{ "cells": [ { "cell_type": "markdown", "id": "32087d19-f65e-465b-ab2b-f9c78420a61d", "metadata": {}, "source": [ "# Divide by Gaussian\n", "\n", "When processing images with membrane staining it sometimes happens that the intensity of the membranes is not homogeneous and changes locally. This intensity variation may impair cell segmentation algorithms. In these cases it may make sense to homogenize the intensity by dividing the image by a Gaussian blurred version of itself." ] }, { "cell_type": "code", "execution_count": 1, "id": "142cfb4f-63b8-438c-a18f-348af9aa1ec0", "metadata": {}, "outputs": [], "source": [ "import pyclesperanto_prototype as cle\n", "from skimage.io import imread, imshow\n", "from skimage.filters import gaussian" ] }, { "cell_type": "markdown", "id": "13658c3a-0ce6-4edd-8d22-2359c3074520", "metadata": {}, "source": [ "In this image you see that the intensity of the membranes decreases from top to bottom." ] }, { "cell_type": "code", "execution_count": 2, "id": "313b3b95-6d47-42d0-a60a-88e6604d3fd6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
\n", "\n", "\n", "cle._ image
\n", "\n", "\n", "\n", "\n", "\n", "
shape(256, 256)
dtypefloat32
size256.0 kB
min547.0
max32145.0
\n", "\n", "
" ], "text/plain": [ "cl.OCLArray([[15516., 16706., 10227., ..., 2777., 2855., 2783.],\n", " [16803., 16311., 9807., ..., 2795., 2744., 2721.],\n", " [13111., 15255., 9477., ..., 3006., 3027., 2698.],\n", " ...,\n", " [ 2405., 2826., 3144., ..., 2060., 1959., 1762.],\n", " [ 3175., 3318., 3200., ..., 1841., 2054., 1913.],\n", " [ 3099., 3301., 3012., ..., 1965., 2374., 2446.]],\n", " dtype=float32)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image = imread('../../data/membranes_2d.tif')\n", "cle.asarray(image)" ] }, { "cell_type": "markdown", "id": "e16f5106-02c8-4678-b5fe-d6daff58a7a7", "metadata": {}, "source": [ "This intensity gradient can be removed by dividing the image by its background, a Gaussian blurred version of it self." ] }, { "cell_type": "code", "execution_count": 3, "id": "479381f4-3821-4fc5-b7e6-a218f4e81149", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
\n", "\n", "\n", "cle._ image
\n", "\n", "\n", "\n", "\n", "\n", "
shape(256, 256)
dtypefloat32
size256.0 kB
min0.32106277
max9.812795
\n", "\n", "
" ], "text/plain": [ "cl.OCLArray([[1.8295711 , 2.0727317 , 1.3400825 , ..., 0.63890284, 0.6729534 ,\n", " 0.6717435 ],\n", " [2.0299954 , 2.0725877 , 1.3155018 , ..., 0.63900983, 0.6421698 ,\n", " 0.6515172 ],\n", " [1.6262667 , 1.9892585 , 1.3039397 , ..., 0.6835915 , 0.7039906 ,\n", " 0.6414088 ],\n", " ...,\n", " [0.98931336, 1.1786715 , 1.3311533 , ..., 0.8870197 , 0.8390279 ,\n", " 0.7511131 ],\n", " [1.3044561 , 1.3835748 , 1.3560139 , ..., 0.79402256, 0.88066417,\n", " 0.8159115 ],\n", " [1.271311 , 1.3758018 , 1.2770755 , ..., 0.84971267, 1.0200088 ,\n", " 1.0449218 ]], dtype=float32)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "intensity_equivalized = cle.divide_by_gaussian_background(image, sigma_x=10, sigma_y=10)\n", "intensity_equivalized" ] }, { "cell_type": "markdown", "id": "949dd6bf-5aab-4ad9-93cd-086d56e9eae5", "metadata": {}, "source": [ "## How it works\n", "To demonstrate how it works, we will do the same operation using two steps using scikit-image and numpy." ] }, { "cell_type": "code", "execution_count": 4, "id": "d10a7d86-8d28-435e-80c4-ce74f44ea4b3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haase\\mambaforge\\envs\\bio39\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:150: UserWarning: Low image data range; displaying image with stretched contrast.\n", " lo, hi, cmap = _get_display_range(image)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "background = gaussian(image, sigma=10)\n", "imshow(background, cmap=\"Greys_r\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "bda2d4f8-4599-4d30-9259-e995dc1adec0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haase\\mambaforge\\envs\\bio39\\lib\\site-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" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = image / background\n", "imshow(result, cmap=\"Greys_r\")" ] }, { "cell_type": "code", "execution_count": null, "id": "4a60a63e-817b-450e-8d6a-9ed121a68115", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.15" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }