ECMM426-Template/Question 7 - FRCNN.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "6b31398c",
"metadata": {},
"source": [
"## Question 7 - FasterRCNN"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0f36ed82",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import glob\n",
"\n",
"import cv2\n",
"import torch\n",
"import torchvision\n",
"import numpy as np\n",
"from PIL import Image\n",
"\n",
"import pandas as pd\n",
"from pathlib import Path\n",
"\n",
"from tqdm import tqdm\n",
"from collections import Counter\n",
"from xml.etree import ElementTree as ET\n",
"\n",
"from torchvision import transforms, models\n",
"from torch.utils.data import Dataset, DataLoader"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4422b46e",
"metadata": {},
"outputs": [],
"source": [
"MODEL_NAME = 'data/weights_mask.pth'\n",
"\n",
"score_threshold = 0.40\n",
"box_nms_thresh = 0.40\n",
"\n",
"class_dict = {\"with_mask\": 1, \n",
" \"without_mask\": 2, \n",
" \"mask_weared_incorrect\": 3}\n",
"\n",
"class_dct_inv = {1: 'with_mask', \n",
" 2: \"without_mask\", \n",
" 3: \"mask_weared_incorrect\"}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "740b253c",
"metadata": {},
"outputs": [],
"source": [
"import albumentations as A #note installing this changes your version of OpenCV and you loose sift\n",
"from albumentations.pytorch import ToTensorV2\n",
"\n",
"# bbox_params = A.BboxParams(\n",
"# format = 'pascal_voc',\n",
"# label_fields = ['labels'],\n",
"# min_visibility = 0.3\n",
"# )\n",
"\n",
"# test_transform = A.Compose([\n",
"# A.Resize(height=480, width=480),\n",
"# # A.Normalize(\n",
"# # mean=[0.485, 0.456, 0.406],\n",
"# # std=[0.229, 0.224, 0.225]),\n",
"# ToTensorV2(p=1.0)],\n",
"# bbox_params = bbox_params\n",
"# )\n",
"\n",
"bbox_params = A.BboxParams(\n",
" format='pascal_voc',\n",
" min_area=5, # 5\n",
" min_visibility=0.9, # 0.9\n",
" # check_each_transform =True,\n",
" label_fields=['labels']\n",
")\n",
"\n",
"test_transform = A.Compose([\n",
" A.Resize(height=224, width=224),\n",
" ToTensorV2()],\n",
" bbox_params=bbox_params,\n",
" is_check_shapes=False\n",
")\n"
]
},
{
"cell_type": "markdown",
"id": "871b113a",
"metadata": {},
"source": [
"## Load the model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6b80c289",
"metadata": {},
"outputs": [],
"source": [
"from torchvision.models.detection.faster_rcnn import FastRCNNPredictor"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7d9a0849",
"metadata": {},
"outputs": [],
"source": [
"def get_model_detection(num_classes):\n",
" model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True,box_nms_thresh=box_nms_thresh)\n",
" in_features = model.roi_heads.box_predictor.cls_score.in_features\n",
" model.roi_heads.box_predictor = FastRCNNPredictor(in_features, num_classes)\n",
"\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a71caa3f",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/wuhanstudio/miniconda3/envs/what/lib/python3.8/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.\n",
" warnings.warn(\n",
"/home/wuhanstudio/miniconda3/envs/what/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=FasterRCNN_ResNet50_FPN_Weights.COCO_V1`. You can also use `weights=FasterRCNN_ResNet50_FPN_Weights.DEFAULT` to get the most up-to-date weights.\n",
" warnings.warn(msg)\n"
]
},
{
"data": {
"text/plain": [
"FasterRCNN(\n",
" (transform): GeneralizedRCNNTransform(\n",
" Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
" Resize(min_size=(800,), max_size=1333, mode='bilinear')\n",
" )\n",
" (backbone): BackboneWithFPN(\n",
" (body): IntermediateLayerGetter(\n",
" (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (bn1): FrozenBatchNorm2d(64, eps=0.0)\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): Bottleneck(\n",
" (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (1): FrozenBatchNorm2d(256, eps=0.0)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer2): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): FrozenBatchNorm2d(512, eps=0.0)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer3): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): FrozenBatchNorm2d(1024, eps=0.0)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (4): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (5): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer4): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): FrozenBatchNorm2d(2048, eps=0.0)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" )\n",
" (fpn): FeaturePyramidNetwork(\n",
" (inner_blocks): ModuleList(\n",
" (0): Conv2dNormActivation(\n",
" (0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
" )\n",
" (1): Conv2dNormActivation(\n",
" (0): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
" )\n",
" (2): Conv2dNormActivation(\n",
" (0): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1))\n",
" )\n",
" (3): Conv2dNormActivation(\n",
" (0): Conv2d(2048, 256, kernel_size=(1, 1), stride=(1, 1))\n",
" )\n",
" )\n",
" (layer_blocks): ModuleList(\n",
" (0): Conv2dNormActivation(\n",
" (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" )\n",
" (1): Conv2dNormActivation(\n",
" (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" )\n",
" (2): Conv2dNormActivation(\n",
" (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" )\n",
" (3): Conv2dNormActivation(\n",
" (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" )\n",
" )\n",
" (extra_blocks): LastLevelMaxPool()\n",
" )\n",
" )\n",
" (rpn): RegionProposalNetwork(\n",
" (anchor_generator): AnchorGenerator()\n",
" (head): RPNHead(\n",
" (conv): Sequential(\n",
" (0): Conv2dNormActivation(\n",
" (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (1): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (cls_logits): Conv2d(256, 3, kernel_size=(1, 1), stride=(1, 1))\n",
" (bbox_pred): Conv2d(256, 12, kernel_size=(1, 1), stride=(1, 1))\n",
" )\n",
" )\n",
" (roi_heads): RoIHeads(\n",
" (box_roi_pool): MultiScaleRoIAlign(featmap_names=['0', '1', '2', '3'], output_size=(7, 7), sampling_ratio=2)\n",
" (box_head): TwoMLPHead(\n",
" (fc6): Linear(in_features=12544, out_features=1024, bias=True)\n",
" (fc7): Linear(in_features=1024, out_features=1024, bias=True)\n",
" )\n",
" (box_predictor): FastRCNNPredictor(\n",
" (cls_score): Linear(in_features=1024, out_features=4, bias=True)\n",
" (bbox_pred): Linear(in_features=1024, out_features=16, bias=True)\n",
" )\n",
" )\n",
")"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"device='cuda' if torch.cuda.is_available() else 'cpu'\n",
"model = get_model_detection(4)\n",
"\n",
"model.load_state_dict(torch.load(MODEL_NAME, map_location=device), False)\n",
"model.eval()\n",
"model.to(device)"
]
},
{
"cell_type": "markdown",
"id": "82856a39",
"metadata": {},
"source": [
"## Load the dataset"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "36c950bf",
"metadata": {},
"outputs": [],
"source": [
"from bs4 import BeautifulSoup\n",
"\n",
"class MaskedFaceTestDataset(torch.utils.data.Dataset):\n",
" def __init__(self, path_to_imgs, path_to_xml_files, transform=None):\n",
" self.path_to_imgs = path_to_imgs\n",
" self.path_to_xml_files = path_to_xml_files\n",
" self.transform = transform\n",
"\n",
" self.file_names = [file for file in os.listdir(self.path_to_imgs) if file.endswith(\".png\")]\n",
"\n",
" self.file_paths = [os.path.join(self.path_to_imgs, file_name) for file_name in self.file_names]\n",
"\n",
" def __getitem__(self, index: int):\n",
" path_to_img = self.file_paths[index]\n",
" path = Path(path_to_img)\n",
" fname = path.stem\n",
"\n",
" self.name = self.file_names[index]\n",
"\n",
" image = Image.open(path_to_img).convert('RGB')\n",
" image = np.array(image) / 255.0\n",
"\n",
" target = self.__generate_target(self.path_to_xml_files, self.name)\n",
"\n",
" if self.transform:\n",
" augmentations = self.transform(image=image, bboxes=target['boxes'], labels=target['labels'])\n",
"\n",
" image = augmentations['image']\n",
"\n",
" target['boxes'] = torch.tensor(augmentations['bboxes'])\n",
"\n",
" target['labels'] = torch.tensor(augmentations['labels'])\n",
"\n",
" return image, target, fname\n",
"\n",
" def __generate_target(self, path_to_xml, name_of_img):\n",
" path_to_annot = os.path.join(path_to_xml, name_of_img.replace('png', 'xml'))\n",
"\n",
" boxes_lst = []\n",
" labels_lst = []\n",
" clases_lst = []\n",
" target = {}\n",
"\n",
" with open(path_to_annot, 'r') as file:\n",
" xml_content = file.read()\n",
"\n",
" soup = BeautifulSoup(xml_content, 'xml')\n",
"\n",
" objects = soup.find_all('object')\n",
"\n",
" for obj in objects:\n",
" name = obj.find('name').text\n",
" xmin = int(float(obj.find('xmin').text)) - 1\n",
" ymin = int(float(obj.find('ymin').text)) - 1\n",
" xmax = int(float(obj.find('xmax').text)) - 1\n",
" ymax = int(float(obj.find('ymax').text)) - 1\n",
"\n",
" labels_lst.append(name)\n",
" boxes_lst.append([xmin, ymin, xmax, ymax])\n",
" clases_lst.append(class_dict[name])\n",
"\n",
" target[\"boxes\"] = torch.tensor(boxes_lst, dtype=torch.float32)\n",
" target[\"labels\"] = torch.tensor(clases_lst, dtype=torch.int64)\n",
"\n",
" return target\n",
"\n",
" def __len__(self):\n",
" return len(self.file_paths)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5d486c56",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import xmltodict\n",
"from torch.utils.data.sampler import SubsetRandomSampler\n",
"\n",
"def collate_fn(batch):\n",
" return tuple(zip(*batch))\n",
"\n",
"test_ds = MaskedFaceTestDataset(path_to_imgs = './data/MaskedFace/val/',\n",
" path_to_xml_files = './data/MaskedFace/val/',\n",
" transform = test_transform)\n",
"\n",
"test_sampler = SubsetRandomSampler( list(range(0, len(test_ds))) )\n",
"\n",
"test_loader = DataLoader(test_ds, batch_size=4, num_workers=0, pin_memory=True,\n",
" sampler=test_sampler, collate_fn=collate_fn)"
]
},
{
"cell_type": "markdown",
"id": "d5060b3a",
"metadata": {},
"source": [
"## Test an image"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "837351e9",
"metadata": {},
"outputs": [],
"source": [
"index = 10"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "f0899a08",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"image, target, fname = test_ds[index]\n",
"\n",
"cv_image = np.transpose(image, (1, 2, 0)).numpy()\n",
"\n",
"for box, label in zip(target['boxes'], target['labels']):\n",
" cv2.rectangle(cv_image, (int(box[0]), int(box[1])), (int(box[2]), int(box[3])), (255, 255, 0))\n",
" cv2.putText(cv_image, \n",
" class_dct_inv[label.item()], \n",
" (int(box[0])-10, int(box[1])-10),\n",
" cv2.FONT_HERSHEY_DUPLEX,\n",
" 0.5,\n",
" (255, 255, 0), \n",
" )\n",
"\n",
"plt.imshow(cv_image)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "1f31baf5",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image, target, fname = test_ds[index]\n",
"model.eval()\n",
"\n",
"with torch.no_grad():\n",
" prediction = model(image.unsqueeze(0).to(device, dtype=torch.float))[0]\n",
"\n",
"cv_image = np.transpose(image, (1, 2, 0)).numpy()\n",
"\n",
"for box, label, score in zip(prediction['boxes'], prediction['labels'], prediction['scores']):\n",
" if score >= score_threshold:\n",
" cv2.rectangle(cv_image, (int(box[0]), int(box[1])), (int(box[2]), int(box[3])), (255, 255, 0))\n",
" cv2.putText(cv_image, \n",
" class_dct_inv[label.item()], \n",
" (int(box[0])-10, int(box[1])-10),\n",
" cv2.FONT_HERSHEY_DUPLEX,\n",
" 0.5,\n",
" (255, 255, 0), \n",
" )\n",
"\n",
"plt.imshow(cv_image)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "23ee4e05",
"metadata": {},
"source": [
"## Evaluation on the Test set"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "3bdb32e4",
"metadata": {},
"outputs": [],
"source": [
"def read_true_object(root):\n",
" for child in root:\n",
" if child.tag == \"name\":\n",
" label_desc = str(child.text)\n",
" if label_desc == \"with_mask\":\n",
" return class_dict[\"with_mask\"]\n",
" elif label_desc == \"without_mask\":\n",
" return class_dict[\"without_mask\"]\n",
" else:\n",
" return class_dict[\"mask_weared_incorrect\"]\n",
"\n",
"def get_true_result(filename):\n",
" wi_m = 0\n",
" wo_m = 0\n",
" inc_m = 0\n",
" tree = ET.parse('./data/MaskedFace/val/' + filename + \".xml\")\n",
" root = tree.getroot()\n",
" result = None\n",
" for child in root:\n",
" if child.tag == \"object\":\n",
" result = read_true_object(child)\n",
" if result == class_dict[\"with_mask\"]:\n",
" wi_m+=1\n",
" elif result == class_dict[\"without_mask\"]:\n",
" wo_m+=1\n",
" elif result == class_dict[\"mask_weared_incorrect\"]:\n",
" inc_m+=1\n",
" return [wi_m, wo_m, inc_m]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "19b342c6",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████████████████████████████████████████████████████████| 22/22 [00:07<00:00, 2.78it/s]\n"
]
}
],
"source": [
"pred_list = []\n",
"true_list = []\n",
"\n",
"model.eval()\n",
"\n",
"for images, targets, fname in tqdm(test_loader):\n",
" for i in range(len(fname)):\n",
" true_list.append(get_true_result(fname[i]))\n",
"\n",
" images = list(image.to(device, dtype=torch.float) for image in images)\n",
" targets = [{k: v.to(device) for k, v in t.items()} for t in targets]\n",
"\n",
" with torch.no_grad():\n",
" prediction = model(images)\n",
"\n",
" for i in range(len(images)):\n",
" with_m = 0\n",
" with_o_m = 0\n",
" wrong_m = 0\n",
"\n",
" for pred in range(len(prediction[i]['boxes'])):\n",
"\n",
" box = prediction[i]['boxes'][pred].cpu().numpy()\n",
" label = prediction[i]['labels'][pred].cpu().numpy()\n",
" score = prediction[i]['scores'][pred].cpu().numpy()\n",
"\n",
" if score >= 0.5:\n",
" if label.item() == class_dict[\"with_mask\"]:\n",
" with_m += 1\n",
" elif label.item() == class_dict[\"without_mask\"]:\n",
" with_o_m += 1\n",
" elif label.item() == class_dict[\"mask_weared_incorrect\"]:\n",
" wrong_m += 1\n",
"\n",
" pred_list.append([int(with_m), int(with_o_m), int(wrong_m)])"
]
},
{
"cell_type": "markdown",
"id": "7d77c192",
"metadata": {},
"source": [
"## MAPE"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "3734a3fb",
"metadata": {},
"outputs": [],
"source": [
"def compute_mape(prediction, truth):\n",
" mape = np.mean( np.abs(truth - prediction) / np.maximum(truth, np.ones_like(truth)) ) * 100\n",
" return mape"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "dfa332ea",
"metadata": {},
"outputs": [],
"source": [
"MAPE = compute_mape( np.array(pred_list), np.array(true_list) )"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "635c303d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"18.289827744164686\n"
]
}
],
"source": [
"print(MAPE)"
]
},
{
"cell_type": "markdown",
"id": "83750954",
"metadata": {},
"source": [
"## Final Score"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c6536ac1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Score: 18.75\n"
]
}
],
"source": [
"if MAPE <= 10:\n",
" print(\"Score: \", 25*1.0)\n",
"elif MAPE <= 15:\n",
" print(\"Score: \", 25*0.875)\n",
"elif MAPE <= 20:\n",
" print(\"Score: \", 25*0.75)\n",
"elif MAPE <= 25:\n",
" print(\"Score: \", 25*0.625)\n",
"elif MAPE <= 30:\n",
" print(\"Score: \", 25*0.5)\n",
"else:\n",
" print(\"Score: \", 0) "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fcc0d98a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "what",
"language": "python",
"name": "what"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}