{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Houghova transformace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vstup: obraz\n", "\n", "Výstup: pozice hledaných objektu\n", "\n", "Cíl: nalézt v obraze objekty popsané mat. funkcí" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![lines](http://www.kky.zcu.cz/uploads/courses/zdo/lesson9/vstup1.jpg)\n", "![edges](http://www.kky.zcu.cz/uploads/courses/zdo/lesson9/edge1.jpg)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline --no-import-all" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from skimage.transform import (hough_line, hough_line_peaks,\n", " probabilistic_hough_line)\n", "from skimage.feature import canny\n", "from skimage import data\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import skimage\n", "import skimage.transform\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from skimage.transform import hough_line\n", "from skimage.draw import line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Akumulátor" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = np.zeros((100, 150), dtype=bool)\n", "img[30, :] = 1\n", "img[:, 65] = 1\n", "img[35:45, 35:50] = 1\n", "rr, cc = line(60, 130, 80, 10)\n", "img[rr, cc] = 1\n", "img += np.random.random(img.shape) > 0.95\n", "\n", "hspace, angles, dists = hough_line(img)\n", "\n", "plt.figure(figsize=(15,15))\n", "plt.subplot(1, 2, 1)\n", "\n", "plt.imshow(img, cmap=plt.cm.gray)\n", "plt.title('Input image')\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.imshow(hspace, \n", "# cmap=plt.cm.bone,\n", " extent=(np.rad2deg(angles[-1]), np.rad2deg(angles[0]),\n", " dists[-1], dists[0]))\n", "plt.title('Hough transform')\n", "plt.xlabel('Angle (degree)')\n", "plt.ylabel('Distance (pixel)')\n", "\n", "plt.subplots_adjust(wspace=0.4)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nalezení vrcholů v Houghově transformaci\n", "\n", "[dokumentace k hough_line_peaks](http://scikit-image.org/docs/dev/api/skimage.transform.html#skimage.transform.hough_line_peaks)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[150 94]\n", "[1.57079633 1.41283915]\n", "[30.58448753 80.72299169]\n" ] } ], "source": [ "#from skimage.transform import hough_peaks\n", "\n", "#d#ir(skimage.transform)\n", "\n", "\n", "lhspace, langles, ldists = skimage.transform.hough_line_peaks(hspace, angles, dists)\n", "print(lhspace)\n", "print(langles)\n", "print(ldists)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jednoduchý příklad" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Construct test image\n", "\n", "image = np.zeros((100, 100))\n", "\n", "\n", "# Classic straight-line Hough transform\n", "\n", "idx = np.arange(25, 75)\n", "image[idx[::-1], idx] = 255\n", "image[idx, idx] = 255\n", "\n", "h, theta, d = hough_line(image)\n", "\n", "plt.figure(figsize=(15, 15))\n", "\n", "plt.subplot(131)\n", "plt.imshow(image, \n", " cmap=plt.cm.gray\n", " )\n", "plt.title('Input image')\n", "\n", "plt.subplot(132)\n", "plt.imshow(np.log(1 + h),\n", " extent=[np.rad2deg(theta[-1]), np.rad2deg(theta[0]),\n", " d[-1], d[0]],\n", "# cmap=plt.cm.gray, \n", " aspect=1/1.5)\n", "plt.title('Hough transform')\n", "plt.xlabel('Angles (degrees)')\n", "plt.ylabel('Distance (pixels)')\n", "\n", "plt.subplot(133)\n", "plt.imshow(image, cmap=plt.cm.gray)\n", "rows, cols = image.shape\n", "for _, angle, dist in zip(*hough_line_peaks(h, theta, d)):\n", " y0 = (dist - 0 * np.cos(angle)) / np.sin(angle)\n", " y1 = (dist - cols * np.cos(angle)) / np.sin(angle)\n", " plt.plot((0, cols), (y0, y1), '-r')\n", "plt.axis((0, cols, rows, 0))\n", "plt.title('Detected lines')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Další příklad" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Line finding, using the Probabilistic Hough Transform\n", "\n", "image = data.camera()\n", "edges = canny(image, 2, 1, 25)\n", "lines = probabilistic_hough_line(edges, threshold=100, line_length=5, line_gap=3)\n", "\n", "plt.figure(figsize=(15, 15))\n", "\n", "plt.subplot(131)\n", "plt.imshow(image, cmap=plt.cm.gray)\n", "plt.title('Input image')\n", "\n", "plt.subplot(132)\n", "plt.imshow(edges, \n", " cmap=plt.cm.gray\n", " )\n", "plt.title('Canny edges')\n", "\n", "plt.subplot(133)\n", "plt.imshow(edges * 0)\n", "\n", "for line in lines:\n", " p0, p1 = line\n", " plt.plot((p0[0], p1[0]), (p0[1], p1[1]))\n", "\n", "plt.title('Probabilistic Hough')\n", "plt.axis('image')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kruhová Houghova transformace" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from skimage import data, feature, color\n", "from skimage.transform import hough_circle\n", "from skimage.feature import peak_local_max\n", "from skimage.draw import circle_perimeter\n", "from skimage.util import img_as_ubyte\n", "\n", "\n", "# Load picture and detect edges\n", "image = img_as_ubyte(data.coins()[0:95, 70:370])\n", "edges = feature.canny(image, sigma=3, low_threshold=10, high_threshold=50)\n", "\n", "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 6))\n", "\n", "# Detect two radii\n", "hough_radii = np.arange(15, 30, 2)\n", "hough_res = hough_circle(edges, hough_radii)\n", "\n", "centers = []\n", "accums = []\n", "radii = []\n", "\n", "for radius, h in zip(hough_radii, hough_res):\n", " # For each radius, extract two circles\n", " peaks = peak_local_max(h, num_peaks=2)\n", " centers.extend(peaks)\n", " accums.extend(h[peaks[:, 0], peaks[:, 1]])\n", " radii.extend([radius, radius])\n", "\n", "# Draw the most prominent 5 circles\n", "image = color.gray2rgb(image)\n", "for idx in np.argsort(accums)[::-1][:5]:\n", " center_x, center_y = centers[idx]\n", " radius = radii[idx]\n", " cx, cy = circle_perimeter(center_y, center_x, radius)\n", " image[cy, cx] = (220, 20, 20)\n", "\n", "ax.imshow(image, cmap=plt.cm.gray)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\"\"\"\n", "Ellipse detection\n", "=================\n", "\n", "In this second example, the aim is to detect the edge of a coffee cup.\n", "Basically, this is a projection of a circle, i.e. an ellipse.\n", "The problem to solve is much more difficult because five parameters have to be\n", "determined, instead of three for circles.\n", "\n", "\n", "Algorithm overview\n", "------------------\n", "\n", "The algorithm takes two different points belonging to the ellipse. It assumes\n", "that it is the main axis. A loop on all the other points determines how much\n", "an ellipse passes to them. A good match corresponds to high accumulator values.\n", "\n", "A full description of the algorithm can be found in reference [1]_.\n", "\n", "References\n", "----------\n", ".. [1] Xie, Yonghong, and Qiang Ji. \"A new efficient ellipse detection\n", " method.\" Pattern Recognition, 2002. Proceedings. 16th International\n", " Conference on. Vol. 2. IEEE, 2002\n", "\"\"\"\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "from skimage import data, feature, color\n", "from skimage.transform import hough_ellipse\n", "from skimage.draw import ellipse_perimeter\n", "\n", "# Load picture, convert to grayscale and detect edges\n", "image_rgb = data.coffee()[0:220, 160:420]\n", "image_gray = color.rgb2gray(image_rgb)\n", "edges = feature.canny(image_gray, sigma=2.0,\n", " low_threshold=0.55, high_threshold=0.8)\n", "\n", "# Perform a Hough Transform\n", "# The accuracy corresponds to the bin size of a major axis.\n", "# The value is chosen in order to get a single high accumulator.\n", "# The threshold eliminates low accumulators\n", "result = hough_ellipse(edges, accuracy=20, threshold=250,\n", " min_size=100, max_size=120)\n", "result.sort(order='accumulator')\n", "\n", "# Estimated parameters for the ellipse\n", "best = result[-1]\n", "yc = int(best[1])\n", "xc = int(best[2])\n", "a = int(best[3])\n", "b = int(best[4])\n", "orientation = best[5]\n", "\n", "# Draw the ellipse on the original image\n", "cy, cx = ellipse_perimeter(yc, xc, a, b, orientation)\n", "image_rgb[cy, cx] = (0, 0, 255)\n", "# Draw the edge (white) and the resulting ellipse (red)\n", "edges = color.gray2rgb(edges)\n", "edges[cy, cx] = (250, 0, 0)\n", "\n", "fig2, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(10, 6))\n", "\n", "ax1.set_title('Original picture')\n", "ax1.imshow(image_rgb)\n", "\n", "ax2.set_title('Edge (white) and result (red)')\n", "ax2.imshow(edges.astype(float))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Zpětná projekce" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\miros\\Miniconda3\\envs\\animalwatch\\lib\\site-packages\\skimage\\transform\\_warps.py:84: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.\n", " warn(\"The default mode, 'constant', will be changed to 'reflect' in \"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from __future__ import print_function, division\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from skimage.io import imread\n", "from skimage import data_dir\n", "from skimage.transform import radon, rescale\n", "\n", "image = imread(\"http://www.damtp.cam.ac.uk/user/cbs31/webpage_tvdode/phantom.png\", as_grey=True)\n", "image = rescale(image, scale=0.4)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4.5))\n", "\n", "ax1.set_title(\"Original\")\n", "ax1.imshow(image, cmap=plt.cm.Greys_r)\n", "\n", "theta = np.linspace(0., 180., max(image.shape), endpoint=False)\n", "sinogram = radon(image, theta=theta, circle=True)\n", "ax2.set_title(\"Radon transform\\n(Sinogram)\")\n", "ax2.set_xlabel(\"Projection angle (deg)\")\n", "ax2.set_ylabel(\"Projection position (pixels)\")\n", "ax2.imshow(sinogram, cmap=plt.cm.Greys_r,\n", " extent=(0, 180, 0, sinogram.shape[0]), aspect='auto')\n", "\n", "fig.subplots_adjust(hspace=0.4, wspace=0.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FBP rms reconstruction error: 0.0547\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\miros\\Miniconda3\\envs\\animalwatch\\lib\\site-packages\\matplotlib\\axes\\_base.py:1400: MatplotlibDeprecationWarning: The 'box-forced' keyword argument is deprecated since 2.2.\n", " \" since 2.2.\", cbook.mplDeprecation)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.transform import iradon\n", "\n", "reconstruction_fbp = iradon(sinogram, theta=theta, circle=True)\n", "error = reconstruction_fbp - image\n", "print('FBP rms reconstruction error: %.3g' % np.sqrt(np.mean(error**2)))\n", "\n", "imkwargs = dict(vmin=-0.2, vmax=0.2)\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4.5), sharex=True, sharey=True, subplot_kw={'adjustable':'box-forced'})\n", "ax1.set_title(\"Reconstruction\\nFiltered back projection\")\n", "ax1.imshow(reconstruction_fbp, cmap=plt.cm.Greys_r)\n", "ax2.set_title(\"Reconstruction error\\nFiltered back projection\")\n", "ax2.imshow(reconstruction_fbp - image, cmap=plt.cm.Greys_r, **imkwargs)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvFvnyVgAAA5FJREFUeJzt1MENwCAQwLDS/Xc+tgCJ2BPklTUzHwDv+28HAHCG4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QIThA0QYPkCE4QNEGD5AhOEDRBg+QMQGL4sE9RSocXsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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PPvkkAOeff37dn6sRapVQlxX+nDvttNNSbIlI6xg0aFAyV3nHjh1A4fr9fipqrPdhbx/C9ptoxMeqZOthjaBFREQySB20iIhIBinEXYavfe1rverWrFmTQkvqK4Zvli1bltSdeuqpaTWnrt55552kvGHDhj6Py9Lr9+dcDHH7c/Pee+9teJtEmt3BgweTpT2LbU3rQ9jFlv30Wdw+nB1XMFSIW0REpEVoBF2lu+66K+0m1Fyxb49xdDlt2rRGN6dq/b0eP4Luz7p165LykUceWZuGVcifc5dddlmKLRFpHYMGDUpW+3rvvfeAwlGz39o1Joz5UbHfIMNvshG3nqxkGq5G0CIiIhmkDlpERCSDFOIuwz333JN2ExrKh2RiKHjq1KlJnZ8XmDXFwkk+nF1qaDvasmVLUk47xF2MPzeVJCZSvu7u7mTOcuRXU/Th7Bju9olhcVMMKAxxx89Jf3upNIIWEZGmZmYdZva8mf17/vejzOxZM3vdzH5iZkPTbmMlqh5Bm1kHsBR4K4TwWTM7CngEGA8sB/40hLC/2ueRxtuzZ09SHjFiBACvv/56UpflLSp928tNCBtITDrLcgRBpM1cB6wC4p6OdwLfDSE8Ymb/F7gKuC+txlWqFiPo+IeJ4h/mWGAbuT+MiIhIzZnZNOB/A/fnfzfgXODx/CEPA58b6HEGDx7M+PHjGT9+PB0dHXR0dNDV1ZX8hBCSn3379rFv3z66u7uTH8/fb9CgQQUZ3uWoqoOu1R9GRESkQvOAG4E4J+pDwPYQQlwoewNwRLE7mtlcM1tqZkt37dpV/5aWqdoQd/zDHJb/veQ/TLM799xz025C3fmkiPgN0YeOsyi20ydv1Cq0HRVbRSgt8TyMG5yItBMz+yywOYSwzMzOidVFDi36nzaEsABYAHDUUUeFmBQWP0d8kpgvx00y/MjZb5zhL3/FhLE4H7ocFXfQ1f5hzGwu0HtTZRERkdKcCfyxmV0IDCd3DXoe0Glmg/ODxWnA2ym2sWLVjKCr+sP4by5mlp0hiRQVpxlNmTIlqVu5ciUAJ5xwQiptKia20yeziUhrCiHcDNwMkB8o/mUI4U/M7DHgC+QSlq8AfpZaI6tQ8TXoEMLNIYRpIYSZwBeBJ0MIfwL8ltwfBpr4DyMiIk3rJuAbZraG3KXXBwa6g5klyWFDhgxhyJAhBYlhMdlr0KBBHDhwgAMHDhQkifljhw4dmvwMHz6c4cOHF9xeqnosVHIT8IiZ/S3wPCX8YURERKoRQngKeCpfXguclmZ7aqEmHXQr/mG84447rlddsQ0YWln81rdx48akLq4q5v8WacwN9m3q6uoCsp/MVivFzsN4vr722muNbo6I1JCW+hQRkbbX0dHB2LFjgZ6Mbb+bVfzy7+v9Dld9HRu/RI8cObLsNqmDLsHChQt71bXLCK0/mzZtAipbXcxPWYDCKQrlPr8XE9faRbHzMJ6vkydPbnRzRKSG1EGLiEjbCyEko924L7RfQ2H//t4rVsclkKFwkOHL8fKgNssQERFpERpBS8XiN8M1a9YkdR/+8IeB3iFsgMMPP7ykx3377d5T5+M3Ur/tY7Rt27ak7K8DiYg0M3XQIiLS9syMoUNzu1LG2SjDhw9Pbi+297MfEPhBid8cY+fOnQAcc8wxZbdJHXQZnn766bSbkHnLly8H4Oijj07qRo8eXdZjxP8Iu3fvTur8uuCHKpYs1m78uVlsWqCINB9dgxYREckgjaBFRKTtmVkSpo7zobdv31702GLzoIvdDj3zn8eNG1d2m9RBl2DSpEkAPPXUU+k2pAls3rwZgOnTpyd1cZ/VYslfxcTjS50bHbdza5RiCXBp83/bs846K8WWiEitZO+TRkREpMGGDBmSLO4T50P7/BafBzPQksY+SSw+1owZM8pukzroJhOTr9auXZtyS/rnV7gaNWoUUHiCHzpp399W6sh53bp11TRRRCTTlCQmIiKSQRpBi4hI2zMzhg0bBsARRxwBwLJly5Lbi+We+N3k4hxqKEwSi8uG+ttLpQ66ycQ3O+v8HOYY4t66dWtNn6PYqmL1MnHixIY9l4gIKMQtIiKSSRpBN5mBsgezYsOGDUm5ltse+pG5iEitDB48mAkTJgDF5zfHvQegZ/lOvxSoT3T1kc6YEBunj5ZDI2gREZEM0ghaRETanh9Bv/vuu0BhYldXV1e/9/cjaH9s3DPaz40uuU1l30Mywc8j7m8jiVZT6hzpWjvyyCNTeV4RaV8KcYuIiGSQRtBNyi+8Hte/zqq44lctRqH/8z//U/VjiIj0JyaE+c/ZYst++sQxn1jmw9lxs4z9+/eX3Q6NoEVERDJII+gm5XeLyvoIutG7TdXS6NGj026CiLQpddAiIiL0LNEZBxVTpkxJbnvppZeSckzS9WFtvxSoz/6uJHs7uW/F9xQREZG60Qha6s5vPdls4vaeItLaQgjJCPr9998H4LDDDktu9yPkYtM9/dRXnxAWV3+sZDqsRtAiIiIZpBF0C4jf8ipZ67WR4io9UPhtEwq/XRbb9WrVqlX1a1g/Dm2niEijqIMWERFxYqjbJ3j5cHcMgfskMR/29tvTxpkglayCqBC3iIhIBmkE3QJiItOKFStSbklxMbkifuuE3qFj/3s8Pq11t30oXkQkLeqgRUSk7XV1dbFmzRqgJyfGh7j93s9xh6ru7u6kzg8yfDg8hssroQ66BFlfqSuOOP3k+ErWfa2XYpufl3u8/49QbzNmzGjYc9VD1s9XESmNOmgREWl7Bw8eTNZsiIMePzCIo2boGS370bGfJ+032YijcG2WISIi0iI0gm4hY8eOTcpbtmxJsSWF4vWcuO0kwIknnjjg8V5XV1ftGyYikmHqoEVEpO0dPHgwmWkSE8J8WNqHsGO42+8H7UPgPvQdZ6OUm4sD6qDLMm3atLSb0K8jjzwyKWdpBB298cYbSXny5MkFt6U1pcqbNWtW2k2oWNbPTREpn65Bi4iIZJBG0CIi0vbMLNl5Kkb0fAh75MiRSTnWjxo1quD+xcRM8EqihFV10GbWCdwPnAgE4EpgNfATYCbwBnBpCGFbNc+TtrPPPhuA1atXp9yS0h133HEAvPbaaym3pLgshLQBOjs7k7K/xtRszjjjjKT8kY98JMWWiEitVBvi/h7wRAjheGAWsAr4JvCbEMKxwG/yv4uIiGRWd3c3O3bsYMeOHUldR0dH8tPZ2Zn8FGNmyc+gQYOSnxACIQQ++OCD5KdUFQ8ZzGwM8CngKwAhhP3AfjO7GDgnf9jDwFPATZU+TxZkdRTaH7/UnPTtmGOOSbsJNdeM56tIpVo5klvNCPpoYAvwj2b2vJndb2ajgMkhhI0A+X8n1aCdIiIixbRsJLeai26DgVOAr4cQnjWz71HGH8HM5gJzq3h+ERFpY7WM5IYQktyY+K8PR/tlP+M86e3btyd1kyb1jEX9JhuVzH+OqumgNwAbQgjP5n9/nFwH/Y6ZTQ0hbDSzqUDRlftDCAuABQBmFoodk2VxE+7du3en3JL++a0Tt27dmmJLsiUm0TW7eB6KtCkfyZ0FLAOu45BIrpkVjeT6geLEiRMb0+IyVBziDiFsAtabWUwZ/TSwEvg5cEW+7grgZ1W1UEREpLgYyb0vhPBxYA9lRHJDCAtCCLNDCLP9UslZUe28kq8DPzKzocBa4M/IdfqPmtlVwDrgkiqfI5N8CCPL/NaJzTyCjvMTq9l20m/H2SpJdM1yHorUSVWRXC9mWkPPUp3lhKr9NE0/fzqWK/nsqqqDDiG8AMwuctOnq3lcERGRgYQQNpnZejP7SAhhNT2R3JXkIrh/TxNHcpt3ZQYREZEaRXIPHDjAtm25mVjjx48HCjfL8CPgOFqO+0IfWvYj73i/ho+gpbnEFaaaaUW0aNiwYQDs3bu34sc46aSTatUcEcmIVo7k6gKWiIhIBmkEXYZrrrkmKT/55JMAzJ5d7ItbNsUpOXE0CtDV1ZVWc8ry0Y9+FIBly5aVdLxPCGvlkXM8D/25KSLl6+joYMyYMUBPYpff4znuFQ09n6Hjxo1L6nySmP9c9ZtslEsjaBERkQxSBy0iIpJBCnG3oRNPPDEplxoyroWZM2dW/Rh+Xvebb77Z53GtHNYWkdrr7u5m165dQE8Wtw9V+3nQsezD2nHuNBReYosZ3X5udKk0ghYREckgjaDLcO+99yble+65J8WW1M6sWbMAWLFiRd2fy3/brJRfW9yX250/N0WkfB0dHUlCV1xRzH9m+RF0XIlw8+aeBcp8Mpg/Ns5/1ghaRESkRaiDFhERySCFuCsU9wH9xje+kdTdddddaTWnYjGE09nZmdT5PU5rKYu7xTQjf87V670SaTfFNsuIm/RA4VKecT9ov+lOX8dGcY/pcmgELSIikkEaQVdowYIFANx4441JXTOOoKNjjjkmKf/+978H4L333qvJY48aNaomjyM5l112WVL+zne+k2JLRKSe1EGLiIg4xXae8jtUxXJfe0AX2ztaIW4REZEWoRF0hW666SagMMTdKo466igApk+fntRVM0/6+OOPr7pNUlw8D0WkOoMGDUo2FIojaD9q9iPkmAQWk8UOvd2X48i5kv2gNYIWERHJII2gayhuTea3JWtm/vrKqaeeCsD69euTOr+KzqH3iSuUSe34re9EpPWpgxYRkbY3ZMgQjjjiCABWr14NwKRJk5LbfYg6zpOO86ahMBzuxXC3QtwiIiItQiPoKt1www1JeeHChQDMnj07rebUnU8c82Wpv3h++XNORFqXOmgREWl7IYRk/+dhw4YBhflExULYft/n/fv3F33cmJezdevWstukDrpK8+bNS8rf/e53U2yJtAt/zolI61IHLSIiQk9CV9wEw4+K/epgsew3xdi3b19SjklkAHv27AH6TiLrj5LEREREMkgj6BravXs3ANdee21SN3/+/LSaIy3An0vx/BKR9qAOWkRE2t7BgweTJLEY6u5r+U6fHBb5/aC9GA4fOXJk2W1SB11D8bqFfyM1gpZqXH755Um52A45ItK6dA1aREQkgzSCFhERceI86L179yZ1o0aNSsoxu9tna/uMbp+xHY/ta550f9RB11l80/yarSID8f/ZRaQ9qYMWEZG2F0JIVg7zI+Mo7ut8aLkYP1qO86PHjBlTdpvUQdfBmWeemZQXLVoEtPb63FJ78bzx55KItBcliYmIiGSQRtAiItL2QgjJFNk4ZznOi4bCPKI45dGHuv30Wp8kFsuV5CGpg66DZ555JinHN/jqq69O6r7//e83vE2Sff4cieeNP5dEpL0oxC0iIpJBGkHX2fDhw4HC8Md9993Xq07aVwyXXXnllb3qRKRxuru7gZ75z375Tv9/Moa2/ZKfPqzt95GO4fLx48eX3R6NoEVERDJII2gREWl7ZpZEPONI2s+HLjYP2t/uR9B+5B3LA82dLqaqDtrMbgC+CgTgJeDPgKnAI8B4YDnwpyGE8tc4azHxDQdYsmQJoLnRkhPPB3+OiIhUHOI2syOAa4HZIYQTgQ7gi8CdwHdDCMcC24CratFQERGRdlJtiHswMMLMPgBGAhuBc4HL8rc/DPwNcF+Vz9P0zjrrrKQcV4k67bTTkrrnnnuu4W2qh7jlprdr165edYfunepHj1OnTu11/MaNG2vQuuzw733kzxERaayDBw8myWFxmmMMeQPs3LkzKY8ePRro2VQDCpf39KHvmEjW137R/al4BB1CeAv4B2AduY55B7AM2B5CiMH2DcARxe5vZnPNbKmZLa20DSIiIq2qmhD3OOBi4CjgcGAU8JkihxadSxRCWBBCmB1C0IVYERGRQ1QT4v4j4PchhC0AZvZT4Ayg08wG50fR04C3q29m81u8eHFSjqESv6JYMyaMDR6cO30mTpzY73ExHLR169akbsKECQXHDBTCbrVtO/17H88Hf46ISGlqlax84MCB5DMqfj75sLVftyLuULVjx46kbsSIEb1uh5550Lt37y73pVU1D3odcLqZjbTcDO5PAyuB3wJfyB9zBfCzKp5DRESkqFZPVq54BB1CeNbMHif37eQA8DywAPh/wCNm9rf5ugdq0dBWMnbsWKDwG9n1118PwLx581JpUyXivD4/vy+Oqr0hNBNbAAAMZElEQVQ4Qqxm9FvJHMIsiu+zF88HEalITZKVzSyJ1MWRs5/b7D+vY1KrT4r1G2v4Fcbisb6uVFVlcYcQbgVuPaR6LdA7RVVERKSGQghvmVlMVn4f+E/KSFbOOi31KSIiTanaZGU/m6iSa8T1pqU+U+QXX4/hEz/X7sEHH2x4myqxZcuWsu/TX1JYDC/FcBM098YifhOML3/5y4A2wxCpkaqSlUMIC8hdmmXGjBkhXoYbM2YMUJgk5udEx7Ud/OeSv4Tn50fHOdH+sUqlEbSIiDSrlk5W1gg6I6699loA5s+fn9Q1ywi61t599920m1BTV199dVKO77OIVK/Vk5XVQYuISNOqVbKymSWzUOLlNT+f2e/xHEPbPmztZ5r4cHhUSRa3QtwiIiIZpBF0Rtx9990ATJkyJalbujS3TLnfRMF/o5Ps8d+cn376aQD+7u/+LqmL77OIZE9M3oxzl30SmC/H4/yo2W+GETfd8PXF1ogYiEbQIiIiGWRZmL5iZuk3IoPie/Pyyy8ndV/5yldSao2U4qGHHkrKJ554IqApVf1Yps1yJCtmzpwZbrnlFgA6OzsB2LNnT3K7vwYdR9h+m9y+tpOMq435Vcc+97nPlXTuK8QtIiJtb8yYMZx33nkArFixAijcy94necXOuq8O2q/hEOdB+z2iS6UQt4iISAZpBJ1hMTTqv8XFxCOfOCbpi++LTxpRaFtEqqEOWkRE2t7OnTt54oknADjnnHMAWLJkScHtUQxt+y/hfZWjSrK41UE3AZ9cEBPHfDKSEsfS4d+DOL1Ko2YRqRV10CIi0vbefPNN5s6dC8CiRYuAwlFvsT3p/RfyvvasHzVqFNAzq6McShITERHJII2gm0z8xrZjx46kLq449od/+IdJnZ+/J9WL34IB/uu//gsovCal0LaI1Jo6aBEREeeGG24A4Pbbb0/q/DLLcQDkF/ry85x9aDzOj163bl3Z7VAH3aTGjh2blONJEkd2AI899hgAd955Z2Mb1mJuuukmAC655JJet/n3QESk1nQNWkREJIM0ghYREXEWL14MwCmnnJLUbdiwISn7JT4jv9TnsGHDkvLUqVMBuO6668puhzroFhATlOJC7wC33XYbAO+++25Sd//99ze2YU3qq1/9alKOoe1bb+3ZD/7b3/52w9skIu1HHbSIiEgRftQ8aFDPFeG4eNT27duTOr8XvE8eO+mkkwBYvnx52c+v7SZbVAyx+MzD6M///M+T8rJlyxrWpiw69dRTk/IPfvCDXrfH/3RdXV0Na1Mb0XaTkhnF+qGXXnopKb/wwgtJOYa4fQftp2L6na8uvvhioGcLy7ySzn0liYmIiGSQQtwiIiJFzJ8/PylfeOGFSXn9+vVAYWLY/v37k7IfTb/yyisVP7866BYVQ7J+hat4ohQL5V566aVJee3atXVuXTqOPvropPzoo4/2un3lypUAfOxjH2tYm0RE+qIQt4iISAYpSazNFXv/33//faBnRxeAG2+8sWFtqoXvfOc7SXnOnDkAjBgxotdxWkM7VUoSk8wo1g/5ZC8fqn766aeBwh2s/GfJhz/84aQcV3P85S9/6R9aSWIiIiLNStegRUREivCJX36ec5zG6m/3q4f5PJZf/epXFT+/Oug2VyzEG+f7nXvuuUld3NLSu+yyy3rVvfbaazVsXW/HHXdcr7of//jH/d5nxYoVAJx88sl1aZOISD0oxC0iIpJBGkFLL8VGmhdddBEAN998c1I30Mg12rlzJ1C4Ek8pzz9mzJiSjvfJbHfccQcAv/jFL0q6r4hIKZ577rmkPHHiRKBwhcFYB4V7P/t9osulEbSIiEgGqYMWERHJIM2DlrpYsmRJTR/vE5/4RE0fTzJB86AlMwbqh84///ykHFdjXL16dVJ3+OGHJ2Wfuf1Xf/VXxR5O86BFRESalUbQIpIWjaAlMwbqh/yU1BdffBGAKVOmJHVxBUaA0047LSlv2rSp2MNpBC0iItKs1EGLiIhk0IDzoM3sQeCzwOYQwon5uvHAT4CZwBvApSGEbZaLAXwPuBDYC3wlhLC8Pk0XERFpDH85+He/+x0AZ555ZlLnE8b6CGuXrZQR9EPABYfUfRP4TQjhWOA3+d8BPgMcm/+ZC9xXk1aKiIi0mQE76BDCfwPvHVJ9MfBwvvww8DlX/8OQsxjoNLOptWqsiIhIu6h0qc/JIYSNACGEjWY2KV9/BLDeHbchX7fx0Acws7nkRtkiIiJNY8GCBUDhftFPPPFEzZ+n1mtx994aCYqmrocQFgALQNOsREREDlVpB/2OmU3Nj56nApvz9RuA6e64acDb1TRQREQkS5Yvz+U+P/TQQ0ndM888U/PnqXSa1c+BK/LlK4CfufrLLed0YEcMhYuIiEjpSplm9c/AOcAEM9sA3Ar8PfComV0FrAMuyR/+H+SmWK0hN83qz0psx1ZgT/7fZjcBvY4saYXX0QqvAXq/jhlpNUSkGWRiqU8AM1vaCsv+6XVkSyu8jlZ4DdA6r0NaU4NzobTUp4iIND8ze9DMNpvZy65uvJn92sxez/87Ll9vZjbfzNaY2Ytmdkp6La+OOmgREcm6h2jDBbOy1EEvSLsBNaLXkS2t8Dpa4TVA67wOabB2XTArMx10fl5009PryJZWeB2t8BqgdV6HZEbBglnAQAtm9WJmc81sqZktrWtLK1TrhUpERETS1DILZmViBG1mF5jZ6vxF/W8OfI/0mdl0M/utma0ys1fM7Lp8fdHEhawzsw4ze97M/j3/+1Fm9mz+dfzEzIYO9BhpM7NOM3vczF7Nvy9zmvH9MLMb8ufUy2b2z2Y2vBnej3ZN5JHUvBND1626YFbqHbSZdQD3kruwfwLwJTM7Id1WleQA8BchhI8CpwNfy7e7r8SFrLsOWOV+vxP4bv51bAOuSqVV5fke8EQI4XhgFrnX01Tvh5kdAVwLzM5v79oBfJHmeD8eog0TeSQ1Lb9gVurzoM1sDvA3IYT/lf/9ZoAQwh2pNqxMZvYz4J78zzluGdSnQggfSbd1/TOzaeSSLG4HvgFcBGwBpoQQDhz6HmWRmY0BVgBHB3dSm9lqmuj9yHfQi8l9wdgJ/BtwN/AjmuD9MLOZwL+7veOL/v3N7Af58j8felxKTZcM8wtmAe+QWzDr34BHgSPJL5gVQnjPzIzc5/AF5BfMCiEMeI3ZzLZQ+YJZ5S4mNCOEMHGgg7JwDbrYBf1PptSWiuQ/lD4OPEvfO31l2TzgRuCw/O8fAraHEA7kf+8zySJDjib3peIfzWwWsIxcVKCp3o8Qwltm9g/kPnDeB/6T3GtptvcjqnrnO5EQwpf6uOnTRY4NwNcqeI6JlS6mU69FeFIPcVPGBf0sMrPRwL8A14cQdqbdnnKZ2WeBzSGEZb66yKFZf08GA6cA94UQPk7um3Cmw9nF5K/RXgwcBRwOjCIXDj5U1t+PgTTjOSbSUFnooJv2gr6ZDSHXOf8ohPDTfHVfiQtZdSbwx2b2BvAIcC65EXWnmcUISzO8JxuADSGEZ/O/P06uw2629+OPgN+HELaEED4AfgqcQfO9H1HLJ/KI1EsWOuglwLH5LNWh5BJifp5ymwaUv87xALAqhHCXu6mvxIVMCiHcHEKYFkKYSe5v/2QI4U+A3wJfyB/WDK9jE7DezOL15U8DK2my94NcaPt0MxuZP8fi62iq98Np+UQeaSmVztWvyxz/1JPEAMzsQnKjtg7gwRDC7Sk3aUBmdhawEHgJOJiv/ha569C9EhdSaWSZzOwc4C9DCJ81s6PJjajHA88DXw4hdKXZvoGY2cnA/cBQYC253dQG0WTvh5ndBvwfcjMFnge+Su76bKbfj0Yk8oi0k0x00CIiIlIoCyFuEREROYQ6aBERaXtWwYqWZvaGmb1kZi9YHdbzVohbRETaWn5Fy9eA88jNMFgCfCmEsHKA+71BbtW/ShY3GZBG0CIi0u5OA9aEENaGEPaTS8i8OOU2qYMWEZG2V/IWlYcIwH+a2TIzm1vrRmVhqU8REZE0Vbqy3ZkhhLfzS9j+2sxeDSH8d60apRG0iIi0u4pWtgshvJ3/dzPwr+RC5TWjDlpERNpd2StamtkoMzssloHzgZf7u0+5FOIWEZG2lt/G9RrgV/SsaPnKAHebDPxrblE8BgM/DiE8Uct2aZqViIhIBinELSIikkHqoEVERDJIHbSIiEgGqYMWERHJIHXQIiIiGaQOWkREJIPUQYuIiGTQ/wfNOGrSAkTFiQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kolik = 10\n", "theta = np.linspace(0., 180., kolik , endpoint=False)\n", "# theta = [0, 45, 90]\n", "sinogram = radon(image, theta=theta, circle=True)\n", "reconstruction_fbp = iradon(sinogram, theta=theta, circle=True)\n", "\n", "plt.axis('off')\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 5))\n", "ax1.imshow(image, cmap='gray')\n", "ax2.imshow(sinogram, cmap='gray')\n", "plt.figure(figsize=(15,5))\n", "plt.axis('off')\n", "for i in range(1, kolik+1):\n", " plt.subplot(2,kolik / 2,i)\n", " plt.axis('off')\n", " reconstruction_fbp = iradon(sinogram[:,:i], theta=theta[:i], circle=True)\n", " \n", "\n", " plt.imshow(reconstruction_fbp, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3D vidění" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[epipolární geometrie](http://www.elektrorevue.cz/clanky/05017/index.html)" ] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }