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@mlaves
Created July 16, 2021 12:28
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pytorch_radon.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "pytorch_radon.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPyIb4tK3zpaz5hbqZ2mlUB",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/mlaves/3132efd9e314aa5eac16579fb68efc4c/pytorch_radon.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DJOySxozOADz",
"outputId": "c4c5dee7-9f1c-497e-9028-5c6dffc21012"
},
"source": [
"!pip install --upgrade scikit-image # we need skimage >= 0.18 for brain image"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already up-to-date: scikit-image in /usr/local/lib/python3.7/dist-packages (0.18.2)\n",
"Requirement already satisfied, skipping upgrade: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image) (2021.7.2)\n",
"Requirement already satisfied, skipping upgrade: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image) (2.4.1)\n",
"Requirement already satisfied, skipping upgrade: numpy>=1.16.5 in /usr/local/lib/python3.7/dist-packages (from scikit-image) (1.19.5)\n",
"Requirement already satisfied, skipping upgrade: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image) (1.1.1)\n",
"Requirement already satisfied, skipping upgrade: matplotlib!=3.0.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image) (3.2.2)\n",
"Requirement already satisfied, skipping upgrade: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image) (2.5.1)\n",
"Requirement already satisfied, skipping upgrade: pillow!=7.1.0,!=7.1.1,>=4.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image) (7.1.2)\n",
"Requirement already satisfied, skipping upgrade: scipy>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image) (1.4.1)\n",
"Requirement already satisfied, skipping upgrade: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image) (2.8.1)\n",
"Requirement already satisfied, skipping upgrade: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image) (2.4.7)\n",
"Requirement already satisfied, skipping upgrade: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image) (1.3.1)\n",
"Requirement already satisfied, skipping upgrade: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image) (0.10.0)\n",
"Requirement already satisfied, skipping upgrade: decorator<5,>=4.3 in /usr/local/lib/python3.7/dist-packages (from networkx>=2.0->scikit-image) (4.4.2)\n",
"Requirement already satisfied, skipping upgrade: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib!=3.0.0,>=2.0.0->scikit-image) (1.15.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "kdILoQXeLkZJ"
},
"source": [
"from skimage.data import brain\n",
"from skimage.io import imshow\n",
"import numpy as np\n",
"import torch\n",
"from matplotlib import pyplot as plt\n",
"\n",
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "11tvqS9EL6mj"
},
"source": [
"image = brain()[4] # \n",
"img = torch.FloatTensor(image/(2**16)).unsqueeze(0).unsqueeze(0).to(device)"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "qcTUPB0BL7mD"
},
"source": [
"def radon_transform(image, theta=None):\n",
" \"\"\"\n",
" Calculates the radon transform of an image given specified\n",
" projection angles.\n",
" \n",
" Parameters\n",
" ----------\n",
" image : Tensor\n",
" Input image of shape (B, C, H, W).\n",
" theta : Tensor, optional\n",
" Projection angles (in degrees) of shape (T,). If `None`, the value is set to\n",
" torch.arange(180).\n",
"\n",
" Returns\n",
" -------\n",
" radon_image : Tensor\n",
" Radon transform (sinogram) of shape (B, C, T, W).\n",
" \"\"\"\n",
" assert image.size(-2) == image.size(-1)\n",
" if theta is None:\n",
" theta = torch.deg2rad(torch.arange(180.).to(device))\n",
" else:\n",
" theta = torch.deg2rad(theta)\n",
"\n",
" radon_image = torch.zeros(image.size(0),image.size(1),len(theta),image.size(-1), device=image.device)\n",
" \n",
" for i, t in enumerate(theta):\n",
" trans = torch.FloatTensor([[\n",
" [torch.cos(t), -torch.sin(t), 0],\n",
" [torch.sin(t), torch.cos(t), 0]\n",
" ]]).repeat(image.size(0),1,1).to(image.device)\n",
"\n",
" grid = torch.nn.functional.affine_grid(trans, image.size(), align_corners=False)\n",
" img_r = torch.nn.functional.grid_sample(image, grid, mode='bilinear', padding_mode='zeros', align_corners=False)\n",
" \n",
" radon_image[:,:,i,:] = img_r.sum(2)\n",
" \n",
" return radon_image"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 351
},
"id": "51m4OdZhL8iK",
"outputId": "34c81c14-f07c-4d00-a4dc-6c84de85c525"
},
"source": [
"imshow(radon_transform(img)[0,0].cpu().numpy());"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/skimage/io/_plugins/matplotlib_plugin.py:150: UserWarning: Float image out of standard range; displaying image with stretched contrast.\n",
" lo, hi, cmap = _get_display_range(image)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "FAUPQ0DxMj-0"
},
"source": [
"img_opt = torch.zeros((1,1,img.size(2),img.size(3)), requires_grad=True, device=device)\n",
"theta = torch.arange(0, 180., step=4).to(device)\n",
"img_gt = radon_transform(img, theta).to(device).detach()"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "u9ek6iyGMrPS",
"outputId": "436ef080-11ec-497f-c776-e55174cb73de"
},
"source": [
"for i in range(200):\n",
" mse = torch.nn.functional.mse_loss(radon_transform(img_opt, theta), img_gt)\n",
" reg = img_opt.pow(2).mean() # regularize magnitude\n",
" loss = mse + 1e-6*reg\n",
" loss.backward()\n",
"\n",
" img_opt = img_opt - 1.0*img_opt.grad\n",
" img_opt.retain_grad()\n",
"\n",
" if i % 20 == 0:\n",
" with torch.no_grad():\n",
" print(f\"{loss.item():.4f}, {torch.nn.functional.mse_loss(img_opt, img, reduction='sum').item():.4f}\")"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"321.4277, 546.8708\n",
"0.7262, 58.9495\n",
"0.1233, 35.0263\n",
"0.0317, 30.0208\n",
"0.0106, 28.5718\n",
"0.0044, 28.0363\n",
"0.0022, 27.7900\n",
"0.0014, 27.6530\n",
"0.0009, 27.5644\n",
"0.0007, 27.5005\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 292
},
"id": "uLVj64pIMsSm",
"outputId": "1b3755fe-944c-4d70-a410-2727b10205da"
},
"source": [
"imshow(radon_transform(img_opt)[0,0].detach().cpu().numpy());"
],
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
},
"id": "NeK6SIzkNuBo",
"outputId": "131efe05-b328-4805-eb38-7f3b33dabbd8"
},
"source": [
"imshow(img_opt[0,0].detach().cpu().numpy());"
],
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "pMH2-qz-RWn2"
},
"source": [
""
],
"execution_count": 9,
"outputs": []
}
]
}
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