{ "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": "aboriginal-medline", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "input_gpu = cle.push(input_image)\n", "\n", "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": 4, "id": "functional-mercy", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 5, "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": 6, "id": "persistent-happening", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of detected spots 29.0\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": 7, "id": "animated-digest", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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": 8, "id": "assisted-remark", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of selected spots 11.0\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "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": 9, "id": "mediterranean-corpus", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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", "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": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 5 }