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@duducheng
Created February 3, 2018 15:12
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Class Activation Map with DenseNet
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from PIL import Image\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"import torch\n",
"import torch.nn as nn\n",
"from torch.autograd import Variable\n",
"import torch.nn.functional as F\n",
"from torchvision.models import densenet121\n",
"import torchvision.transforms as transforms\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# from urllib.request import urlopen\n",
"# with urlopen(\"https://d3n8a8pro7vhmx.cloudfront.net/cowheels/pages/78/features/original/Zoe_Run.jpg?1446472191\") as url:\n",
"# with open(\"dog.jpg\",'wb') as f:\n",
"# f.write(url.read())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"class CAM(nn.Module):\n",
" def __init__(self, model_to_convert, get_fc_layer=lambda m: m.classifier,score_fn=F.softmax, resize=True):\n",
" super().__init__()\n",
" self.backbone = nn.Sequential(*list(model_to_convert.children())[:-1])\n",
" self.fc = get_fc_layer(model_to_convert)\n",
" self.conv = nn.Conv2d(self.fc.in_features, self.fc.out_features, kernel_size=1)\n",
" self.conv.weight = nn.Parameter(self.fc.weight.data.unsqueeze(-1).unsqueeze(-1))\n",
" self.conv.bias = self.fc.bias\n",
" self.score_fn = score_fn\n",
" self.resize = resize\n",
" self.eval()\n",
" \n",
" def forward(self, x, out_size=None):\n",
" batch_size, c, *size = x.size()\n",
" feat = self.backbone(x)\n",
" cmap = self.score_fn(self.conv(feat))\n",
" if self.resize:\n",
" if out_size is None:\n",
" out_size = size\n",
" cmap = F.upsample(cmap, size=out_size, mode='bilinear')\n",
" pooled = F.adaptive_avg_pool2d(feat,output_size=1)\n",
" flatten = pooled.view(batch_size, -1)\n",
" cls_score = self.score_fn(self.fc(flatten))\n",
" weighted_cmap = (cmap*cls_score.unsqueeze(-1).unsqueeze(-1)).sum(dim=1)\n",
" return cmap, cls_score, weighted_cmap"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"target_size = (224,224)\n",
"normalize = transforms.Normalize([0.485, 0.456, 0.406],\n",
" [0.229, 0.224, 0.225])\n",
"\n",
"transform = transforms.Compose([transforms.Scale(target_size),transforms.CenterCrop(target_size),\n",
" transforms.ToTensor(), normalize])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"densenet = densenet121(pretrained=True)\n",
"cam = CAM(densenet)\n",
"assert not cam.training "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# torch.no_grad"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"use gpu\n"
]
}
],
"source": [
"if torch.cuda.is_available():\n",
" print(\"use gpu\")\n",
" cam = cam.cuda()\n",
" def to_var(x, requires_grad=False, volatile=False):\n",
" return Variable(x.cuda(), requires_grad=requires_grad, volatile=volatile)\n",
"else:\n",
" def to_var(x, requires_grad=False, volatile=False):\n",
" return Variable(x, requires_grad=requirs_grad, volatile=volatile)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# path = \"dog1.jpg\"\n",
"# path = \"dog_person.jpeg\"\n",
"# path = \"many_dog.jpeg\"\n",
"# path = 'car.jpeg'\n",
"path = \"images/car_person.jpeg\"\n",
"img = Image.open(path)\n",
"img_v = to_var(transform(img).unsqueeze(0),volatile=True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([1, 1000, 224, 224])\n",
"torch.Size([1, 1000])\n",
"torch.Size([1, 224, 224])\n"
]
}
],
"source": [
"cmap, score, weighted_cmap = cam(img_v)\n",
"print(cmap.size())\n",
"print(score.size())\n",
"print(weighted_cmap.size())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f6a51275550>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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CZvxsB9NobAzd1Kyy5m7cBicJt9XIKRO4LY2TTVoF95NbYBgr/gmA0NnBtjOedkI7JpzS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\nwl6UNulUQ8iRkBQuaUKSbS4FQtIoU+EGT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aOHNNMZq+UFKSvmh0ecnF9gzRqjFaRESqEM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\nA6I8Md4xIQ9xAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f6a51275668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"background = np.array(img.resize(target_size))\n",
"color_map = weighted_cmap.data.cpu().numpy()[0]\n",
"# color_map = cmap.data.cpu().numpy()[0,55]\n",
"plt.imshow(background)\n",
"plt.imshow(color_map,alpha=0.5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python35",
"language": "python",
"name": "python35"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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