{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# D\u00e9tection de segments dans une image\n", "\n", "C'est une technique assez vieille et qui consiste \u00e0 d\u00e9tecter des segments comme des anomalies : l'alignement de points est un \u00e9v\u00e9nement assez rare dans un nuage de points mais rare comment ? Cette id\u00e9e m\u00e8ne \u00e0 la probabilisation d'une image pour quantifier ce qu'est un alignement de points n\u00e9cessairement rare."]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["
run previous cell, wait for 2 seconds
\n", ""], "text/plain": [""]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Une image al\u00e9atoire\n", "\n", "On consid\u00e8re un bruit al\u00e9atoire uniforme dans une image et on ajoute des points al\u00e9atoires tir\u00e9s le long d'une ligne selon une loi gaussienne : uniforme sur la ligne, gaussien autour du segment."]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAGQAAABkCAAAAABVicqIAAAFyUlEQVR4nJ1a0ZbEMAQl///P9iHBvUjb2Zw9M62GIFzSWTWZhlq9iDum8K3O0paI7udEtnZB6zBlYAOyiiwd5OSXShUpImKa1MKdky2/l42TVURMtgIGtE0V2wsNnCYiqkWz1dTcItBaJLO4PaGaamWmLxLzUvZWuMhS31xk2FO0eBmuSnCoXQIkp/zw1G9XqOWas/nkChW1HgYwzYRstDDJkPir6jhNLabjp0B07f0CLlDOlQUramz7vuCGmYjq5rNtwaBxI5UdU9uUoncfJU8o+1tum5OUKJYCcj7EmizBmD6YkVliyJHZeMRqUovssMuNvLoLaHqc+smrjbp8w61ZipseOOKmtUguBFhDM0+AapVjO75h1OHE1Zt+KmJ7EYQPz8opXBli1blsCHiQxACpuAJoVpQkfl+Uc+ws6gH3eSM/jkx7FfPEWr40urNvKxviEU24ywVSxUx9I6vaQ5ZfHtwNaRBQi5alnkHY35jCz2tQrvoiUAQ1NpRQG1Yb4CdXZ2ubJR6CME19ISWHn7hpMhvS5XDssuBMLg9DM3xUA1rzbys1oIExRE07fN3z16g5pEDhyB5yGOg+jLGS+ofmlINdWXqhXChE1Nnp2lGlKr5HDjSk7OU6aV4OnxqZsQ3NBKtNjEyi9KbWRBj4D6xEU2QeIrAC50zu4Lxlg7l7EapbKurFPB3NDZeG5wtqDUOrN6F16pMta/WP4wH3blnwaRtpAEDWIl85qRoCGQpzLfSHAItkppx+GLPi7PQBKCVyXrcY8G17xwzqPK6NEfRYCU7Zbt13GlNpXHRcsFGWQOgKIMgZma4GNJ4RzKl86TouelAoob9erBhHHoJ43LgvtW8aWVcW731r7CC1m5DHW6yyazrSGmETlV6oBHaUvTWP+fVLJ/c496EO2HSOvw3ec+8vmiG1n7XoIJHa4rg7TsUcT1oIc614gFwohEMSfvRbnn4nlTcMWsVDaxdpYzBqtUzwiD00hVgFa3sXM3abc8LygCu/+flQT9o7ACHEu6IBgEYByBFlsl+5KtRFswBW7J+Snnn5zFg7k+AuUd2OrkrHqCphlW1EGSn4vHiA3CtNipl/ZL+Li/iTDsWt9aOQocZWEsoQYI9WK2aQomdl4/ndZpce9oQd2MCvwljLueHNvoLj84iyenIy1VrdS+KM0JKgk9LzePQ7wk3E305lCEHzTcnQyuwYnt/QbEi02ypfpF20WFL31rJ/TFciNk6vEkgCwf6OplfVemcIheBoS15vTlijq+nahidGoUBH81Mj4BjyeFgQfpxlbADxMGe2e77+Pj5w1WQchNyEjzA1cnIjEUXQJWjLZtEzw7D0AUNVWidjHxyf1LfkYyn5lqjEuHH4FGrpDMpNwC28kTCY8nr+e5Ju7QHE5RR2v4yWB/GuGp5PXN8sqsndAUSNsCtqFhQr3ihqfkWkIZwauv7QUpVb/9Fr8GzEIwq6JU2DDA4rNFFl489U3ITCUPXpWHbp7N43LbBxZaLGr371YNjRY3clb3Ul3LBSrG1xvUUzSaegEXWZdFKpDosQx9idli9rDX8bbC0Mc3MjZeDZh1cTOSM75zhBTXwteziEP74LaLHQGw0U7C8LcI1IxBa83ERAJmKjERcRMGuYcn51QzP82qoJAxz3vnpDfYV5YmcRbTgSaYZFgBMsYhhVm7FWufB03EW0u0YWhRCU1LNIehWLE8K/JnpEJqnlRpJNsEDsLTfAXLROwD4dK1/bV/hxGNeqBfoyrs3B8DAPQQLuPUSrvsA6UbF256gKOvqq0JenrQqBS4eqiocgbV8jBA6aQt2J9YFnZYRo52uo70rHvUcU5phaYVQTeA9eTYUSNoLbpNYgiZ15Z/7Yjs3ToLlLZ+L/uXCMPeELyCAdp3/zCYQA+xN42pbX0G56qLYM+v2M0pzdReCvDgFOXZ1Zyc2GXyqTy/Kn8hOJztPkAf/cP2zom9T63xHux/EHAlHhJG8DxYMAAAAASUVORK5CYII=\n", "text/plain": [""]}, "execution_count": 3, "metadata": {}, "output_type": "execute_result"}], "source": ["from mlstatpy.image.detection_segment import random_noise_image, convert_array2PIL\n", "img = random_noise_image((100, 100))\n", "convert_array2PIL(img, mode=\"binary\")"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"data": {"text/plain": ["{'size': 36,\n", " 'angle': 2.285619160431492,\n", " 'x1': 23.597410654261072,\n", " 'y1': 40,\n", " 'x2': 0,\n", " 'y2': 67.18753777770554,\n", " 'nbpoints': 108}"]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["from mlstatpy.image.detection_segment import random_segment_image\n", "random_segment_image(img, density=3., lmin=0.3)"]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": [""]}, "execution_count": 5, "metadata": {}, "output_type": "execute_result"}], "source": ["convert_array2PIL(img, mode=\"binary\")"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": [""]}, "execution_count": 6, "metadata": {}, "output_type": "execute_result"}], "source": ["random_segment_image(img, density=5., lmin=0.3)\n", "random_segment_image(img, density=5., lmin=0.3)\n", "convert_array2PIL(img, mode=\"binary\")"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": [""]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}], "source": ["pilimg = convert_array2PIL(img, mode=\"binary\").convert('RGB')\n", "pilimg"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": [""]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["from PIL import ImageFilter\n", "\n", "\n", "pilimg = pilimg.filter(ImageFilter.BLUR).filter(ImageFilter.BLUR).filter(ImageFilter.BLUR).filter(ImageFilter.BLUR)\n", "pilimg"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "execution_count": 9, "metadata": {}, "output_type": "execute_result"}], "source": ["from PIL import ImageEnhance\n", "enh = ImageEnhance.Sharpness(pilimg)\n", "final_img = enh.enhance(4)\n", "final_img"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Gradient\n", "\n", "La d\u00e9tection des segments est bas\u00e9e sur le gradient."]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": ["from mlstatpy.image.detection_segment import compute_gradient, plot_gradient\n", "grad = compute_gradient(final_img, color=0)"]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["plot_gradient(pilimg.copy(), grad, direction=-2)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## D\u00e9tection de segments"]}, {"cell_type": "code", "execution_count": 11, "metadata": {"scrolled": true}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["n = 1000 ... 82 temps 0.27 sec nalign 298\n", "n = 2000 ... 82 temps 0.52 sec nalign 671\n", "n = 3000 ... 164 temps 0.83 sec nalign 964\n", "n = 4000 ... 164 temps 1.10 sec nalign 1357\n", "n = 5000 ... 249 temps 1.39 sec nalign 1544\n", "n = 6000 ... 252 temps 1.66 sec nalign 1924\n", "n = 7000 ... 374 temps 1.95 sec nalign 2183\n", "n = 8000 ... 375 temps 2.23 sec nalign 2460\n", "n = 9000 ... 379 temps 2.56 sec nalign 2728\n"]}, {"data": {"text/plain": ["379"]}, "execution_count": 12, "metadata": {}, "output_type": "execute_result"}], "source": ["from mlstatpy.image.detection_segment import detect_segments\n", "seg = detect_segments(final_img, verbose=1, seuil_nfa=1e-1)\n", "len(seg)"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "execution_count": 13, "metadata": {}, "output_type": "execute_result"}], "source": ["from mlstatpy.image.detection_segment import plot_segments\n", "plot_segments(final_img.copy(), seg)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## D\u00e9tection de segments sur une image"]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "execution_count": 14, "metadata": {}, "output_type": "execute_result"}], "source": ["from PIL import Image\n", "egl = Image.open(\"eglise_zoom2.jpg\")\n", "egl"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On r\u00e9duit la taille de l'image."]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "execution_count": 15, "metadata": {}, "output_type": "execute_result"}], "source": ["egl2 = egl.crop((0, 0, egl.size[0]//3, 3*egl.size[1]//4))\n", "egl2"]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "execution_count": 16, "metadata": {}, "output_type": "execute_result"}], "source": ["grad2 = compute_gradient(egl2, color=0)\n", "plot_gradient(egl2.copy(), grad2, direction=-2)"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"text/plain": ["490"]}, "execution_count": 17, "metadata": {}, "output_type": "execute_result"}], "source": ["seg2 = detect_segments(egl2)\n", "len(seg2)"]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}], "source": ["from mlstatpy.image.detection_segment import plot_segments\n", "res = plot_segments(egl2.copy(), seg2)\n", "res"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Il faudrait fusionner les segments mais cela a l'air de marcher."]}], "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": "3.7.2"}}, "nbformat": 4, "nbformat_minor": 2}