{ "cells": [ { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "4131.24s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n", "Requirement already satisfied: torch in ./.venv/lib/python3.10/site-packages (2.4.1)\n", "Requirement already satisfied: torchvision in ./.venv/lib/python3.10/site-packages (0.19.1)\n", "Requirement already satisfied: torchaudio in ./.venv/lib/python3.10/site-packages (2.4.1)\n", "Requirement already satisfied: filelock in ./.venv/lib/python3.10/site-packages (from torch) (3.16.1)\n", "Requirement already satisfied: typing-extensions>=4.8.0 in ./.venv/lib/python3.10/site-packages (from torch) (4.12.2)\n", "Requirement already satisfied: sympy in ./.venv/lib/python3.10/site-packages (from torch) (1.13.3)\n", "Requirement 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nvidia-cufft-cu12==11.0.2.54 in ./.venv/lib/python3.10/site-packages (from torch) (11.0.2.54)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in ./.venv/lib/python3.10/site-packages (from torch) (10.3.2.106)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in ./.venv/lib/python3.10/site-packages (from torch) (11.4.5.107)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in ./.venv/lib/python3.10/site-packages (from torch) (12.1.0.106)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.20.5 in ./.venv/lib/python3.10/site-packages (from torch) (2.20.5)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in ./.venv/lib/python3.10/site-packages (from torch) (12.1.105)\n", "Requirement already satisfied: triton==3.0.0 in ./.venv/lib/python3.10/site-packages (from torch) (3.0.0)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12 in ./.venv/lib/python3.10/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch) (12.6.68)\n", "Requirement already satisfied: numpy in ./.venv/lib/python3.10/site-packages (from torchvision) (2.1.1)\n", "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in ./.venv/lib/python3.10/site-packages (from torchvision) (10.4.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in ./.venv/lib/python3.10/site-packages (from jinja2->torch) (2.1.5)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in ./.venv/lib/python3.10/site-packages (from sympy->torch) (1.3.0)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install torch torchvision torchaudio" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "4137.26s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n", "Requirement already satisfied: matplotlib in ./.venv/lib/python3.10/site-packages (3.9.2)\n", "Requirement already satisfied: contourpy>=1.0.1 in ./.venv/lib/python3.10/site-packages (from matplotlib) (1.3.0)\n", "Requirement already satisfied: cycler>=0.10 in ./.venv/lib/python3.10/site-packages (from matplotlib) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in ./.venv/lib/python3.10/site-packages (from matplotlib) (4.54.1)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in ./.venv/lib/python3.10/site-packages (from matplotlib) (1.4.7)\n", "Requirement already satisfied: numpy>=1.23 in ./.venv/lib/python3.10/site-packages (from matplotlib) (2.1.1)\n", "Requirement already satisfied: packaging>=20.0 in ./.venv/lib/python3.10/site-packages (from matplotlib) (24.1)\n", "Requirement already satisfied: pillow>=8 in ./.venv/lib/python3.10/site-packages (from matplotlib) (10.4.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in ./.venv/lib/python3.10/site-packages (from matplotlib) (3.1.4)\n", "Requirement already satisfied: python-dateutil>=2.7 in ./.venv/lib/python3.10/site-packages (from matplotlib) (2.9.0.post0)\n", "Requirement already satisfied: six>=1.5 in ./.venv/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install matplotlib" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "4143.25s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n", "Requirement already satisfied: opencv-python in ./.venv/lib/python3.10/site-packages (4.10.0.84)\n", "Requirement already satisfied: numpy>=1.21.2 in ./.venv/lib/python3.10/site-packages (from opencv-python) (2.1.1)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install opencv-python" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torchvision\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "from torchvision import transforms,models,datasets\n", "from torch import optim\n", "from torch.utils.data import DataLoader,Dataset\n", "from glob import glob\n" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.cuda.is_available()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "device = 'cuda' if torch.cuda.is_available() else 'cpu'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 定义数据集" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 安装pycocotools" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "4173.72s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n", "Requirement already satisfied: pycocotools in ./.venv/lib/python3.10/site-packages (2.0.8)\n", "Requirement already satisfied: matplotlib>=2.1.0 in ./.venv/lib/python3.10/site-packages (from pycocotools) (3.9.2)\n", "Requirement already satisfied: numpy in ./.venv/lib/python3.10/site-packages (from pycocotools) (2.1.1)\n", "Requirement already satisfied: contourpy>=1.0.1 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (1.3.0)\n", "Requirement already satisfied: cycler>=0.10 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (4.54.1)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (1.4.7)\n", "Requirement already satisfied: packaging>=20.0 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (24.1)\n", "Requirement already satisfied: pillow>=8 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (10.4.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (3.1.4)\n", "Requirement already satisfied: python-dateutil>=2.7 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (2.9.0.post0)\n", "Requirement already satisfied: six>=1.5 in ./.venv/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib>=2.1.0->pycocotools) (1.16.0)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install pycocotools" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "from pycocotools.coco import COCO" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 测试dataset/instances_default.json" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading annotations into memory...\n", "Done (t=0.02s)\n", "creating index...\n", "index created!\n" ] } ], "source": [ "cocoJson = COCO(\"./dataset/instances_default.json\")" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{1: {'id': 1,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_30.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 2: {'id': 2,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_31.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 3: {'id': 3,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_32.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 4: {'id': 4,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_33.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 5: {'id': 5,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_34.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 6: {'id': 6,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_35.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 7: {'id': 7,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_36.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 8: {'id': 8,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_37.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 9: {'id': 9,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_38.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 10: {'id': 10,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_39.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 11: {'id': 11,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_0.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 12: {'id': 12,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_1.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 13: {'id': 13,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_2.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 14: {'id': 14,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_3.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 15: {'id': 15,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_4.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 16: {'id': 16,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_5.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 17: {'id': 17,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_6.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 18: {'id': 18,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_7.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 19: {'id': 19,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_8.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 20: {'id': 20,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_9.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 21: {'id': 21,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_20.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 22: {'id': 22,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_21.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 23: {'id': 23,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_22.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 24: {'id': 24,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_23.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 25: {'id': 25,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_24.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 26: {'id': 26,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_25.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 27: {'id': 27,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_26.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 28: {'id': 28,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_27.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 29: {'id': 29,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_28.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 30: {'id': 30,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_29.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 31: {'id': 31,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_10.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 32: {'id': 32,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_11.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 33: {'id': 33,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_12.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 34: {'id': 34,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_13.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 35: {'id': 35,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_14.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 36: {'id': 36,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_15.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 37: {'id': 37,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_16.JPG',\n", " 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'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_22.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 996: {'id': 996,\n", " 'width': 3264,\n", " 'height': 2448,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_23.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 997: {'id': 997,\n", " 'width': 3264,\n", " 'height': 2448,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_24.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 998: {'id': 998,\n", " 'width': 3264,\n", " 'height': 2448,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_25.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 999: {'id': 999,\n", " 'width': 3264,\n", " 'height': 2448,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_26.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " 1000: {'id': 1000,\n", " 'width': 3264,\n", " 'height': 2448,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_27.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0},\n", " ...}" ] }, "execution_count": 165, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imgs = cocoJson.imgs\n", "imgs\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'id': 1,\n", " 'width': 2448,\n", " 'height': 3264,\n", " 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_30.JPG',\n", " 'license': 0,\n", " 'flickr_url': '',\n", " 'coco_url': '',\n", " 'date_captured': 0}" ] }, "execution_count": 175, "metadata": {}, "output_type": 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"metadata": {}, "output_type": "execute_result" } ], "source": [ "images_ids = imgs.keys()\n", "images_ids" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [], "source": [ "anns = cocoJson.anns" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1,\n", " 2,\n", " 3,\n", " 4,\n", " 5,\n", " 6,\n", " 7,\n", " 8,\n", " 9,\n", " 10,\n", " 11,\n", " 12,\n", " 13,\n", " 14,\n", " 15,\n", " 16,\n", " 17,\n", " 18,\n", " 19,\n", " 20,\n", " 21,\n", " 22,\n", " 23,\n", " 24,\n", " 25,\n", " 26,\n", " 27,\n", " 28,\n", " 29,\n", " 30,\n", " 31,\n", " 32,\n", " 33,\n", " 34,\n", " 35,\n", " 36,\n", " 37,\n", " 38,\n", " 39,\n", " 40,\n", " 41,\n", " 42,\n", " 43,\n", " 44,\n", " 45,\n", " 46,\n", " 47,\n", " 48,\n", " 49,\n", " 50,\n", " 51,\n", " 52,\n", " 53,\n", " 54,\n", " 55,\n", " 56,\n", " 57,\n", " 58,\n", " 59,\n", " 60,\n", " 61,\n", " 62,\n", " 63,\n", " 64,\n", " 65,\n", " 66,\n", " 67,\n", " 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" 981,\n", " 982,\n", " 983,\n", " 984,\n", " 985,\n", " 986,\n", " 987,\n", " 988,\n", " 989,\n", " 990,\n", " 991,\n", " 992,\n", " 993,\n", " 994,\n", " 995,\n", " 996,\n", " 997,\n", " 998,\n", " 999,\n", " 1000,\n", " ...]" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ann_image_ids = [ ann['image_id'] for id,ann in anns.items()]\n", "ann_image_ids" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" } ], "source": [ "no_ann_list = [item for item in images_ids if item not in ann_image_ids]\n", "no_ann_list" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [], "source": [ "import re" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "pattern = r'^.*/(\\d+)[^/]+_(R|L)_\\d+.*$'\n" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "file_name_sample = \"Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_0.JPG\"\n", "file_name_sample" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('001', 'R')" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "match = re.search(pattern=pattern,string=file_name_sample)\n", "match.groups()" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [], "source": [ "def find_cls(image_name)->str:\n", " match = re.search(pattern=pattern,string=image_name)\n", " id,h = match.groups()\n", " return id + h" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "001L\n", "001L\n", "001L\n", "001L\n", "001L\n", "001L\n", "001L\n", "001L\n", "001L\n", "001L\n", "001R\n", "001R\n", "001R\n", "001R\n", 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找出所有分类\n", " \n", "for id,ann in anns.items():\n", " img_id = int(ann[\"image_id\"])\n", " try:\n", " img = imgs[img_id]\n", " except Exception as e:\n", " print(\"无法找到\",img_id)\n", " raise e\n", " target = find_cls(image_name=img[\"file_name\"])\n", " print(target)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# 定义数据集\n", "class PalmPrints(Dataset):\n", " def __init__(self,json:str):\n", " self.images = COCO(json).imgs\n", " def __getitem__(self, index) -> Any:\n", " return super().__getitem__(index)\n", " def __len__(self):\n", " return len(self.images)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 定义获取数据函数" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "resnet_model = models.resnet18().to(device=device)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ResNet(\n", " (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", " (layer1): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer2): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer3): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer4): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n", " (fc): Linear(in_features=512, out_features=1000, bias=True)\n", ")" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "resnet_model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 定义获取模型函数" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_model():\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 定义训练批次" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def train_batch():\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 定义准确度函数" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 训练" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }