{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Binary operations, regions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Binary operations are an important class of functions to modify mask images (composed of 0's and 1's) and that are crucial when working segmenting images.\n", "\n", "Let us first import the necessary modules:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<Figure size 432x288 with 0 Axes>" ] }, "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 skimage.external.tifffile import TiffFile\n", "\n", "import skimage.morphology as skm\n", "import skimage.filters as skf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we relaod the image from the last chapter and apply some thresholding to it:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#load image\n", "data = TiffFile('Data/30567/30567.tif')\n", "image = data.pages[3].asarray()\n", "image = skf.rank.median(image,selem=np.ones((2,2)))\n", "image_otsu_threshold = skf.threshold_otsu(image)\n", "image_otsu = image > image_otsu_threshold\n", "plt.imshow(image_otsu);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.1 Binary operations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Binary operations assign to each pixel a value depending on it's neighborhood. For example we can erode or dilate the image using an area of radius 5. Erosion: If a white pixel has a black neighbor in its region it becomes black (erode). Dilation: any black pixel which as a white neighbour becomes white:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x720 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_erode = skm.binary_erosion(image_otsu, selem = skm.disk(1))\n", "image_dilate = skm.binary_dilation(image_otsu, selem = skm.disk(10))\n", "plt.figure(figsize=(15,10))\n", "plt.subplot(1,3,1)\n", "plt.imshow(image_otsu,cmap = 'gray')\n", "plt.title('Original')\n", "plt.subplot(1,3,2)\n", "plt.imshow(image_erode,cmap = 'gray')\n", "plt.title('Erode')\n", "plt.subplot(1,3,3)\n", "plt.imshow(image_dilate,cmap = 'gray')\n", "plt.title('Dilate');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If one is only interested in the path of those shapes, one can also thin them to the maximum:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x1080 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,15))\n", "plt.imshow(skm.skeletonize(image_otsu));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Those operations can also be combined to \"clean-up\" an image. For example one can first erode the image to suppress isoltated pixels, and then dilate it again to restore larger structures to their original size. After that, the thinning operation gives a better result:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "image_open = skm.binary_opening(image_otsu, selem = skm.disk(2))\n", "image_thin = skm.skeletonize(image_open)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x1080 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,15))\n", "plt.subplot(2,1,1)\n", "plt.imshow(image_open)\n", "plt.subplot(2,1,2)\n", "plt.imshow(image_thin);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result of the segmentation is ok but we still have nuclei which are broken or not clean. Let's see if we can achieve a better result using another tool: region properties" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.2 Region properties" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from skimage.measure import label, regionprops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When using binary masks, one can make use of functions that detect all objects (connected regions) in the image and calculate a list of properties for them. Using those properties, one can filer out unwanted objects more easily.\n", "\n", "Thanks to this additional tool, we can now use the local thresholding method which preserved better all the nuclei but generated a lot of noise:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_local_threshold = skf.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": [ "As the image id very noisy, there are a large number of small white regions, and applying the region functions on it will be very slow. So we first do some filtering and remove the smallest objects:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_local_eroded = skm.binary_erosion(image_local, selem= skm.disk(1))\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(image_local_eroded);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To measure the properties of each region, we need a lablled image, i.e. an image in which each individual object is attributed a number. This is achieved usin the skimage.measure.label() function. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_labeled = label(image_local_eroded)\n", "\n", "#code snippet to make a random color scale\n", "vals = np.linspace(0,1,256)\n", "np.random.shuffle(vals)\n", "cmap = plt.cm.colors.ListedColormap(plt.cm.jet(vals))\n", "\n", "plt.imshow(image_labeled,cmap = cmap);" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2902" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image_labeled.max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can measure all the objects' properties" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2902" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "our_regions = regionprops(image_labeled)\n", "len(our_regions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that we have a list of 2902 regions. We can look at one of them more in detail and check what attributes exist:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<skimage.measure._regionprops.RegionProperties at 0x124bd7690>" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "our_regions[10]" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [ { "data": { "text/plain": [ "['__class__',\n", " '__delattr__',\n", " '__dict__',\n", " '__dir__',\n", " '__doc__',\n", " '__eq__',\n", " '__format__',\n", " '__ge__',\n", " '__getattribute__',\n", " '__getitem__',\n", " '__gt__',\n", " '__hash__',\n", " '__init__',\n", " '__init_subclass__',\n", " '__iter__',\n", " '__le__',\n", " '__lt__',\n", " '__module__',\n", " '__ne__',\n", " '__new__',\n", " '__reduce__',\n", " '__reduce_ex__',\n", " '__repr__',\n", " '__setattr__',\n", " '__sizeof__',\n", " '__str__',\n", " '__subclasshook__',\n", " '__weakref__',\n", " '_cache',\n", " '_cache_active',\n", " '_intensity_image',\n", " '_intensity_image_double',\n", " '_label_image',\n", " '_ndim',\n", " '_slice',\n", " 'area',\n", " 'bbox',\n", " 'bbox_area',\n", " 'centroid',\n", " 'convex_area',\n", " 'convex_image',\n", " 'coords',\n", " 'eccentricity',\n", " 'equivalent_diameter',\n", " 'euler_number',\n", " 'extent',\n", " 'filled_area',\n", " 'filled_image',\n", " 'image',\n", " 'inertia_tensor',\n", " 'inertia_tensor_eigvals',\n", " 'intensity_image',\n", " 'label',\n", " 'local_centroid',\n", " 'major_axis_length',\n", " 'max_intensity',\n", " 'mean_intensity',\n", " 'min_intensity',\n", " 'minor_axis_length',\n", " 'moments',\n", " 'moments_central',\n", " 'moments_hu',\n", " 'moments_normalized',\n", " 'orientation',\n", " 'perimeter',\n", " 'slice',\n", " 'solidity',\n", " 'weighted_centroid',\n", " 'weighted_local_centroid',\n", " 'weighted_moments',\n", " 'weighted_moments_central',\n", " 'weighted_moments_hu',\n", " 'weighted_moments_normalized']" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(our_regions[10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are four types of information:\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: the image enclosed in the bounding-box\n", "\n", "Let us look at one region:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "526" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "our_regions[706].area" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False],\n", " [False, True, False, ..., False, False, False],\n", " ...,\n", " [False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False]])" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "our_regions[706].image" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "526\n", "[[ 69 342]\n", " [ 69 343]\n", " [ 70 335]\n", " ...\n", " [ 99 350]\n", " [100 346]\n", " [100 347]]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(our_regions[706].area)\n", "print(our_regions[706].coords)\n", "\n", "plt.imshow(our_regions[706].image);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the coordinates information we can then for example recreate an image that contains only that region:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 69, 342],\n", " [ 69, 343],\n", " [ 70, 335],\n", " ...,\n", " [ 99, 350],\n", " [100, 346],\n", " [100, 347]])" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "our_regions[706].coords" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "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", "newimage[our_regions[706].coords[:,0],our_regions[706].coords[:,1]] = 1\n", "#plot the result\n", "plt.imshow(newimage);" ] }, { "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": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "areas = [x.area for x in our_regions]\n", "plt.hist(areas)\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. Let's create a new image where we do that:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x1252b2150>" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "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 our_regions:\n", " if x.area>200:\n", " newimage[x.coords[:,0],x.coords[:,1]] = 1\n", "#plot the result\n", "plt.imshow(newimage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that we still have some spurious signal. We can measure again properties for the remaining regions and try to find another parameter for seleciton:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "newimage_lab = label(newimage)\n", "our_regions2 = regionprops(newimage_lab)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of our regions are circular, a property measures by the eccentricity. We can verifiy if we have outliers for that parameter:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist([x.eccentricity for x in our_regions2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's discard regions that are too oblong (>0.8):" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#create a zero image\n", "newimage = np.zeros(image.shape)\n", "\n", "#fill in using region coordinates\n", "for x in our_regions2:\n", " if x.eccentricity<0.8:\n", " newimage[x.coords[:,0],x.coords[:,1]] = 1\n", "\n", "#plot the result\n", "plt.imshow(newimage);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a success! We can verify how good the segmentation is by superposing it to the image. A trick to superpose a mask on top of an image without obscuring the image, is not set all 0 elements of the mask to ```np.nan```." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "newimage[newimage == 0] = np.nan" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "plt.imshow(image,cmap = 'gray')\n", "plt.imshow(newimage,alpha = 0.4,cmap = 'Reds', vmin = 0, vmax = 2);" ] } ], "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": "3.7.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "toc-showmarkdowntxt": false }, "nbformat": 4, "nbformat_minor": 4 }