[c1a3f2]: / No3-gradcam.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "from networks.RotCAtt_TransUNet_plusplus_gradcam import RotCAtt_TransUNet_plusplus_GradCam\n",
    "import SimpleITK as sitk\n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from networks.dense_feature_extraction import Dense\n",
    "from networks.linear_embedding import LinearEmbedding\n",
    "from networks.transformer import Transformer\n",
    "from networks.rotatory_attention import RotatoryAttention\n",
    "from networks.recon import Reconstruction\n",
    "from networks.uct_decoder import UCTDecoder\n",
    "from networks.config import get_config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RotModel(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.model_path = 'outputs/RotCAtt_TransUNet_plusplus/VHSCDD_RotCAtt_TransUNet_plusplus_bs6_ps16_epo600_hw512_ly4/model.pth'\n",
    "        self.trained_model = torch.load(self.model_path)\n",
    "        self.config = get_config() \n",
    "        self.dense = Dense(self.config).cuda()\n",
    "        self.linear_embedding = LinearEmbedding(self.config).cuda()\n",
    "        self.transformer = Transformer(self.config).cuda()\n",
    "        self.rotatory_attention = RotatoryAttention(self.config).cuda()\n",
    "        self.reconstruct = Reconstruction(self.config).cuda()\n",
    "        self.decoder = UCTDecoder(self.config).cuda()\n",
    "        self.out = nn.Conv2d(self.config.df[0], self.config.num_classes, kernel_size=(1,1), stride=(1,1)).cuda()\n",
    "\n",
    "        # define state dict\n",
    "        dense_state_dict = self.dense.state_dict()\n",
    "        embedding_state_dict = self.linear_embedding.state_dict()\n",
    "        transformer_state_dict = self.transformer.state_dict()\n",
    "        rot_state_dict = self.rotatory_attention.state_dict()\n",
    "        recon_state_dict = self.reconstruct.state_dict()\n",
    "        decoder_state_dict = self.decoder.state_dict()\n",
    "        out_state_dict = self.out.state_dict()  \n",
    "\n",
    "        for name, param in self.trained_model.state_dict().items():\n",
    "            if name.startswith('dense'):\n",
    "                dense_state_dict[name[len(\"dense.\"):]].copy_(param)\n",
    "            elif name.startswith('linear_embedding'):\n",
    "                embedding_state_dict[name[len(\"linear_embedding.\"):]].copy_(param)\n",
    "            elif name.startswith('transformer'):\n",
    "                transformer_state_dict[name[len('transformer.'):]].copy_(param)\n",
    "            elif name.startswith('rotatory_attention'):\n",
    "                rot_state_dict[name[len('rotatory_attention.'):]].copy_(param)\n",
    "            elif name.startswith('reconstruct'):\n",
    "                recon_state_dict[name[len('reconstruct.'):]].copy_(param)\n",
    "            elif name.startswith('decoder'):\n",
    "                decoder_state_dict[name[len('decoder.'):]].copy_(param)\n",
    "            elif name.startswith('out'):\n",
    "                out_state_dict[name[len('out.'):]].copy_(param)\n",
    "\n",
    "        self.dense.eval()\n",
    "        self.linear_embedding.eval()\n",
    "        self.transformer.eval()\n",
    "        self.rotatory_attention.eval()\n",
    "        self.rotatory_attention.eval()\n",
    "        self.reconstruct.eval()\n",
    "        self.decoder.eval()\n",
    "        self.out.eval()\n",
    "        self.gradients = []\n",
    "        \n",
    "    def activations_hook(self, grad):\n",
    "        self.gradients.append(grad)\n",
    "\n",
    "    def get_activations_gradient(self):\n",
    "        return self.gradients\n",
    "\n",
    "    def clear_activations_gradient(self):\n",
    "        self.gradients.clear() \n",
    "        \n",
    "    def get_activations(self, x):\n",
    "        x1, x2, x3, x4 = self.dense(x)\n",
    "        z1, z2, z3 = self.linear_embedding(x1, x2, x3)\n",
    "        e1, e2, e3, a1_weights, a2_weights, a3_weights = self.transformer(z1, z2, z3)\n",
    "        r1, r2, r3 = self.rotatory_attention(z1, z2, z3)\n",
    "\n",
    "        f1 = e1 + r1\n",
    "        f2 = e2 + r2\n",
    "        f3 = e3 + r3\n",
    "\n",
    "        o1, o2, o3 = self.reconstruct(f1, f2, f3)\n",
    "        y = self.decoder(o1, o2, o3, x4)\n",
    "        y.register_hook(self.activations_hook)\n",
    "        return self.out(y), y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_path = 'data/VHSCDD_512/test_images/0001.nii.gz'\n",
    "model = RotModel()\n",
    "\n",
    "num_slice      = 4\n",
    "class_instance = 6\n",
    "index_list     = [397, 399, 396,  395]\n",
    "instance_list  = [7, 11, 11, 11]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert len(index_list) == len(instance_list), print(\n",
    "        \"Length of list of indices is not equal to length of list of instances\")\n",
    "    \n",
    "name_dict = {\n",
    "    0: \"background\",\n",
    "    1: \"left_ventricle\",\n",
    "    2: \"right_ventricle\",\n",
    "    3: \"left_atrium\",\n",
    "    4: \"right_atrium\",\n",
    "    5:  \"myocardium\",\n",
    "    6: \"descending_aeorta\",\n",
    "    7: \"pulmonary_trunk\",\n",
    "    8: \"ascending_aorta\",\n",
    "    9: \"vena_cava\",\n",
    "    10: \"auricle\",\n",
    "    11: \"coronary_artery\",\n",
    "}\n",
    "\n",
    "num_slice = len(index_list)\n",
    "image = sitk.GetArrayFromImage(sitk.ReadImage(image_path, sitk.sitkFloat32))\n",
    "\n",
    "output = np.ones((num_slice, 512, 512), dtype=np.float32)\n",
    "slice_list = np.array([image[index] for index in index_list])\n",
    "\n",
    "for i in range(num_slice): output[i,:,:] = slice_list[i]\n",
    "\n",
    "input = torch.from_numpy(output).unsqueeze(1).cuda()\n",
    "output, activations = model.get_activations(input)\n",
    "activations = activations.detach()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "colormap = cv2.COLORMAP_JET\n",
    "fig, axes = plt.subplots(nrows=2, ncols=num_slice, figsize=(16,16))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length gradients: 2\n",
      "Pooled Gradient: torch.Size([64])\n",
      "Activations: torch.Size([64, 512, 512])\n",
      "Heatmap shape: torch.Size([512, 512])\n"
     ]
    }
   ],
   "source": [
    "x = 0\n",
    "class_output = output[x, instance_list[x]]\n",
    "class_score_sum = class_output.sum()\n",
    "class_score_sum.backward(retain_graph=True)\n",
    "\n",
    "class_output = output[x, class_instance]\n",
    "class_score_sum = class_output.sum()\n",
    "class_score_sum.backward(retain_graph=True)\n",
    "\n",
    "\n",
    "gradients = model.get_activations_gradient()\n",
    "print(f\"Length gradients: {len(gradients)}\")\n",
    "gradients = gradients[-1]\n",
    "model.clear_activations_gradient()\n",
    "pooled_gradients = torch.mean(gradients, dim=[0, 2, 3])\n",
    "\n",
    "print(f\"Pooled Gradient: {pooled_gradients.shape}\")\n",
    "\n",
    "instance_activation = activations[x]\n",
    "\n",
    "for channel in range(64):\n",
    "    instance_activation[channel, :, :] *= pooled_gradients[channel]\n",
    "\n",
    "print(f\"Activations: {instance_activation.shape}\")\n",
    "\n",
    "heatmap = torch.mean(instance_activation, dim=0)\n",
    "print(f\"Heatmap shape: {heatmap.shape}\")\n",
    "\n",
    "heatmap /= torch.max(heatmap)\n",
    "heatmap = heatmap.cpu().numpy()\n",
    "heatmap = np.maximum(heatmap, 0)\n",
    "\n",
    "heatmap = cv2.resize(heatmap, (512,512))\n",
    "heatmap = np.uint8(255 * heatmap)\n",
    "heatmap = cv2.applyColorMap(heatmap, colormap)\n",
    "\n",
    "image0 = torch.squeeze(input[x, :, :, :])\n",
    "image0 = image0.cpu().numpy()\n",
    "image0 = cv2.cvtColor(image0, cv2.COLOR_GRAY2BGR)\n",
    "\n",
    "superimposed_img = (heatmap / 255.0) * 0.6 + image0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21f2895ef40>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.axis('off')\n",
    "plt.imshow(superimposed_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21f2aae1130>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.axis('off')\n",
    "plt.imshow(heatmap)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tor",
   "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": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}