{ "cells": [ { "cell_type": "markdown", "id": "legitimate-reynolds", "metadata": {}, "source": [ "# Voronoi-Otsu-labeling\n", "This workflow for image segmentation is a rather simple and yet powerful approach, e.g. for detecting and segmenting nuclei in fluorescence micropscopy images. A nuclei marker such as nuclei-GFP, DAPI or histone-RFP in combination with various microscopy techniques can be used to generate images of suitable kind.\n", "\n", "To demonstrate the workflow, we're using image data from the [Broad Bio Image Challenge](https://bbbc.broadinstitute.org/BBBC022):\n", "We used image set BBBC022v1 [Gustafsdottir et al., PLOS ONE, 2013](http://dx.doi.org/10.1371/journal.pone.0080999), available from the Broad Bioimage Benchmark Collection [Ljosa et al., Nature Methods, 2012](http://dx.doi.org/10.1038/nmeth.2083).\n", "\n", "We start by opening an example image." ] }, { "cell_type": "code", "execution_count": 1, "id": "coastal-cooling", "metadata": {}, "outputs": [], "source": [ "from skimage.io import imread, imshow\n", "import matplotlib.pyplot as plt\n", "\n", "input_image = imread(\"BBBC022/IXMtest_A02_s9.tif\")[:,:,0]\n", "\n", "# define an interesting sub-region\n", "bb_x=200\n", "bb_y=0\n", "bb_width=200\n", "bb_height=200" ] }, { "cell_type": "markdown", "id": "domestic-ordering", "metadata": {}, "source": [ "Next, we initialize the GPU" ] }, { "cell_type": "code", "execution_count": 2, "id": "complicated-combining", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyclesperanto_prototype as cle\n", "\n", "# select a specific OpenCL / GPU device and see which one was chosen\n", "cle.select_device('RTX')" ] }, { "cell_type": "markdown", "id": "simplified-minutes", "metadata": {}, "source": [ "Before segmenting the image, need to push it to GPU memory. For visualisation purposes we crop out a sub-region:" ] }, { "cell_type": "code", "execution_count": 3, "id": "29a8ccdc-2cbd-4e6e-982a-6258afe06df8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
\n", "\n", "\n", "cle._ image
\n", "\n", "\n", "\n", "\n", "\n", "
shape(395, 695)
dtypefloat32
size1.0 MB
min135.0
max1473.0
\n", "\n", "
" ], "text/plain": [ "cl.OCLArray([[149., 150., 151., ..., 163., 162., 156.],\n", " [146., 150., 153., ..., 155., 153., 152.],\n", " [142., 141., 150., ..., 159., 156., 160.],\n", " ...,\n", " [158., 148., 148., ..., 150., 146., 157.],\n", " [148., 150., 145., ..., 155., 147., 152.],\n", " [154., 142., 152., ..., 144., 151., 155.]], dtype=float32)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "input_gpu = cle.push(input_image)\n", "input_gpu" ] }, { "cell_type": "code", "execution_count": 4, "id": "e3dc477d-4ea5-4008-8be0-b337572ffe90", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "input_crop = cle.crop(input_gpu, start_x=bb_x, start_y=bb_y, width=bb_width, height=bb_height)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 15))\n", "cle.imshow(input_gpu, plot=axs[0])\n", "cle.imshow(input_crop, plot=axs[1])" ] }, { "cell_type": "markdown", "id": "broke-northwest", "metadata": {}, "source": [ "## Applying the algorithm\n", "Voronoi-Otsu-labeling is a command in clesperanto, which asks for two sigma parameters. The first sigma controls how close detected cells can be (`spot_sigma`) and second controls how precise segmented objects are outlined (`outline_sigma`)." ] }, { "cell_type": "code", "execution_count": 5, "id": "functional-mercy", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigma_spot_detection = 5\n", "sigma_outline = 1\n", "\n", "segmented = cle.voronoi_otsu_labeling(input_gpu, spot_sigma=sigma_spot_detection, outline_sigma=sigma_outline)\n", "segmented_crop = cle.crop(segmented, start_x=bb_x, start_y=bb_y, width=bb_width, height=bb_height)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 15))\n", "cle.imshow(segmented, labels=True, plot=axs[0])\n", "cle.imshow(segmented_crop, labels=True, plot=axs[1])" ] }, { "cell_type": "markdown", "id": "asian-architecture", "metadata": {}, "source": [ "## How does it work?\n", "The Voronoi-Otsu-Labeling workflow is a combination of Gaussian blur, spot detection, thresholding and binary watershed. The interested reader might want to see the [open source code](https://github.com/clEsperanto/pyclesperanto_prototype/blob/master/pyclesperanto_prototype/_tier9/_voronoi_otsu_labeling.py). The approach is similar to applying a seeded watershed to a binary image, e.g. in [MorphoLibJ](https://imagej.net/plugins/marker-controlled-watershed) or [scikit-image](https://scikit-image.org/docs/dev/api/skimage.segmentation.html#skimage.segmentation.watershed). However, the seeds are computed automatically and cannot be passed.\n", "\n", "For demonstration purposes we do that only on the 2D cropped image shown above. If this algorithm is applied to 3D data, it is recommended to make it isotropic first." ] }, { "cell_type": "code", "execution_count": 6, "id": "italian-mobility", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(200, 200)\n" ] } ], "source": [ "image_to_segment = input_crop\n", "print(image_to_segment.shape)" ] }, { "cell_type": "markdown", "id": "contemporary-questionnaire", "metadata": {}, "source": [ "As a first step, we blur the image with a given sigma and detect maxima in the resulting image. " ] }, { "cell_type": "code", "execution_count": 7, "id": "persistent-happening", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of detected spots 30.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "blurred = cle.gaussian_blur(image_to_segment, sigma_x=sigma_spot_detection, sigma_y=sigma_spot_detection, sigma_z=sigma_spot_detection)\n", "\n", "detected_spots = cle.detect_maxima_box(blurred, radius_x=0, radius_y=0, radius_z=0)\n", "\n", "number_of_spots = cle.sum_of_all_pixels(detected_spots)\n", "print(\"number of detected spots\", number_of_spots)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 15))\n", "cle.imshow(blurred, plot=axs[0])\n", "cle.imshow(detected_spots, plot=axs[1])" ] }, { "cell_type": "markdown", "id": "herbal-remark", "metadata": {}, "source": [ "Furthermore, we start again from the cropped image and blur it again, with a different sigma. Afterwards, we threshold the image using [Otsu's thresholding method (Otsu et al 1979)](https://doi.org/10.1109%2FTSMC.1979.4310076)." ] }, { "cell_type": "code", "execution_count": 8, "id": "animated-digest", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "blurred = cle.gaussian_blur(image_to_segment, sigma_x=sigma_outline, sigma_y=sigma_outline, sigma_z=sigma_outline)\n", "\n", "binary = cle.threshold_otsu(blurred)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 15))\n", "cle.imshow(blurred, plot=axs[0])\n", "cle.imshow(binary, plot=axs[1])" ] }, { "cell_type": "markdown", "id": "local-decade", "metadata": {}, "source": [ "Afterwards, we take the binary spots image and the binary segmentation image and apply a `binary_and` operation to exclude spots which were detected in the background area. Those likely corresponded to noise." ] }, { "cell_type": "code", "execution_count": 9, "id": "assisted-remark", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of selected spots 12.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "selected_spots = cle.binary_and(binary, detected_spots)\n", "\n", "number_of_spots = cle.sum_of_all_pixels(selected_spots)\n", "print(\"number of selected spots\", number_of_spots)\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(15, 15))\n", "cle.imshow(detected_spots, plot=axs[0])\n", "cle.imshow(binary, plot=axs[1])\n", "cle.imshow(selected_spots, plot=axs[2])" ] }, { "cell_type": "markdown", "id": "lovely-pharmaceutical", "metadata": {}, "source": [ "Next, we separate the image space between the selected spots using a [Voronoi diagram](https://en.wikipedia.org/wiki/Voronoi_diagram#References) which is limited to the positive pixels in the binary image." ] }, { "cell_type": "code", "execution_count": 10, "id": "mediterranean-corpus", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "voronoi_diagram = cle.masked_voronoi_labeling(selected_spots, binary)\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(15, 15))\n", "cle.imshow(selected_spots, plot=axs[0])\n", "cle.imshow(binary, plot=axs[1])\n", "cle.imshow(voronoi_diagram, labels=True, plot=axs[2])" ] }, { "cell_type": "code", "execution_count": null, "id": "biblical-interview", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }