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@mmganant
Created June 16, 2024 00:25
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image affine transform with padding
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "e245360c-5c3d-4c3f-832b-c96e352a4bd3",
"metadata": {},
"outputs": [],
"source": [
"## Set up and import packages"
]
},
{
"cell_type": "markdown",
"id": "d24701c1-8d78-4314-bbae-5caaae550670",
"metadata": {},
"source": [
"To set up the environment for this notebook, a conda environment was created with python==3.8, and `STalign` and `session_info` were installed inside."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "38e56217-1e8e-4f58-868c-879dc5acc301",
"metadata": {},
"outputs": [],
"source": [
"# conda create -y -p stalign_env python=3.8\n",
"# conda activate stalign_env\n",
"# pip install --upgrade \"git+https://github.com/JEFworks-Lab/STalign.git\"\n",
"# pip install session_info"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "82a56dcd-3e63-4392-8e38-afc1960f2646",
"metadata": {},
"outputs": [],
"source": [
"import STalign\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.transforms as mtransforms\n",
"import pandas as pd\n",
"import torch\n",
"import plotly\n",
"from STalign import STalign\n",
"from pathlib import Path\n",
"from PIL import Image\n",
"import re\n",
"import os\n",
"import json\n",
"import pickle\n",
"import session_info"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "55df69fd-ac47-4634-a68e-cda704bd23ac",
"metadata": {},
"outputs": [],
"source": [
"## Load images"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "59be5036-fbfa-4652-948d-fa94b1944f1f",
"metadata": {},
"outputs": [],
"source": [
"data_dir = Path('.')"
]
},
{
"cell_type": "markdown",
"id": "ca4c68be-05ec-48da-8127-15737ea06585",
"metadata": {},
"source": [
"Load and normalize source and target images, noting the order of dimensions"
]
},
{
"cell_type": "code",
"execution_count": 145,
"id": "b6cce6ab-f38f-47ea-99d9-c366cf90c1c6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 600, 544)"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"I = np.array(Image.open(data_dir / '../src_tissue_lowres_image.png'), dtype = np.float64) / 256\n",
"I = np.moveaxis(STalign.normalize(I), 2, 0)\n",
"I.shape"
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "cda8cf29-9982-4e01-8e02-ee689b0a691d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 600, 544)"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"J = np.array(Image.open(data_dir / '../target_tissue_lowres_image.png'), dtype = np.float64) / 256\n",
"J = np.moveaxis(STalign.normalize(J), 2, 0)\n",
"J.shape"
]
},
{
"cell_type": "markdown",
"id": "fd997d4b-270c-4507-a6f3-0d51cc595290",
"metadata": {},
"source": [
"Define convenience variables"
]
},
{
"cell_type": "code",
"execution_count": 147,
"id": "c6f127cf-73ba-4dc7-b658-07ddbe6f935c",
"metadata": {},
"outputs": [],
"source": [
"XI = np.array(range(I.shape[2])) * 1.\n",
"YI = np.array(range(I.shape[1])) * 1.\n",
"XJ = np.array(range(J.shape[2])) * 1.\n",
"YJ = np.array(range(J.shape[1])) * 1."
]
},
{
"cell_type": "markdown",
"id": "c1c7afd1-c4d8-4c86-bf0d-0a6d8fc0e5ce",
"metadata": {},
"source": [
"## Load in pre-annotated landmarks as done in [the tutorial](https://jef.works/STalign/notebooks/merfish-visium-alignment-with-point-annotator.html)"
]
},
{
"cell_type": "code",
"execution_count": 201,
"id": "3c686e1a-924c-48be-9cfc-49c31ac35c5a",
"metadata": {},
"outputs": [],
"source": [
"pointsIlist = np.load(\n",
" data_dir / f'../src_image_lowres_points.npy', allow_pickle=True\n",
" ).tolist()\n",
"pointsJlist = np.load(\n",
" data_dir / f'../target_image_lowres_points.npy', allow_pickle=True\n",
" ).tolist()\n",
"\n",
"pointsI = []\n",
"pointsJ = []\n",
"for i in pointsIlist.keys():\n",
" for j in range(len(pointsIlist[i])):\n",
" pointsI.append([pointsIlist[i][j][1], pointsIlist[i][j][0]])\n",
"\n",
"for i in pointsJlist.keys():\n",
" for j in range(len(pointsJlist[i])):\n",
" pointsJ.append([pointsJlist[i][j][1], pointsJlist[i][j][0]])\n",
"\n",
"pointsI = np.array(pointsI)\n",
"pointsJ = np.array(pointsJ)"
]
},
{
"cell_type": "markdown",
"id": "a254f05e-c57f-4680-9488-48559b56e1b1",
"metadata": {},
"source": [
"## Pad images, affine transform and apply to image"
]
},
{
"cell_type": "code",
"execution_count": 209,
"id": "cfbc813f-2e44-4be3-812a-eafe6b5e4a65",
"metadata": {},
"outputs": [],
"source": [
"# you can change the degree of padding depending on how large the transform is!\n",
"I_padded = np.pad(I, ((0, 0), (200, 200), (200, 200)), mode='constant') \n",
"J_padded = np.pad(J, ((0, 0), (200, 200), (200, 200)), mode='constant')\n",
"\n",
"# you need to either redefine the corresponding landmarks after padding or offset the landmark by the degree of padding\n",
"pointsIp = pointsI+200 \n",
"pointsJp = pointsJ+200\n",
"\n",
"XIp = np.array(range(I_padded.shape[2])) * 1.\n",
"YIp = np.array(range(I_padded.shape[1])) * 1.\n",
"XJp = np.array(range(J_padded.shape[2])) * 1.\n",
"YJp = np.array(range(J_padded.shape[1])) * 1."
]
},
{
"cell_type": "code",
"execution_count": 210,
"id": "ef8d4f2f-2389-4a5d-900e-67de2257127c",
"metadata": {},
"outputs": [],
"source": [
"L,T = STalign.L_T_from_points(pointsIp,pointsJp)\n",
"A = STalign.to_A(torch.tensor(L),torch.tensor(T))\n",
"AI = STalign.transform_image_atlas_with_A(A, [YIp,XIp], I_padded, [YJp,XJp])"
]
},
{
"cell_type": "code",
"execution_count": 217,
"id": "f8e5f03e-7078-4758-9af9-c8f5eb95f86b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Transformed source + Target')"
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x3000 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"origI = Image.fromarray(np.moveaxis(np.array(255 * I_padded, dtype = np.uint8), 0, 2))\n",
"transfI = Image.fromarray(np.moveaxis(np.array(255 * AI, dtype = np.uint8), 0, 2))\n",
"J_plt = np.moveaxis(np.array(J_padded), 0, 2)\n",
"\n",
"fig, ax = plt.subplots(1,3, figsize = (10,30))\n",
"\n",
"ax[0].imshow(origI)\n",
"ax[0].set_title(\"Original source\")\n",
"ax[1].imshow(transfI)\n",
"ax[1].set_title(\"Transformed source\")\n",
"ax[2].imshow(J_plt)\n",
"ax[2].imshow(transfI, alpha = 0.5)\n",
"ax[2].set_title(\"Transformed source + Target\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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