{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
ESF projekt Západočeské univerzity v Plzni reg. č. CZ.02.2.69/0.0/0.0/16 015/0002287
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Image Segmentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Segmentace - kompletní a částečná (vytvořené oblasti jsou homogenní vzhledem k zvoleným vlastnostem), využití apriorní informace\n", "\n", "Techniky - prahovaní, hrany, narůstaní oblasti, rozdělovaní oblasti, srovnání se vzorem\n", "\n", "Prahování - nenáročná, rychlá, volba prahu - interaktivně, automaticky\n", "\n", "Detekce hran - canny, sobel\n", "\n", "Narůstání oblasti - homogenita\n", "\n", "Template matching" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import skimage\n", "from skimage import data\n", "from skimage import morphology" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'histogram of grey values')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#nacteni a histogram\n", "coins = data.coins()\n", "hist = np.histogram(coins, bins=np.arange(0, 256))\n", "\n", "plt.figure(figsize=(8, 3))\n", "plt.subplot(121)\n", "plt.imshow(coins, cmap=plt.cm.gray, interpolation='nearest')\n", "\n", "plt.axis('off')\n", "plt.subplot(122)\n", "plt.plot(hist[1][:-1], hist[0], lw=2)\n", "plt.title('histogram of grey values')" ] }, { "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": [ "#primitivni segmentace\n", "plt.figure(figsize=(9, 3.5))\n", "plt.subplot(121)\n", "plt.imshow(coins > 100, cmap=plt.cm.gray, interpolation='nearest')\n", "plt.title('coins > 100')\n", "plt.axis('off')\n", "\n", "plt.subplot(122)\n", "plt.imshow(coins > 150, cmap=plt.cm.gray, interpolation='nearest')\n", "plt.title('coins > 150')\n", "plt.axis('off')\n", "\n", "plt.subplots_adjust(hspace=0.01, wspace=0.01, top=1, bottom=0, left=0, right=1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import data\n", "from skimage import filters\n", "from skimage import exposure\n", "\n", "val = filters.threshold_otsu(coins)\n", "mask = coins < val\n", "\n", "\n", "plt.figure(figsize=(9, 3.5))\n", "plt.gray()\n", "plt.subplot(131)\n", "plt.imshow(coins)\n", "\n", "plt.subplot(132)\n", "plt.imshow(mask)\n", "\n", "\n", "\n", "#hist, bins_center = exposure.histogram(camera)\n", "plt.subplot(133)\n", "#plt.plot(bins_center, hist, lw=2)\n", "plt.hist(coins.ravel(),256)\n", "plt.axvline(val, color='k', ls='--')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#labeling\n", "import skimage.measure\n", "import matplotlib.pyplot as plt\n", "from scipy import ndimage\n", "import numpy as np\n", "\n", "#\n", "n = 12\n", "l = 256\n", "np.random.seed(1)\n", "im = np.zeros((l, l))\n", "points = l*np.random.random((2, n**2))\n", "im[(points[0]).astype(np.int), (points[1]).astype(np.int)] = 1\n", "im = ndimage.gaussian_filter(im, sigma=l/(4.*n))\n", "blobs = im > 0.7 * im.mean()\n", "\n", "all_labels = skimage.measure.label(blobs)\n", "blobs_labels = skimage.measure.label(blobs, background=0)\n", "plt.figure(figsize=(9, 3.5))\n", "plt.subplot(131)\n", "plt.imshow(blobs, cmap='gray')\n", "plt.axis('off')\n", "plt.subplot(132)\n", "plt.imshow(all_labels)\n", "plt.axis('off')\n", "plt.subplot(133)\n", "plt.imshow(blobs_labels)\n", "plt.axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pocet minci je: 27\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "elevation_map = skimage.filters.sobel(coins)\n", "plt.figure()\n", "plt.title('elevation map')\n", "plt.imshow(elevation_map)\n", "markers = np.zeros_like(coins)\n", "markers[coins < 30] = 1\n", "markers[coins > 150] = 2\n", "plt.figure()\n", "plt.title('markers')\n", "plt.imshow(markers)\n", "segmentation = skimage.morphology.watershed(elevation_map, markers)\n", "plt.figure()\n", "plt.title('segmentation')\n", "plt.imshow(segmentation)\n", "image_label_overlay = skimage.color.label2rgb(skimage.measure.label(segmentation), image=coins) \n", "plt.figure()\n", "plt.title('labels')\n", "plt.imshow(coins)\n", "plt.imshow(image_label_overlay)\n", "print (\"Pocet minci je:\", skimage.measure.label(segmentation).max())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Otsu's segmentation - minimizing the intra-class variance is the same as maximizing inter-class variance\n", "from skimage import data\n", "from skimage import filters\n", "from skimage import exposure\n", "\n", "camera = data.camera()\n", "val = filters.threshold_otsu(camera)\n", "mask = camera < val\n", "\n", "\n", "plt.figure(figsize=(9, 3.5))\n", "plt.gray()\n", "plt.subplot(131)\n", "plt.imshow(camera)\n", "\n", "plt.subplot(132)\n", "plt.imshow(mask)\n", "\n", "\n", "\n", "#hist, bins_center = exposure.histogram(camera)\n", "plt.subplot(133)\n", "#plt.plot(bins_center, hist, lw=2)\n", "plt.hist(camera.ravel(),256)\n", "plt.axvline(val, color='k', ls='--')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def naprahuj(image, threshold):\n", " threshold.insert(0, 0)\n", " im2 = np.empty(image.shape, dtype=np.uint8)\n", " for i in range(image.shape[0]):\n", " for j in range(image.shape[1]): \n", " for k in range(len(threshold)):\n", " if threshold[len(threshold)- k - 1] <= image[i, j]: \n", " im2[i, j] = np.uint8(np.round(np.double((len(threshold) - k - 1))))\n", " break\n", " return im2" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "imgtr2 = naprahuj(camera, [50,120,200])\n", "plt.figure()\n", "plt.imshow(camera, cmap='gray')\n", "plt.figure()\n", "plt.imshow(imgtr2, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Filling the holes')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#segmentace na základě hran\n", "from scipy import ndimage\n", "from skimage import feature\n", "edges = feature.canny(coins)\n", "\n", "plt.imshow(edges, cmap= 'gray', interpolation = 'nearest')\n", "plt.axis('off')\n", "plt.title('Canny detector')\n", "\n", "plt.figure()\n", "fill_coins = ndimage.binary_fill_holes(edges)\n", "plt.imshow(fill_coins, cmap='gray', interpolation='nearest')\n", "plt.axis('off')\n", "plt.title('Filling the holes')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'elevation_map')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Region-based segmentation\n", "import skimage.morphology\n", "elevation_map = skimage.filters.sobel(coins)\n", "\n", "plt.imshow(elevation_map, cmap=plt.cm.jet, interpolation='nearest')\n", "plt.axis('off')\n", "plt.title('elevation_map')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'markers')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "markers = np.zeros_like(coins)\n", "markers[coins < 30] = 1\n", "markers[coins > 160] = 2\n", "plt.imshow(markers, cmap='Spectral', interpolation='nearest')\n", "plt.axis('off')\n", "plt.title('markers')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "segmentation = skimage.morphology.watershed(elevation_map, markers)\n", "\n", "plt.imshow(segmentation, cmap=plt.cm.gray, interpolation='nearest')\n", "plt.axis('off')\n", "plt.imshow(segmentation, cmap = 'gray')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "segmentation = segmentation -1" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "size = 3\n", "kernel = np.ones((size,size))\n", "erosion = skimage.morphology.binary_erosion(segmentation, kernel)\n", "plt.imshow(erosion, cmap = 'gray')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pocet minci je: 24\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_label_overlay = skimage.color.label2rgb(skimage.measure.label(erosion), image=coins)\n", "plt.imshow(image_label_overlay)\n", "print (\"Pocet minci je:\", skimage.measure.label(erosion).max())" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 1 }