{ "cells": [ { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "<< back to chapter content

Last updated: 29/01/2018

\n", " show/hide source code\n", " " ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "import sys\n", "sys.path.insert(0,'..')\n", "from IPython.display import HTML,Image,SVG,YouTubeVideo\n", "from helpers import header,compare\n", "\n", "HTML(header())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Border based segmentation\n", "We have seen that berder detection can be achieved by various filters, e.g. by convolution (linear filters) or by non linear filters such as morphological gradient.\n", "\n", "The results of these filters is an image where pixels located near abrupt gray level changes have a high intensity whereas pixels located in more contiuous regions share a low value.\n", "\n", "Here below, the result of a Sobel filter on the an image whith clearly identifiable objects:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def norm_hist(ima):\n", " hist,bins = np.histogram(ima.flatten(),range(256)) # histogram is computed on a 1D distribution --> flatten()\n", " return 1.*hist/np.sum(hist) # normalized histogram\n", "\n", "def display_hist(ima):\n", " plt.figure(figsize=[10,5])\n", " if ima.ndim == 2:\n", " nh = norm_hist(ima)\n", " else:\n", " nh_r = norm_hist(ima[:,:,0])\n", " nh_g = norm_hist(ima[:,:,1])\n", " nh_b = norm_hist(ima[:,:,2])\n", " # display the results\n", " plt.subplot(1,2,1)\n", " plt.imshow(ima,cmap=plt.cm.gray)\n", " plt.subplot(1,2,2)\n", " if ima.ndim == 2:\n", " plt.plot(nh,label='hist.')\n", " else:\n", " plt.plot(nh_r,color='r',label='r')\n", " plt.plot(nh_g,color='g',label='g')\n", " plt.plot(nh_b,color='b',label='b')\n", " plt.legend()\n", " plt.xlabel('gray level');" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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MDw/jzp07ODw8tGcvLS3h9u3bOHXqFKrVKubm5rC+vm5roV6vo1Ao4NFHH8Xp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\nqPP2NFdFt1YLBReJE1Kv1yVyZ77MnCAnRkdjaf3NKIXKiDlr3IhWq7VFI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NnZKZU6ZsXm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\ne3icSz+Bns+G8kFjRUc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HQY8DPRbzcByOw3E4DnIcKsDDcTgOx+d2HIgCNMZ8zRhz2xgz\nb7pVJAcyjDEpY8wHxpjLxpiLe68FjTGvGmPuGGN+Yozxf8Jz+D+NMWvGmKvqtYfOwRjzJ8aYu8aY\nW8aYFz7FOX3bGLNqjHl/7+drn9acjDFJY8xPjTE3jDHXjDH/497rB7ZOD5jT/7D3+kGuk8sYc2FP\nnq8ZY7699/pBrtPD5nRg69QzdFbl0/hBV+kuoFtDPADgCoC5T3see3NZBBDse+2fAfhf937/JwC+\n9wnP4UsAzgC4+lFzAHACwGV0s/dTe+toPqU5fRvAP37Aex/7pOcEIAHgzN7vHgB3AMwd5Do9Yk4H\ntk573zO0968dwM/RrcI6aHl60JwOdJ34cxAe4NMA7lqWtWRZVgvAX6FbVncQw+DDXvBvo5v1xt6/\n3/gkJ2BZ1lsAyh9zDlJmaFlWCgDLDD+NOQHd9eofv/1Jz8myrJxlWVf2fq8DuIUuv/TA1ukhc2LF\n04Gs095cHla2epDy9KA5AQe4ThwHoQD7S+VW8ZBSuU9hWAD+1hhzyRjzD/dee1iJ36c5Yg+Zw8cu\nM/yExj8yxlwxxvxbFUZ9qnMyxkyh653+HL+Acsxf8JxY735g62Q+obLVT2BOwGdAnj7vSZDnLcs6\nB+A3APz3xphfwi+gxO8TGJ+FOfwbAEcsyzqDriD/i097AsYYD4AfoMstreMz8KweMKcDXSfLsnYt\nyzqLrof8tPkFla3+gud0Ap8BeQIORgGmAUyo/z+0VO6THpZlZff+LQD4Ebqu9poxJg4AprfE79Mc\nD5vDxy4z/EUPy7IK1h5IA+D72A9LPpU5GWMc6Cqaf29ZFquODnSdHjSng14nDsuyauh2aJKy1b05\nH5g86Tl9VtbpIBTgJQAzxphJY4wTwN9Ht3zuUx3GmKE96w1jzDCAFwBcw36JH9Bb4veJTge9eMjD\n5vBjAH/fGOM0xkzjEWWGv+g57W0cjm8CuP4pz+nfAbhpWda/Vq8d9Dp9aE4HuU7GmAhDSbNftnoL\nB7hOD5nT7c+APHXHJ5Vd+Yis0NfQzZrdBfDHBzSHaXQz0JfRVXx/vPd6CMDf7c3vVQCBT3gefwkg\nA2AbwDKA3wcQfNgc0G08u4CuYL/wKc7pLwBc3VuzH6GLK30qcwLwPICOel7v78nQQ5/VAc7pINfp\n8b15XNmbw59+lEwf4JwObJ30z2Ep3OE4HIfjczs+70mQw3E4DsfneBwqwMNxOA7H53YcKsDDcTgO\nx+d2HCrAw3E4DsfndhwqwMNxOA7H53YcKsDDcTgOx+d2HCrAw3E4DsfndhwqwMNxOA7H53b8vwwF\nRLrW9LopAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.data import camera,coins\n", "from skimage.filters import sobel\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "im = coins().astype(np.float)\n", "plt.imshow(im,cmap=plt.cm.gray);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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Rtn+1cKlZqZIT/WqqmSR+1K/yXhEBkkZxcwKAbJu8D1K9MZNwGYaViqZZ2aK2reb7k+Fo\nOVapLebQuexLOabMqhzdBwrjURskEZIEW95HOjfBTOjNPjp5PZJgmbeV46RUKqFSqVz0AGFWNi0W\nC9+3jQSLZcXXVakAzeYKCdPQ0NBYC+tOuuQTO/2W/7hXM/yuNrHLiZI+Wy0kJD+TExu9L49LbZSh\nqNWIhiRqcmKS3iqzSiAnNLmvhMxUNJMAeQ20L/1NkMczq3/mCVQqU9SXkuDSNub7JPvO3PfkZZL3\nz9ye1fqDVCXKXpVkQxILSX5X6xtJcMhULz1wUoVZrW0yDGpW3iQhXE2RlCE7+bm8z2aCLe+zOfxX\nqVS4b6hf5X03DINJzWokVN4XmREsSZd5H/P1yvfNY8L8XVxtTJgJ4UaAxQIoBfh8K2pXKLTeLdLQ\n0LiSsa6kS6pHpBSYQyU0sUqlhCYcqSyRUVr+c5eTp5wQ6TOzygRcrGKspmoYhtFmRpfeL5ntJScq\nGaYyEwI6rgwFmhUF+nw1RUkqhGQWN6tvdDw5sctJn5QSaqec9M0Tr9m3ZiadksjIH7OCR9mS9JrG\nA52jUqm0hUQlQZOqEhEPs++I2r6WgiXvJ/WNJEVmcmYm6GZljsYftc/saTOTbzqOmfjQa5mwYSau\n9J68b1L1k0Z8c7/T+R0OB/vizOqU+ZzyPsjvBo1JGcZc7Vzyu7eRQN1BIUZNujQ0NF4P60q65AQp\nn/7N/5zN4brVfGBSrTATKamSrEY+zIRLemDoOPKYZhO7nDBlG6XyRqDJx6zYyGuWvjE56cv2mokM\nERg54cpJUfaPJFc2m63NgyQnVrMCRDB7vsyEgPqDYG63VNNkn5pJmgR5reh9WeeL+snpdLZ5ocyE\nRZaUkERWkizZ768XQm61WqhWqwDAZnnK3pR9J88jCZAcD3LsyOsyh6bpWinkK/uB7rPNZoPL5YLL\n5YLf70csFkNXVxeCwSAikQicTidSqRSazSbK5TKWlpaQSCRQLpeRy+WQy+XaHlCkmkdtkuSS+tn8\ngGEexxtZ6QJ0rS4NDY03h3UlXauRErNKYf7MHN6hiWA10iIVKMJaIUX52qw8yMlFho4k4TCTPvMk\nYz6u9FzJa5N+IHq9mlfHTCyJMMlrX4080r6yH6Rvi15Loiv7W/qO5L60DREfed2y7XRtRH6kikQG\nbyIzkuhIFZS8ZmalkfpSKqOSWK7lSzOPAbNKZ1agpFJIx6YQptxfEnMzOaZwoJnQyDIMdO1yG0ng\npNmf+n7btm3YunUrfD4flFJIJpPIZDKYnZ1FtVqFy+VCKpVCo9FAOBxGT08Pbr/9dvT09KBUKmF+\nfh7/8R//gcXFxYuuodlswuPxoFqtXqQUy/4kUm4ecxsR9K9Fm+k1NDTeDNbd07XaP205Ma4VljCH\nLOR+dExJYMzvrWayNhMNcxiKziNhVsrkJC0VA3kcWZqAzrlaTTDadjWvmvnc8jMKk0m1xHwd9Lks\neSBDtDR5SqJr9k9ZrVbY7fZVi9sSMVhNgbRYLHA4HBcpmLKGlkwOIPIlCSid0+xvksSISIlUv+g6\n5LmlkV5em+xrSURlbS3DuFBDzKxMmQub0hihtkoCRtuTSilD6HJfed+lyjowMIC9e/fC6/WiUCjg\n5MmTOHbsGKrVKnp7e+F2u1nJIsKWz+extLSE06dPwzAM9PX1YfPmzfjYxz6G2dlZPP3008hkMmg2\nm3A4HLDb7ajX6233WbZBjsfVVOCNCBle1GUjNDQ03ghXjNJlnphf78nYTHLk9jIkIkNaEnJCleeT\nygrBrFYZhtH2JC+JhPna1iKLRB6kf8s8sdIxpUdMKjVmxY7OT9flcDgu8oetZQoncmNWdmSJDvJb\nkYeIjkcmd7mfuc6UucYYERcydJvJN71Hkz2wUjZBZq3KshF2u52N5jK0Za5ML1VR89gwjwezWibv\nq+xDc3hQ3g+Hw8HEUxIV2R6zEgagLeQrxwVtS2Su0WggFAph+/btGBkZwfLyMl5++WVUq1WEw2EA\nwM6dO+H3+wEAHo8HVqsV09PTcDqdyGazsFgsyJ+XaCYmJlCtVnHy5EmMjY3hj//4j/HII4/gxIkT\nF6mNq30/VyODNFZkMspGgg4vamhovBWsK+laTT0yk5e1FB4zWaH3ZVjIrDyYjysnTbMiIfeTBEX6\nnai9krSsRSDobzl5Sj8RfSbDg6R4SLIgQz3yes19QqErUq9kW4m4yDAptYfaJCd8IlsynEX1m6Ry\nSMkF5HeSahjQXlBTEh+pElH1dKkUyWWL6Fh0H6h2mrmCPpEbIony/kvyZjbfm71oZq+h7C851qgv\npLJXrVZZ0TMniZhJi1RFiYyaSbZsl91uRzQaxXvf+1643W4sLS3h+PHjKBaL2L59OxKJBKLRKHw+\nHw4ePAi73Y7rr78e09PTMAwDuVyOQ8PFYhF2ux2RSATVahXRaBSnTp3C1NQUfv3Xfx0ejweHDh3i\n7EizJ1EqgObvi7xmORY3CnR4UUND461gXUmXy+WC1+tFuVzmqtxm3405DCifluUEDrQX4gQurO8n\n1Qs6ppwwZRhSHts8uVJYxqx8SFJnJlXyeHLSpm3NJI32k5lxdEya1KSfjbxN1DbgQhYdvZbGeqlU\nEJmi41D/k0Ikw3h0zTJsZ35fTsrUz9TvkhhKT5QMwdGkLPtchhvlkjPlcrltG0kQHQ7HRePJrIDK\nPpTvmctEmIvZymujz1drKymZtPySebyupvpYLJa25YskOTMrhldffTV27dqFdDqNEydOYHFxEcFg\nEB6PB+Pj43C73QgEAsjn86hWq+jo6MC5c+dQKpXQ1dWFXC6HcrnMKlej0UCxWEQwGEQmk0EikcDg\n4CAefvhhfPSjH0Vvby8eeeSRNnJNcDqdXNpDjmvaVhLJjQbiwj4fUCisb1s0NDSufFy8cNtlBIWI\nnE4ngPY6WTJcJSd3UlwAtP2WkxmF4qT/BGgnWxI06VJtKLvdzueRJIkmEDM5M6sWa52HJmpz3S86\njlnFkiUbJFFb7fqkL4n6bjUjNx2LvFjULnpNipFU2mgSJSIjJ1h5TLkf/W3OOjQTR4JUpIgwUnvI\ntwWACZXc32azcRiSSJa5WKjsV0n8zATRfH+luifLaUiVTN5DuuZqtdpWwkT2kdyX+obGmszElJ85\nHA4Eg0GEQiFcd9112LRpE+LxOE6dOoWZmRlEIhEopeDz+XDrrbciEAggHo/D4XAgFouhv78fi4uL\n6OvrQzKZRLFYbBtvVqsV5XIZp06dwvT0NJrNJsbHxxEIBPCTn/wEXV1duOeee7hd1FfUN7Kf5XfA\n7OvbaKAh7HQCG7D2q4aGxjuMdSVdtVoN1WoVxWKRSYIkCOYQFIEmY0nKaOIg4kRhLXPoTZIDmYkn\nTdqSKEgiIBUn+lxOlsDqC12biZ+55IRsjzSZS4O73W7nH0neqB1y4qffMoRG55PZdnTNFBajyd1m\ns8HpdMLlcvFrCmnJAqxmtUbuT6SJrlGqb9InZvb6yGNQnzcaDfh8PhjGysLdHo/nIpJYrVbhdruZ\nHFJfU987HA44nc42Ei19cbKMhSSDUtGi1xLy3st+l0qiuWYX3U+Hw8H3mkK2klzT9l6vl1/v3LkT\nw8PDSKVSSCQSsFqtGB4ehtfrhcViwejoKF588UVYrVZUq1V0dnaiVqshdL6A1PLyctvxaYx7PB70\n9fUhHA7DZrMhm83CZrPx9s8++yz6+/txzz33cGiZFC9SH4kg0/0D2ktaSC/kRgENB4dDky4NDY03\nxrrX6TIrD0C7Kfz1tjUrBmZPFmGtcI35R6pp0kskzysnbVJU6vV6mxpD56KQGb1HbaQQGHBxeQJ6\njyBDZGYvlFSqJFmVBFOGOSXpoe0ajQYcDgeGh4c5tEcTJ5ndS6USarUastlsW+afOfQrDeNr+ZZk\nqFESuLV8dUQyW60WnE7nRapTs9mEy+XiUB4dj9pHaqq8d3T9cl1BmahABFSSNkkgzb4uagcRC6mc\nmsebDLnK9T5pzJFHTRJ/CgF2dHTA4/Hg+PHjCAQCHA5MJpMoFArYu3cvlpaWsHfvXhw/fhzhcBj5\nfB7btm3D1NQUfD4f0uk03+NUKgWbzYZgMAilVspLuFwuHne1Wg1erxfFYhGRSASvvPIKbr/9duzb\ntw/PPvss3wsiW1Idpf6V38vVQqrvdmjSpaGh8Vaw7hXpiQTICRxoz0wE2kkXQYbS1iJUa0160gsk\njwNcqHklydZqx6MJ2Ol0tpEbOcGQGiMJCZ1jtWuUvisiSTJURvubSzGYiRa9L83tkrwppdDf34/N\nmzfz60KhgGw2i0wmg0qlAofDAZ/Ph4GBAfT09GBhYQEHDx5ENpttqzNm9kJJNUj6kGQ5CunhInJE\nBAsAKpUK7HY7hoeH0d/fD6UUnE4nrFYrEokEGo0GYrEYAGB+fh6nT59GtVplEmz2pplVVKlOyXtv\nJtZELGTfrhY6luUeaDvy25Eq1Gw2uY10XNlPdJxWq8XZp5TB6fP5sGvXLpRKJYTDYWQyGQwMDODA\ngQOs+qXTaXR0dGB8fBxOpxPRaJTJ1tTUFLxeLyKRCCqVChKJBHw+H4eoa7Vam9eO+oKItmEYiEaj\neOyxx3DffffhzJkzWFxcZIJerVZ57FK/yQcOuZj45YBS6oMA/gErav4/G4bxlVW2+UcAdwEoAviv\nhmEcUkpdBeB7AAwACsBmAP+fYRj/uNp5aBg5HMD58nIaGhoaa2LdlS5JsqQSYSYPNMnTazPBWM03\nIkmA2X8j9zdn6smQG51bTiayIju1RX4uf7daLV7OxnztBEn2ZCYevScnL6nCyAme2mm+DjoGTaY2\nmw0DAwMYHR1FvV5HMplEuVzG4uIi6vU63G4334NcLod4PI7JyUn4/X5s3rwZ+/btw/T0NMbHx1Es\nFtuIE12vDF9KpUr2OxE1SZArlQq8Xi8CgQDGxsYQDofhdrtRKBRQrVaxsLCAQqEAq9WKYDDIIbnO\nzk4MDg6iVCpheXkZyWQSi4uLTFpWK/EhQ2s0fqQBXhJHM8mi/l5NQTQTaTPBkv1Ex5BkmPpFZp+2\nWi0MDg6iUChwFfm+vj6cOnWKMzqtVivcbjfOnj2LoaEhnDhxAu973/s4LFyv11EoFOD3+9HR0YFg\nMIhyuQyfz4eZmRn09fVheXkZPp8Pfr+fCbhhGAgGg/D5fFhYWMDY2BieeOIJXHfddfjRj37E62Oa\nxz+V6pDfQ1n09VJCKWUB8FUAdwCYB/CyUuqHhmGcFNvcBWCLYRijSqn3APgnAHsNwxgHsEccZxbA\n/13rXFLp0tmLGhoab4R1J13SyyQJhFlZkCoYsPYCxJKMULip1Wqhu7sbNpsNi4uLbSRKek+kv0oS\nQKlISJAvSbZbqlzSI2S+PqC92KiZNJIXiIiDnOjNkzspWvQ3ve9wOFCr1ZjEOZ1O3HTTTYjFYnjm\nmWeQzWZRrVbh9/vb1ChSLqRxvFgs4tVXX4XH48GHPvQh3HzzzXjooYeQTqfRal0o1SBDpLIfJEmR\nJEyShmg0iuHhYbjdbpTLZUxPT6NQKKBUKsHr9cJut6NWq6FQKCCVSmFpaYnVGKUUent7EYvFMDQ0\nhCNHjmBubo6r21PfmL1M0jsl35fKojlJwfxDKg6F2VwuF6rVKmdYmomwWaGV4VrpR5MK4tDQEF59\n9VVs2bIF1WoVpVIJjUaDt6/Vati8eTMymQzy+TzcbjcWFhZgGAb8fj+uueYavPDCC8hms+jo6EA8\nHsfIyAgSiQR6enoQjUZht9uRyWQwPz+PWCyGcDiMdDqN3t5elMtleDweLC0toVqtYu/evdwv9Xqd\nw+X0PZIFa+kB5jKGF28EMGEYxtT5fv8ugHsAnBTb3APg2wBgGMaLSqmgUqrLMIxFsc2dAM4YhjGz\n1okk6dJKl4aGxhthXUkXhZvMxmyzZ8YcVjSHqGhfGUpS6kKGntPphNvthtfrhdVqRaVSQaPRYAVK\nhr2keiEXEDZ7jaQKJydRabaXfiG5n/k8MmuNJicK3ZnJpiSEdDw5uVF7XC5X27k6Ojpwyy23oFgs\n4plnnkGpVILD4YDL5YLFYoHf72eFxWazcSmPQqGAVquFcrnM4bNDhw5hz549+PjHP47vfve7TH4k\nzIqiVOEDk2qQAAAgAElEQVQMw2ADObBStHN4eBiRSATz8/OYn59HoVCA2+1GrVZDT08PnE4nfD4f\nfD4f+4kWFxeZ6FF4bWlpCYODg9ixYwdcLhcmJiaY2FPmnWEYF6kzMjRMY9Mctpbj0WKxIBKJIBqN\nor+/Hx0dHQgEAlBKYXl5GZVKBeVyGfF4HMvLy0in03wMGksUQiSSRvddKl/NZhNbt25FqVRCtVpF\noVDAyMgIXnjhBSaU5L9rNBpYXl7m8f78889jZGQEjUYDJ06cwKlTp2CxWJhgnT59GoVCAe9973tR\nKBRgt9sRDAbZEzY1NQWPx4OpqSkuNZFIJDAwMIBarYbbbrsNTz31FNxuNz98WCyWi4reyrF5mdAH\nQBKlWawQsdfbZu78e5J0/TaAB17vRDK8qD1dGhoab4R1L44qFQOgPWRHr80T92qhNRkqbLVacLlc\nCAQC6OjoQFdXFzKZDJaXl9HR0dHWhnq9jmw2y2Zks3JmJjlAeyhTKlnSsE3bkZ9F1qCibSnTUqpp\nMkxlDmPKa6f+k22QfSnDU319ffjwhz+MF198EWfPnkUul+MQEgCEw2FUq1VWUNxuN5Mxu92OcrnM\nbS6Xy2g2m4jH4zhz5gx+//d/H1//+teRTqfbQsOyvyiMSD42h8PB12i329HZ2YlAIIC5uTlWe8iL\nNjg4iFqthjNnzmDTpk3w+/28JA1dv8PhYB9aX18f+4327duHvr4+PPvssxwGo36V/UmKqzm8bW4/\n9bnNZsOuXbswNjaGXC6H8fFxHDp0CF6vF7lcjsO4brcbNpsNnZ2d2LlzJ69tODc31+b5qtfr8Pv9\nvNi0fAhxuVx4z3veg6NHj6K/vx+1Wg0zMzPI5XJtGbyBQAALCwsIBALw+XyYnZ1FNpvF6dOn8cEP\nfhCHDh3CwMAA6vU638NiscghxHK5zNdHhNRutyOXy8HlcnF4kt5bXFzEXXfdhWeffbZN2ZJhbknE\nzX16pUMpZQfwUQB/8XrbaSO9hobGW8G6hxclaZIlAOTn9M9aKlLyc1lPKxAIIBqNMmmo1+s4ffo0\nKpUKKpUKlpaWmFT4/X42HJOqkk6nkc/nL1KopOIh36MJXHp2ZHiKQEoAeZzI3yKVLQLtS0vfmM+9\nWluA9uKbFHLs6enBe97zHjz//PM4ceIEGo0GPB4PotEoQqFQWwjOarUiEolwqCiZTAJYKX5ZrVZh\nt9sRCoUwOzuLTCaDSCSCdDqNO+64A48++mhbXSpz+FP646RC6fP50NnZiYWFBVSrVVZ3aIJvNpvI\nZrMYGhpqm/ipvVu2bEG9XkelUkG1WkU8HofH40E2m8XPfvYz3Hnnndi9ezeOHTvGbaHzyHCjJMqS\nxFJ7qO3BYBBXXXUVqtUqfvzjH7eFsP1+PwKBACqVCqxWKzKZDJPMXC6HSCSC7du3Y+/evTh06BDO\nnDnDY4AIl9mX19nZCa/Xi4mJCdx4442Yn5/HzMwMl8eoVCoIBAJwu91IpVIchiWCbLPZUC6XUa1W\nkc1msXnzZpw4cYIJocViQTqdRq1WY79YKBRCPp9HLpeD1WpFqVSCUgpLS0vYtGkTzpw5ww8NfX19\nOH36NCtbFJ6WoXdZE65UKr3xP4a3jzkAg+J1//n3zNsMvM42dwH4hWEYydc70fj4F/CFLwCvvQYU\ni/sA7Pslm6yhoXGl4emnn8bTTz/9jh5zXUmXDA0S+aJJjwqRSs8MQYYbJQEhJaRQKGBhYQG1Wg21\nWo0JlcPhQKFQQLPZ5Ena6XSyp8nj8aC7uxuFQgETExOsFkn1xhzGM0N60eSPVAH6+voQjUa5bhTt\nZ7FYkMvlMDc3x5lhUgEjpUxmCso+kdtaLBa43W7ceuutOHbsGM6ePcthQ1KJqDwBlV0oFApcVZ4y\n22jSpOuoVCpwOp2Ix+NwOp04cOAA7rrrLvT19WFmZuaifpGvze+73W6MjIygXq8jlUohEAig1Woh\nHA7zxE+1qBKJBPr6+lCpVFAqldBqtRCLxdDT08PFPp1OZ5uilUql8Pjjj+MjH/kIJicnmTzIbEQZ\nEpbhbame0vuRSARXXXUVFhcXMTc3h1qtBrvdzqUslpaWEAwG4XQ6USwWmVgXi0U0Gg32SKXTaXzm\nM5/BAw88gOPHj7N6ttrqAl1dXZibm0NXVxeHjSnhoVgscv/6/X72Xy0vL6NeryMSiWDPnj04fPgw\nBgcHcfToUfZtAUAsFkOj0cDCwgI6Ojo4NJrNZrG8vAybzQaPx4NWq4VCoQCbzYZ0Og2v14tgMIhE\nIoFwOMwqISV9mB+OZMmWy4SXAYwopYYAxAHcC+CTpm0eBfCHAL6nlNoLIGPyc30SbxBaBIAdO1ZI\n1/e+B/zfNe32Ghoa70bs27cP+/bt49df/OIX3/Yx113pknWdpB9Kkgq5NIwM9ZFiFAqFsGnTJl6D\nrlAooFgssrm5XC6jv78f6XQaHo+HvUxer5e3JwWKMui6u7s55CgN4KupOJIc0jURyE+1Y8cObN68\nGcFgEI1GA+l0mhUXUhVI2RoZGcHw8DCmp6exvLzMShTVApOZdZLQUDiS/EI33XQTJiYmsLCwwMoG\neYNoUu/t7UWpVEKxWEStVmtbj8/j8aBSqcAwDHR2dnL4tdFooLu7G8vLy/B4PHjhhRfwiU98Al/7\n2tfavFLmLFTpXbNYLIjFYqzieL1ezqYcGxvjCb6jowNerxfT09NIJpOsNi0vL2NoaAjHjh1DV1cX\nK5v5fJ7VvEqlgkKhgHg8jjvuuAMPPvjgRQkLkkRLlZD6kcac2+1GKBTC4uIilpaWYLVa4fV6UavV\nmGDZ7XaUSiX2wSml0N3djeHhYTgcDoyPjyMajWLPnj146qmn8Ju/+ZuwWCw4duxYm3+P+qxeryMY\nDOLIkSOIRqNYWlri8iSLi4usCicSCSZTpN4ODg5i06ZNmJiYwM0334yTJ0+iXC5zGDgajaJSqbA3\nzuFwYNOmTRgfH2diTr6/ZrPJJK9YLLIfr1KptC2ALr+7ZqK92oPCpYJhGE2l1B8BeBIXSkacUErd\nv/Kx8Q3DMB5XSt2tlDqNlZIRn6X9lVIerJjo/583OpcOL2poaLwVrLunS/5zpn/e9NQvPUpy8qYJ\njaqM7969G+l0GmfOnGGVgz632+3weDwol8uIRqMYHx+HUgoejwdKKfbJ1Go1VCoVpFIpJoK7d+/G\n4cOHkc/n2Qsk/TY0YVMIkNLkqa0OhwPbt2/HrbfeiqeeegoLCws8wedyOTbxF4tFDk1ZLBZUq1X0\n9PTg137t1ziMlclkeJKVpFOqWwSqUt5sNrkkRCgU4jIBNKHX63U2PdPyOnRtMgmBwrK0FE2xWESp\nVILVasXk5CRyuRw+8IEP4Prrr8cLL7yARqPRFgKUhnXqG7fbjdHRUcTjcQ752Ww2DA0NYXp6Gn6/\nH7fffjtcLheee+45VCoVjIyMwOFw4OTJk3wfMpkM3G43/H4/SqUSPB4P30u6/8888ww+97nPoaOj\nAwsLCxzepL4k/5IMMRKJJm9WMBhEPp9HPp9nclsqldgjSOpRvV7nNQ8HBgbQ1dWFer2Orq4unDx5\nEqlUCgcOHMANN9yABx54AJ/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yZLNZ9Pf3IxwOc7kBWsrH5XJxGJYmaqUUv09lEahaPl0n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\nCtxajFBuAeYWRZQfportGSUjgiAIgiAI6kC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fsobel = sobel(im) \n", "norm = 255*fsobel/np.max(fsobel)\n", "\n", "display_hist(norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to separate object one can consider only very sharp borders, e.g. with $sobel>50$. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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e8JGRDkh3ltlqOSJRfqlVhSLZK8Nf/UCCfKO85gW3qB/hCEmMEsj8Jz8uErIT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vuFMAzfI6leYI2mGaaxidRVlC7Y3zaFYbg6DMNZ0fvtmC8WX1pj7ZTGptKMpxppp8iW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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "borders = 255*(norm>50)\n", "plt.imshow(borders);\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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Tx2K9giBwwoQJJDUnS6X6KV87QD8/P5JkfHw83d3dFetEBwcH6eD7+/ubradX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\nSTIlJcWo8sWLF9d5xhcTEyOrPeIJhCR9fX31ljH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import skimage.filters.rank as skr\n", "from skimage.morphology import disk\n", "\n", "fim = skr.median(im.astype(np.uint8),disk(7))\n", "fsobel = sobel(fim) \n", "norm = 255*fsobel/np.max(fsobel)\n", "\n", "plt.imshow(norm>30,cmap=plt.cm.gray);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "looking carefully to the obtained borders, we see that, depending on the threshold level choosen, some borders may be disconnected." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Questions:\n", "* do you know a better edge detection that maybe help to solve this problem ?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 1 }