diff --git a/.gitignore b/.gitignore index d989df0..8726c19 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ train_data model +test_image .idea \ No newline at end of file diff --git a/pretreatment.ipynb b/pretreatment.ipynb new file mode 100644 index 0000000..080a438 --- /dev/null +++ b/pretreatment.ipynb @@ -0,0 +1,14900 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import os\n", + "from PIL import Image\n", + "\n", + "def check_images(root_dir):\n", + " for root, dirs, files in os.walk(root_dir):\n", + " for file in files:\n", + " if file.lower().endswith(('.png', '.jpg', '.jpeg', '.gif', '.bmp')):\n", + " img_path = os.path.join(root, file)\n", + " try:\n", + " with open(img_path, 'rb') as f:\n", + " img = Image.open(f)\n", + " img.convert(\"RGB\") # Try converting to RGB\n", + " img.verify() # Verify the image integrity\n", + "\n", + " except Exception as e:\n", + " print(img_path, str(e))\n", + " #os.remove(img_path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "outputs": [], + "source": [ + "check_images(\"./train_data/2/val\")" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 10, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "./train_data/2/train\\其他垃圾-创可贴\\26d4bb6c6675_976.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-创可贴\\577b162a6a46_1033.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-卫生纸\\0f0c5a5ba5b6_2669.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-卫生纸\\1830fe220813_2629.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-大龙虾头\\4361269b7425_1266.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-大龙虾头\\ac10a27fc3f7_1283.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-大龙虾头\\cccf5a376753_1268.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-奶茶杯\\74d3241bd4dc_2287.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-彩票\\0fc7db88eff7_97.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-彩票\\3db790ad5ee1_135.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-彩票\\524d3cce9a3e_29.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-彩票\\5da08a5d6288_4.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-彩票\\6ac393370018_127.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-彩票\\98ccd0063cab_55.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-彩票\\a4dd261b4b7a_7.jpg image file is truncated (0 bytes not processed)\n", + "./train_data/2/train\\其他垃圾-彩票\\cf217f41ba23_23.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-彩票\\f0c885f06f15_46.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-电影票\\4d5332400feb_1663.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-电影票\\8b0ae1e799b8_1629.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-电蚊香\\41d98a25c721_1455.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-电蚊香\\6171f73dc7ae_1500.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-空调滤芯\\4131114bdc49_2255.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-空调滤芯\\75f281883ab5_2263.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-胶水包装\\3ff544dee9d3_1893.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-胶水包装\\f01412857175_1883.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-起泡网\\76c589d25390_50.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-车票\\b3050674b00c_742.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-车票\\fa2567153717_625.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-酒精棉\\096444c1aff8_1975.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-酒精棉\\104ecd25f247_1981.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-酒精棉\\10daf75a0ebd_88.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-酒精棉\\5e727fce0ac4_1979.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-酒精棉\\70a9b8769274_1992.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-酒精棉\\a8483348f7ff_1989.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-酒精棉\\e48048a6fcee_1978.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-酒精棉\\f3a9afdb3d25_50.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-除湿袋\\279f3682a527_784.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-除湿袋\\5596aae524f6_157.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-除湿袋\\c2f7be3c9f43_89.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-除湿袋\\d52d3fd281e2_769.jpg verify must be called directly after open\n", + "./train_data/2/train\\其他垃圾-餐巾纸\\b3862fa389ad_317.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-地瓜\\2e4f616da548_23.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-地瓜\\b6c459f1dac9_95.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-地瓜\\f597b6ef75ba_56.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-梨\\083a9db1435b_120.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-梨\\56acf2a734a6_33.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-梨\\570c8d572d41_84.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-梨\\b655c20be3d3_132.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-梨\\f9a321fda5a5_32.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-火腿\\96927ab8b70e_249.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-火腿\\decacd9b6e9c_248.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-苹果\\162c2874c92c_545.jpg verify must be called directly after open\n", + "./train_data/2/train\\厨余垃圾-苹果\\3cb7dbdf078d_474.jpg verify must be called directly after open\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[1;31mKeyboardInterrupt\u001B[0m Traceback (most recent call last)", + "Cell \u001B[1;32mIn[10], line 1\u001B[0m\n\u001B[1;32m----> 1\u001B[0m check_images(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m./train_data/2/train\u001B[39m\u001B[38;5;124m\"\u001B[39m)\n", + "Cell \u001B[1;32mIn[3], line 12\u001B[0m, in \u001B[0;36mcheck_images\u001B[1;34m(root_dir)\u001B[0m\n\u001B[0;32m 10\u001B[0m \u001B[38;5;28;01mwith\u001B[39;00m \u001B[38;5;28mopen\u001B[39m(img_path, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mrb\u001B[39m\u001B[38;5;124m'\u001B[39m) \u001B[38;5;28;01mas\u001B[39;00m f:\n\u001B[0;32m 11\u001B[0m img \u001B[38;5;241m=\u001B[39m Image\u001B[38;5;241m.\u001B[39mopen(f)\n\u001B[1;32m---> 12\u001B[0m img\u001B[38;5;241m.\u001B[39mconvert(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mRGB\u001B[39m\u001B[38;5;124m\"\u001B[39m) \u001B[38;5;66;03m# Try converting to RGB\u001B[39;00m\n\u001B[0;32m 13\u001B[0m img\u001B[38;5;241m.\u001B[39mverify() \u001B[38;5;66;03m# Verify the image integrity\u001B[39;00m\n\u001B[0;32m 15\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mException\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m e:\n", + "File \u001B[1;32m~\\anaconda3\\envs\\trash-can-pj\\Lib\\site-packages\\PIL\\Image.py:949\u001B[0m, in \u001B[0;36mImage.convert\u001B[1;34m(self, mode, matrix, dither, palette, colors)\u001B[0m\n\u001B[0;32m 947\u001B[0m mode \u001B[38;5;241m=\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mRGBA\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 948\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m mode \u001B[38;5;129;01mor\u001B[39;00m (mode \u001B[38;5;241m==\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mmode \u001B[38;5;129;01mand\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m matrix):\n\u001B[1;32m--> 949\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mcopy()\n\u001B[0;32m 951\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m matrix:\n\u001B[0;32m 952\u001B[0m \u001B[38;5;66;03m# matrix conversion\u001B[39;00m\n\u001B[0;32m 953\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m mode \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;129;01min\u001B[39;00m (\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mL\u001B[39m\u001B[38;5;124m\"\u001B[39m, \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mRGB\u001B[39m\u001B[38;5;124m\"\u001B[39m):\n", + "File \u001B[1;32m~\\anaconda3\\envs\\trash-can-pj\\Lib\\site-packages\\PIL\\Image.py:1206\u001B[0m, in \u001B[0;36mImage.copy\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1198\u001B[0m \u001B[38;5;250m\u001B[39m\u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[0;32m 1199\u001B[0m \u001B[38;5;124;03mCopies this image. Use this method if you wish to paste things\u001B[39;00m\n\u001B[0;32m 1200\u001B[0m \u001B[38;5;124;03minto an image, but still retain the original.\u001B[39;00m\n\u001B[1;32m (...)\u001B[0m\n\u001B[0;32m 1203\u001B[0m \u001B[38;5;124;03m:returns: An :py:class:`~PIL.Image.Image` object.\u001B[39;00m\n\u001B[0;32m 1204\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[0;32m 1205\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mload()\n\u001B[1;32m-> 1206\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_new(\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mim\u001B[38;5;241m.\u001B[39mcopy())\n", + "\u001B[1;31mKeyboardInterrupt\u001B[0m: " + ] + } + ], + "source": [ + "check_images(\"./train_data/2/train\")" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [], + "source": [ + "def argb_to_rgb(root_dir):\n", + " for root, dirs, files in os.walk(root_dir):\n", + " for file in files:\n", + " img_path = os.path.join(root, file)\n", + " with Image.open(img_path) as img:\n", + " if img.mode in ('RGBA', 'LA') or (img.mode == 'P' and 'transparency' in img.info):\n", + " #img.verify()\n", + " img = img.convert('RGB')\n", + " new_name = \"new_\" + file\n", + " new_img_path = os.path.join(root, new_name)\n", + " img.save(new_img_path, format='JPEG')\n", + " print(f\"{new_img_path} convert to rgb\")\n", + " os.remove(img_path)\n" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "./train_data/2/val\\其他垃圾-彩票\\new_521fa38c9e5f_11.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-彩票\\new_e49d300b1156_71.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-烟蒂\\new_0234c89f84a9_2740.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-电蚊香\\new_346813a6714a_1477.jpg convert to rgb\n", + "./train_data/2/val\\可回收物-保鲜膜内芯\\new_d7bc2bed4c68_44.jpg convert to rgb\n", + "./train_data/2/val\\可回收物-日历\\new_04ef2f13364f_2043.jpg convert to rgb\n", + "./train_data/2/val\\可回收物-日历\\new_30420f169ec4_2025.jpg convert to rgb\n", + "./train_data/2/val\\可回收物-显示器\\new_f98b1b49804e_92.jpg convert to rgb\n", + "./train_data/2/val\\可回收物-空气净化器\\new_e1172bdb5060_1465.jpg convert to rgb\n", + "./train_data/2/val\\可回收物-空气净化器\\new_ec30367b3da7_1406.jpg convert to rgb\n", + "./train_data/2/val\\可回收物-过滤网\\new_0a4c10a52c8a_1198.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_1f39f092a575_252.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_e84dfd4c61aa_185.jpg convert to rgb\n" + ] + } + ], + "source": [ + "argb_to_rgb(\"./train_data/2/val\")" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "argb_to_rgb(\"./train_data/2/train\")" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 15, + "outputs": [], + "source": [ + "def resave(root_dir):\n", + " for root, dirs, files in os.walk(root_dir):\n", + " for file in files:\n", + " img_path = os.path.join(root, file)\n", + " with Image.open(img_path) as img:\n", + " try:\n", + " #img.verify()\n", + " img = img.convert('RGB')\n", + " new_name = \"new_\" + file\n", + " new_img_path = os.path.join(root, new_name)\n", + " #img.save(new_img_path, format='JPEG')\n", + " #print(f\"{new_img_path} convert to rgb\")\n", + " #os.remove(img_path)\n", + " except Exception as e:\n", + " print(e)\n", + " print(img_path)\n" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 16, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "image file is truncated (0 bytes not processed)\n", + "./train_data/2/train\\其他垃圾-彩票\\a4dd261b4b7a_7.jpg\n" + ] + } + ], + "source": [ + "resave(\"./train_data/2/train\")" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 11, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "./train_data/2/val\\其他垃圾-U型回形针\\new_38c6ceab2c34_31.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_4110df6776af_3049.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_5152a1433b14_16.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_71624c719fa2_3123.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_86da8cf68c6f_3107.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_98a7e95e738a_3116.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_9aecdcccf49c_15.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_9ec045d3a718_3156.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_afbe20d16954_3041.jpg convert to rgb\n", + "./train_data/2/val\\其他垃圾-U型回形针\\new_bfca06f8c70f_39.jpg convert to rgb\n", + 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"./train_data/2/val\\有害垃圾-血压计\\new_87e8e375e115_192.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_93bbdf90a517_15.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_9c97bec8163d_190.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_a00beea875a6_156.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_b556cad9a114_211.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_d612790fa8cb_225.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_e84dfd4c61aa_185.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_ec08f226b225_238.jpg convert to rgb\n", + "./train_data/2/val\\有害垃圾-血压计\\new_ef8e05893e81_283.jpg convert to rgb\n" + ] + } + ], + "source": [ + "resave(\"./train_data/2/val\")" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "test = Image.open()" + ], + "metadata": { + "collapsed": false + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/test.ipynb b/test.ipynb new file mode 100644 index 0000000..5e6efc2 --- /dev/null +++ b/test.ipynb @@ -0,0 +1,101 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torchvision.transforms as transforms\n", + "import torchvision.models as models\n", + "from PIL import Image\n", + "\n", + "# 设置设备\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "# 数据预处理和标准化\n", + "transform = transforms.Compose([\n", + " transforms.Resize((224, 224)), # 调整图像大小为模型要求的大小\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n", + "])\n", + "\n", + "# 加载已训练的MobileNetV2模型\n", + "model = models.mobilenet_v2(pretrained=False) # 创建一个新的MobileNetV2模型\n", + "num_classes = 12 # 假设您有12个类别，根据您的实际数据集进行调整\n", + "model.classifier[1] = nn.Linear(in_features=1280, out_features=num_classes)\n", + "model.load_state_dict(torch.load(\"./model/1/epochs10 96.13.pt\"))\n", + "model = model.to(device)\n", + "model.eval()\n", + "\n", + "class_names = [\"battery\",\"brick\",\"bottle\",\"butt\",\"cans\",\"carrot_piece\",\"fruits\",\"leaf\",\"nothing\",\"paper\",\"potato\",\"vegetable\"]\n", + "\n", + "def classify_image(image_path):\n", + " image = Image.open(image_path)\n", + " image = transform(image).unsqueeze(0) # 加载图像并进行预处理，添加一个批次维度\n", + " image = image.to(device)\n", + "\n", + " with torch.no_grad():\n", + " outputs = model(image)\n", + " _, predicted = torch.max(outputs.data, 1)\n", + "\n", + " class_idx = predicted.item()\n", + " class_name = class_names[class_idx]\n", + " return class_name\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bottle\n" + ] + } + ], + "source": [ + "print(classify_image(\"./test_image/1690813083599.jpg\"))" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}