{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. Binary operations, regions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once a binary mask of interesting objects has been obtained e.g. by thresholding, it is often necessary to correct it. For example some object might have holes, or noisy isolated pixels should be suppressed. This is where binary operation or morphological operations are very useful. These are essentially non-linear operators that turn pixels ON/OFF depending on the local surroundings. Note that a more general class of morphological operators also exist for gray-scale.\n", "\n", "Once a clean masks is obtained, the remaining objects can finally be analyzed both on a geometric level (area, shape etc.) and intensity level (e.g. mean intensity of an object in a given channel).\n", "\n", "We start by importing the necessary modules, in particular the ```skimage.morphology``` module which provides the binary operators." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.gray();\n", "import skimage.io as io\n", "from aicsimageio import AICSImage\n", "\n", "import skimage.morphology\n", "import skimage.filters\n", "\n", "# load random colormap\n", "from course_functions import random_cmap\n", "cmap = random_cmap()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now reload the image from the last chapter and apply some automatic thresholding to it to obtain a binary mask:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# load image\n", "data = AICSImage('../Data/30567/30567.tif')\n", "image = data.get_image_data(\"YX\", C=0, T=0, Z=3) \n", "\n", "# median filter + thresholding\n", "image = skimage.filters.median(image,selem=np.ones((2,2)))\n", "image_otsu_threshold = skimage.filters.threshold_otsu(image)\n", "image_otsu = image > image_otsu_threshold\n", "plt.imshow(image_otsu);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6.1 Binary filters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.1.1. Dilation, erosion\n", "\n", "Binary filters turn pixels ON (white) and OFF (black) based on their surrounding. For example we can erode or dilate the image using an area of radius 5. Erosion: If a ON pixel has a OFF neighbor in its surrounding region it becomes black (erode). Dilation: any black pixel which as a white neighbor becomes white.\n", "\n", "Just like for regular filtering, the neighborhood is defined thanks to a *selection element*, a binary mask of a certain arbitrary shape. Let's use a disk with two different radii and erode/dilate the mask. We zoom for a moment on a cropped region of the mask:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "radius = 1\n", "eroded1 = skimage.morphology.binary_erosion(image_otsu, selem = skimage.morphology.disk(radius))\n", "dilated1 = skimage.morphology.binary_dilation(image_otsu, selem = skimage.morphology.disk(radius))\n", "radius = 3\n", "eroded2 = skimage.morphology.binary_erosion(image_otsu, selem = skimage.morphology.disk(radius))\n", "dilated2 = skimage.morphology.binary_dilation(image_otsu, selem = skimage.morphology.disk(radius))\n", "\n", "fig, ax = plt.subplots(2,3, figsize=(10,6))\n", "ax[0,0].imshow(image_otsu[100:200,80:200])\n", "ax[0,0].set_title('original')\n", "ax[0,1].imshow(eroded1[100:200,80:200])\n", "ax[0,1].set_title('eroded, r = 1')\n", "ax[0,2].imshow(eroded2[100:200,80:200])\n", "ax[0,2].set_title('eroded, r = 3')\n", "ax[1,0].imshow(image_otsu[100:200,80:200])\n", "ax[1,0].set_title('original')\n", "ax[1,1].imshow(dilated1[100:200,80:200])\n", "ax[1,1].set_title('dilated, r = 1')\n", "ax[1,2].imshow(dilated2[100:200,80:200])\n", "ax[1,2].set_title('dilated, r = 3');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see two important effects of these filters: depending on the filter size, erosion can break objects (top right circle) or merge objects (top left \"dust\"). We thus have to be careful when choosing the scale of the filters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.1.2 Erosion/dilation combinations\n", "\n", "Note that different filers can be applied in series. Let's for example consider this region:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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vN8z6uAc21gsNknyAXo1uB3BfVf3N2A4+RkneA3wH+AG/qkV+il4d9gHgrfT+cd5RVa9sSScbS/Je4K+r6vYkv8WMjzvJdfRe2LsQeA74CL0JzKyP+9PAn9JbOfM48GfAJcz4uAfllVyS1IhXcklSIwasJDViwEpSIwasJDViwEpSIwasJDViwEpSIwasJDXyf6fixbDLwfp/AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(image_otsu[180:250,0:100]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can first dilate the object to create a continuous ring by closing the gap where it's broken. Then we can erode it with a filter of same size to return it to its original thickness:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "radius = 3\n", "im_dilate = skimage.morphology.binary_dilation(image_otsu, selem = skimage.morphology.disk(radius))\n", "im_erode = skimage.morphology.binary_erosion(im_dilate, selem = skimage.morphology.disk(radius))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(im_erode[180:250,0:100]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have effectively *closed* the object. We could have done the opposite, first erosion then dilation, in order to *open* larger gaps in the object. These operations are so common that they are directly available as functions in skimage as ```skimage.morphology.binary_opening``` and ```skimage.morphology.binary_closing```:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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3fsO097tvIz3RIMkH6dXodgD3VtXfjWznI5TkvcD3gB/xei3y0/TqsPcDb6f3y3l7Vb08lkY2luR9wN9W1W1Jfocp73eSa+m9sXc+8CzwUXoDmGnv92eAP6c3c+Yx4C+Ai5jyfvfLM7kkqRHP5JKkRgxYSWrEgJWkRgxYSWrEgJWkRgxYSWrEgJWkRgxYSWrk/wHWSrSeS0EwNgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "im_closing = skimage.morphology.binary_closing(image_otsu, selem = skimage.morphology.disk(radius))\n", "plt.imshow(im_closing[180:250,0:100]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.1.3 Other binary filters\n", "\n", "There are many other more complex filters that operate on binary images. For example one can determine the smallest convex shape enclosing ON pixels:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "im_convex = skimage.morphology.convex_hull.convex_hull_image(image_otsu[180:250,0:90])\n", "fig, ax = plt.subplots(1,2)\n", "ax[0].imshow(image_otsu[180:250,0:90]);\n", "ax[1].imshow(im_convex);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or we can obtain the skeleton of these objects by using the skeletonize function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "plt.imshow(skimage.morphology.skeletonize(image_otsu));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6.2 Region properties" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When a binary mask has been obtained, it is then possible to analyze it to define as objects each region of connected ON pixels, i.e. we can **label** the objects in the image. Using this labelled image, we can then measure the properties of all these objects or **regions**. We will show here how we can combine morphological operations, labeling and region measurements to isolate \"interesting\" objects from the noisy picture we previously obtained when using a local filter.\n", "\n", "First we import the two essential function: ```skimage.measure.label``` and ```skimage.measure.regionprops_table``` (not that there is an alternative ```skimage.measure.regionprops``` function yielding the same measurements but in a less useful format)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from skimage.measure import label, regionprops_table" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember that we previously used a local filter on the image. The advantage was that it nuclei preserved all nuclei, however at the cost of intense background signal:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_local_threshold = skimage.filters.threshold_local(image,block_size=51)\n", "image_local = image > image_local_threshold\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(image_local);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see a large number of small white regions, and applying region measurements on such an image will be very inefficient. So we first perform an opening to suppress small regions:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_local_open = skimage.morphology.binary_opening(image_local, selem=skimage.morphology.disk(2))\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(image_local_open);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To measure the properties of each region, we need a labeled image, i.e. an image in which each individual object is attributed a number. This is achieved using the skimage.measure.label() function. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_labeled = label(image_local_open)\n", "plt.imshow(image_otsu)\n", "plt.imshow(image_labeled, cmap = cmap);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "607" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image_labeled.max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The maximum label is 2902, i.e. we have 2902 separate objects in our mask. Now we can measure all the objects' properties. When using ```regionprops_table``` we need to specify which properties we want to measure (for a list see the [documentation](https://scikit-image.org/docs/dev/api/skimage.measure.html#skimage.measure.regionprops)). In general we can recover four types of information:\n", "\n", "- geometric information on each shape (area, extent, perimeter, bounding box, etc.)\n", "- vector information (pixel coordinates, centroid)\n", "- region image information (average intensity, minimal intensity etc.)\n", "- image-type information: e.g. a cropped image of each region to the size of its bounding-box\n", "\n", "Here we will keep the area, the eccentricity (a \"roundness\" measure), and image, a cropped image of each region:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "our_regions = regionprops_table(image_labeled, properties=('label', 'area','eccentricity','image','coords'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output is a dictionary with keys corresponding to the properties:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['label', 'area', 'eccentricity', 'image', 'coords'])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "our_regions.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example the area key is a list of areas in pixels:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 70, 24, 14, 58, 13, 13, 13, 101, 29, 13, 18, 18, 57,\n", " 9, 37, 13, 52, 18, 69, 44, 18, 53, 29, 13, 32, 13,\n", " 31, 13, 13, 13, 24, 13, 93, 13, 51, 39, 18, 119, 89,\n", " 13, 18, 44, 51, 45, 68, 13, 13, 18, 13, 13, 52, 18,\n", " 36, 31, 23, 27, 47, 13, 21, 97, 93, 13, 31, 25, 18,\n", " 18, 77, 21, 13, 23, 24, 29, 18, 59, 48, 18, 195, 24,\n", " 21, 24, 33, 13, 105, 23, 33, 18, 18, 35, 18, 33, 13,\n", " 18, 18, 18, 372, 14, 13, 13, 13, 35, 362, 195, 41, 86,\n", " 13, 21, 13, 13, 18, 13, 24, 13, 26, 18, 60, 42, 13,\n", " 23, 13, 16, 13, 132, 39, 13, 41, 48, 102, 18, 31, 18,\n", " 44, 24, 643, 84, 110, 13, 99, 76, 42, 13, 47, 31, 75,\n", " 13, 13, 28, 13, 21, 18, 18, 21, 13, 42, 13, 659, 60,\n", " 18, 23, 82, 33, 13, 13, 18, 28, 537, 13, 13, 13, 30,\n", " 48, 28, 42, 48, 26, 34, 34, 18, 13, 613, 44, 18, 13,\n", " 30, 18, 18, 24, 13, 13, 13, 620, 21, 13, 24, 18, 21,\n", " 704, 43, 323, 42, 400, 695, 21, 698, 713, 35, 12, 111, 631,\n", " 69, 13, 13, 578, 657, 42, 24, 13, 12, 13, 522, 13, 756,\n", " 748, 612, 24, 484, 28, 13, 600, 32, 571, 717, 13, 13, 13,\n", " 636, 476, 702, 33, 78, 626, 12, 739, 59, 723, 21, 689, 13,\n", " 13, 59, 70, 483, 18, 13, 43, 30, 563, 13, 709, 13, 23,\n", " 13, 706, 18, 31, 32, 23, 509, 34, 18, 18, 13, 13, 691,\n", " 13, 18, 687, 508, 183, 29, 717, 38, 45, 590, 705, 13, 18,\n", " 31, 74, 62, 13, 747, 652, 673, 517, 13, 736, 21, 738, 21,\n", " 15, 26, 476, 39, 40, 13, 18, 13, 13, 18, 631, 643, 57,\n", " 23, 31, 13, 18, 13, 21, 13, 13, 745, 35, 13, 21, 20,\n", " 13, 30, 685, 60, 23, 551, 89, 754, 56, 26, 23, 13, 700,\n", " 13, 13, 53, 18, 51, 63, 13, 23, 527, 24, 13, 21, 21,\n", " 24, 13, 225, 18, 18, 13, 50, 608, 18, 13, 59, 190, 28,\n", " 13, 23, 9, 13, 24, 13, 506, 27, 56, 44, 56, 576, 13,\n", " 35, 75, 18, 32, 26, 76, 13, 27, 13, 13, 13, 49, 18,\n", " 90, 18, 18, 134, 18, 30, 104, 23, 9, 24, 149, 79, 114,\n", " 13, 28, 18, 13, 28, 13, 13, 13, 50, 13, 13, 26, 31,\n", " 60, 18, 18, 13, 39, 82, 44, 13, 163, 18, 13, 13, 28,\n", " 57, 271, 13, 31, 13, 24, 29, 38, 24, 99, 18, 18, 137,\n", " 13, 30, 13, 18, 32, 42, 21, 13, 63, 75, 138, 250, 32,\n", " 13, 35, 197, 47, 73, 13, 44, 18, 13, 34, 29, 13, 51,\n", " 13, 28, 57, 32, 13, 18, 29, 13, 49, 18, 13, 13, 123,\n", " 196, 41, 34, 54, 18, 54, 32, 13, 48, 18, 32, 21, 13,\n", " 27, 21, 31, 13, 13, 18, 18, 24, 21, 411, 13, 13, 24,\n", " 30, 13, 31, 53, 23, 13, 13, 99, 18, 28, 13, 13, 21,\n", " 49, 21, 28, 35, 29, 65, 24, 13, 31, 21, 27, 18, 21,\n", " 56, 21, 52, 79, 18, 26, 24, 13, 21, 33, 40, 84, 35,\n", " 96, 48, 13, 13, 54, 112, 76, 13, 18, 107, 53, 13, 71,\n", " 13, 18, 13, 13, 48, 13, 13, 13, 13, 47, 13, 21, 13,\n", " 13, 18, 101, 13, 72, 18, 13, 36, 24, 27, 38, 26, 49,\n", " 13, 21, 29, 27, 13, 13, 26, 54, 40, 46, 13, 26, 39,\n", " 13, 81, 13, 42, 13, 13, 14, 34, 18])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "our_regions['area']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us look at one region:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "736" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "our_regions['area'][295]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(our_regions['image'][295])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we now the labels of these regions, we can do things like recovering only certain labels in the image:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(image_labeled == our_regions['label'][295])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In general, one has an idea about the properties of the objects that are interesting. For example, here we know that objects contain at least several tens of pixels. Let us recover all the areas and look at their distributions:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(our_regions['area'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that we have a large majority of regions that are very small and that we can discard. We can put a threshold and fill an empty mask with the conserved regions. We will show two ways of doing that. First, using the region coordinates:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# create a zero image\n", "newimage = np.zeros(image.shape)\n", "# fill in using region coordinates\n", "for x in range(len(our_regions['area'])):\n", " if our_regions['area'][x]>300:\n", " newimage[our_regions['coords'][x][:,0],our_regions['coords'][x][:,1]] = 1\n", "#plot the result\n", "plt.imshow(newimage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For people interested in a more elegant solution, we can also select the labels to keep by numpy indexing. We first create a list of indices to conserve. If the *index* at position *index* should be discarded it is replaced by 0:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "indices_to_keep = np.array([x if x-1 in np.argwhere(our_regions['area']>300)\n", " else 0 for x in range(our_regions['label'].max()+1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can index that list with the labelled image. In that way each label in the image will take the value of the corresponding index in our list, and therefore labels that were discarded are replaced by zero. If this is not entirely clear, consult the [numpy indexing docs](https://numpy.org/doc/stable/user/basics.indexing.html))." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "kept_labels = indices_to_keep[image_labeled]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(kept_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a success! We can verify how good the segmentation is by superposing it to the image." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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