로드\n", + "!curl -L -o yolov5s.pt https://github.com/ultralytics/yolov5/releases/download/v6.0/yolov5s.pt\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dkmRJZi6kCpq", + "outputId": "d9dc4262-4d5d-4e5d-8b6d-c3b0161be0a1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n", + "100 14.0M 100 14.0M 0 0 9304k 0 0:00:01 0:00:01 --:--:-- 39.2M\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# YOLOv5 모델 로드\n", + "model = torch.hub.load('ultralytics/yolov5', 'custom', path='yolov5s.pt')\n", + "\n", + "# 이미지 탐지 함수\n", + "def detect_food(img_path):\n", + " results = model(img_path) # 이미지에서 음식 탐지\n", + " results.print()\n", + " results.show() # 탐지 결과 이미지 출력\n", + "\n", + " img = results.render()[0]\n", + " plt.imshow(img)\n", + " plt.axis('off')\n", + " plt.show()\n", + "\n", + "img_path = '/content/drive/MyDrive/a.jpg' # 테스트할 이미지 경로\n", + "detect_food(img_path)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 415 + }, + "id": "m2PXdIE8kEQb", + "outputId": "8e7faa57-5539-495c-ed59-881fe6a709bc" + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Using cache found in /root/.cache/torch/hub/ultralytics_yolov5_master\n", + "YOLOv5 🚀 2024-11-12 Python-3.10.12 torch-2.4.1+cu121 CPU\n", + "\n", + "Fusing layers... \n", + "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n", + "Adding AutoShape... \n", + "/root/.cache/torch/hub/ultralytics_yolov5_master/models/common.py:892: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n", + " with amp.autocast(autocast):\n", + "image 1/1: 194x259 2 bowls, 1 vase\n", + "Speed: 6.0ms pre-process, 81.6ms inference, 1.4ms NMS per image at shape (1, 3, 480, 640)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n", 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from tensorflow.keras.models import load_model\n", + "import numpy as np\n", + "import cv2\n", + "import torch\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "\n", + "# 한식 데이터셋으로 직접 학슶 ㅣ킨 InceptionV3 모델 load\n", + "inception_model_path = '/content/drive/MyDrive/KoreanFoodClassificationModel/final_model.h5'\n", + "inception_model = load_model(inception_model_path)\n", + "\n", + "class_names = [\n", + " '가지볶음', '간장게장', '갈비구이', '갈비찜', '갈치구이', '갈치조림', '감자전', '감자조림', '감자채볶음',\n", + " '갓김치', '건새우볶음', '경단', '계란국', '계란말이', '계란후라이', '고등어구이', '고등어조림', '고사리나물',\n", + " '고추장진미채볶음', '곱창구이', '곱창전골', '과메기', '김밥', '김치볶음밥', '김치전', '김치찌개', '김치찜',\n", + " '깍두기', '깻잎장아찌', '꼬막찜', '꽁치조림', '꽈리고추무침', '꿀떡', '나박김치', '누룽지', '닭갈비',\n", + " '닭계장', '닭볶음탕', '더덕구이', '도라지무침', '도토리묵', '동그랑땡', '동태찌개', '된장찌개', '두부김치',\n", + " '두부조림', '땅콩조림', '떡갈비', '떡국_만두국', '떡꼬치', '떡볶이', '라면', '라볶이', '막국수', '만두',\n", + " '매운탕', '멍게', '메추리알장조림', '멸치볶음', '무국', '무생채', '물냉면', '물회', '미역국', '미역줄기볶음',\n", + " '배추김치', '백김치', '보쌈', '부추김치', '북엇국', '불고기', '비빔냉면', '비빔밥', '산낙지', '삼겹살',\n", + " '삼계탕', '새우볶음밥', '새우튀김', '생선전', '소세지볶음', '송편', '수육', '수정과', '수제비', '숙주나물',\n", + " '순대', '순두부찌개', '시금치나물', '시래기국', '식혜', '알밥', '애호박볶음', '약과', '약식', '양념게장',\n", + " '양념치킨', '어묵볶음', '연근조림', '열무국수', '열무김치', '오이소박이', '오징어채볶음', '오징어튀김',\n", + " '우엉조림', '유부초밥', '육개장', '육회', '잔치국수', '잡곡밥', '잡채', '장어구이', '장조림', '전복죽',\n", + " '젓갈', '제육볶음', '조개구이', '조기구이', '족발', '주꾸미볶음', '주먹밥', '짜장면', '짬뽕', '쫄면',\n", + " '찜닭', '총각김치', '추어탕', '칼국수', '코다리조림', '콩국수', '콩나물국', '콩나물무침', '콩자반', '파김치',\n", + " '파전', '편육', '피자', '한과', '해물찜', '호박전', '호박죽', '홍어무침', '황태구이', '회무침', '후라이드치킨',\n", + " '훈제오리'\n", + "]\n", + "\n", + "\n", + "drive_save_path = '/content/drive/MyDrive/CroppedImages'\n", + "os.makedirs(drive_save_path, exist_ok=True)\n", + "\n", + "# 이미지 분류 함수 (상위 5개 예측 결과 출력)\n", + "def classify_cropped_image(crop_img, save_path, crop_index):\n", + " # 이미지 전처리\n", + " img_array = cv2.resize(crop_img, (299, 299))\n", + " img_array = np.expand_dims(img_array, axis=0) / 255.0\n", + "\n", + " # 예측 수행\n", + " predictions = inception_model.predict(img_array)\n", + " top_5_indices = np.argsort(predictions[0])[::-1][:5] # 상위 5개 인덱스\n", + " top_5_confidences = predictions[0][top_5_indices] # 상위 5개 확률\n", + " top_5_classes = [class_names[i] for i in top_5_indices] # 상위 5개 클래스 이름\n", + "\n", + " # crop 된 이미지와 예측 결과 출력\n", + " plt.imshow(cv2.cvtColor(crop_img, cv2.COLOR_BGR2RGB))\n", + " plt.axis('off')\n", + " plt.show()\n", + "\n", + " print(\"상위 5개 예측 결과:\")\n", + " for i in range(5):\n", + " print(f\"{i + 1}: {top_5_classes[i]} ({top_5_confidences[i] * 100:.2f}%)\")\n", + "\n", + " # crop 된 이미지 저장\n", + " save_filename = os.path.join(save_path, f\"cropped_img_{crop_index}.jpg\")\n", + " cv2.imwrite(save_filename, cv2.cvtColor(crop_img, cv2.COLOR_RGB2BGR))\n", + " print(f\"크롭된 이미지를 저장했습니다: {save_filename}\")\n", + "\n", + "# YOLO 모델 로드\n", + "model = torch.hub.load('ultralytics/yolov5', 'custom', path='yolov5s.pt')\n", + "\n", + "# 탐지 및 분류 함수\n", + "def detect_and_classify_food(img_path):\n", + " # 원본 이미지 load\n", + " img = cv2.imread(img_path)\n", + " img_rgb = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + "\n", + " # YOLO 모델을 이용하여 음식 탐지\n", + " results = model(img_path)\n", + " results.print() # 탐지 결과 출력\n", + "\n", + " # 탐지된 객체 각각에 대해 crop 후 분류 수행\n", + " for idx, (*box, conf, cls) in enumerate(results.xyxy[0]): # 탐지된 객체의 좌표 및 클래스 정보\n", + " x1, y1, x2, y2 = map(int, box)\n", + " crop_img = img_rgb[y1:y2, x1:x2] # 탐지된 객체 crop\n", + "\n", + " # crop된 이미지 분류 및 출력, 저장\n", + " classify_cropped_image(crop_img, drive_save_path, idx)\n", + "\n", + "# 테스트 이미지 경로\n", + "img_path = '/content/drive/MyDrive/a.jpg'\n", + "detect_and_classify_food(img_path)\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HYyG9twwrpBK", + "outputId": "32cecebd-eaff-4b5f-b986-e56508b5c9a6" + }, + "execution_count": 47, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "WARNING:absl:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n", + "Using cache found in /root/.cache/torch/hub/ultralytics_yolov5_master\n", + "YOLOv5 🚀 2024-11-12 Python-3.10.12 torch-2.4.1+cu121 CPU\n", + "\n", + "Fusing layers... \n", + "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n", + "Adding AutoShape... \n", + "/root/.cache/torch/hub/ultralytics_yolov5_master/models/common.py:892: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n", + " with amp.autocast(autocast):\n", + "image 1/1: 194x259 2 bowls, 1 vase\n", + "Speed: 6.0ms pre-process, 100.1ms inference, 1.3ms NMS per image at shape (1, 3, 480, 640)\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 2s/step\n", + "상위 5개 예측 결과:\n", + "1: 떡볶이 (90.33%)\n", + "2: 라면 (4.26%)\n", + "3: 양념게장 (1.79%)\n", + "4: 조기구이 (0.75%)\n", + "5: 떡꼬치 (0.68%)\n", + "크롭된 이미지를 저장했습니다: /content/drive/MyDrive/CroppedImages/cropped_img_0.jpg\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 112ms/step\n", + "상위 5개 예측 결과:\n", + "1: 수육 (9.15%)\n", + "2: 누룽지 (5.99%)\n", + "3: 오징어채볶음 (5.69%)\n", + "4: 물회 (4.06%)\n", + "5: 간장게장 (3.92%)\n", + "크롭된 이미지를 저장했습니다: /content/drive/MyDrive/CroppedImages/cropped_img_1.jpg\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 95ms/step\n", + "상위 5개 예측 결과:\n", + "1: 김밥 (81.44%)\n", + "2: 우엉조림 (18.56%)\n", + "3: 수정과 (0.00%)\n", + "4: 약식 (0.00%)\n", + "5: 나박김치 (0.00%)\n", + "크롭된 이미지를 저장했습니다: /content/drive/MyDrive/CroppedImages/cropped_img_2.jpg\n" + ] + } + ] + } + ] +} \ No newline at end of file