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@glyg
Last active December 25, 2015 18:49
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"print('numpy version: %s' % (np.__version__))\n",
"import skimage\n",
"print('skimage version: %s' % (skimage.__version__))\n",
"\n",
"from skimage import io\n",
"from skimage import data\n",
"\n",
"io.use_plugin('pil', )\n",
"\n",
"\n",
"from skimage.segmentation import felzenszwalb"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"numpy version: 1.9.0.dev-4dbf3fe\n",
"skimage version: 0.9dev\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"img = data.coins()[20:168,0:128]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#img = io.imread('test_nuclei.tif')\n",
"fig, ax = plt.subplots()\n",
"ax.imshow(img, interpolation='nearest')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": [
"<matplotlib.image.AxesImage at 0xb6c192c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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MInrmmWfiLW95i+f9uro6cU4ietHXJGkTHRWZnC9tLmP/iQRaWlrEwWnv3r0AgKGhIZ/c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\no62tTRSknOuTTz5ZNjYDWKicXbRokfzGOT3ppJNEdOMGbm1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3vxupVAorVqzAKaecgocf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\n",
"text": [
"<matplotlib.figure.Figure at 0xb6c116c>"
]
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"min_sizes = np.logspace(-1, 3, 5)\n",
"scales = np.logspace(-1, 3, 5, base=2)\n",
"fig, axes = plt.subplots(min_sizes.size, scales.size, \n",
" sharex=True, sharey=True,\n",
" figsize=(2*min_sizes.size, \n",
" 2*scales.size))\n",
"\n",
"idx0, idx1 = np.mgrid[:min_sizes.size, :scales.size]\n",
"for i, j in zip(idx0.ravel(), idx1.ravel()):\n",
" min_size=min_sizes[i]\n",
" scale = scales[j]\n",
" segments = felzenszwalb(img,\n",
" min_size=min_size,\n",
" scale=scale, \n",
" sigma=3)\n",
" axes[i, j].imshow(segments, cmap='jet')\n",
" axes[i, j].set_xticks([])\n",
" axes[i, j].set_yticks([])\n",
" axes[i, j].set_xlabel('min_size: %.1f\\n'\n",
" 'scale: %.1f' \n",
" % (min_size, scale))\n",
"axes[0, 0].set_ylim(img.shape[0], 0)\n",
"axes[0, 0].set_xlim(0, img.shape[1])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 33,
"text": [
"(0, 128)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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P+jIjc5pXD/lYhx8nVmRUwI8JN65lRdR2wOGaD1G6F8JeEzzGwD9V5aCGvEA7\nOC4swfpovxti7xV2lG/r4FUV+VaxoqG4jPC+DDNkSmuaqM4/wrt/PTXmr6IqEr5OAys/+hJvqGfi\n+8EH8IN58C0XvGcWRoRZJOa2E/ro1ivCrUJ1Ah0geeGcBTA7bIm9rJATgdxDHp1qIflKD+hgie89\nHnF+Kq5zX+g+j+tsv+VDnZYBYywio2DAw9SZu+luKOSacx6K67zbL/sxj71wIw0tgS+bk/RUJ9MD\nMhRWtzNl1Q4c7+Wz/8r4LceDOfDSVExf6OWiV5/iX1deQMe24jR0UiMUHf4+i3E4HAFTjAEvVZPq\n4QsSzT8YLwJTFhI2ZWnC7EYsnboQ4nimgvyt5C3B0jI/3OZG/VmaJlWnBLYAhnG9WBeOUXEMcOkc\nrNt3M+n5uREPcQUSm+vxUbXAg/rUXBwbHXT+/BnIr4FxJ6fej4NB630DfEIByQT3XkzetPb4xHEI\nhVOb6TlajOf+C+Hn70D3ZKgpT/2+2AscBt1Vvah2qU8c156wm9oFe/sOK+MERI3hUczZC7Ed3U7t\n85FTqeUH0ot4MOLEigk3jkI75f9U8b62h9bvVUAbceWNVreDY0B19Fa4BqRfmEHVoXgNsEEHRTJV\nk44yqXIvO3+/IO5fp+6dSUiSyuK1b7HFuBzXE0fhsiJ4UoXXLfB63E0J5JCf/r0Bt4ouwANnzoNF\nua0cklWBrCJzhAmoSJzS/Q6L2cILBWfze+c1mNX4vtzl6nH+7LicOQXp8gzXGEnUU8O7G05iz/bZ\n3HXtnRj08TnQ5Vu7uOnCB/jW737UvzMdy4peMJa7mXzaTgD2XjoPxZWaaXrnn+fRVWfn3L//lT9O\nvj72CRpxkV8uMoVYic831IsBMy7ylnWi/kbl+KcnCJGcDg3qRVjZAslL5Ht6UxYm0mofUrmK8tU0\n+HmGGEn1xZ4xHZBXWXKUpkc2ManjJGRL7O+2Dz0qEuM+otJ8wXSmfrGerZPfxftBvBX5oqCowJlw\nlQTXLQePj4LlbejzknMkzqtpp8urw/fZ5fCd9VB+Rmo+yTbgIOi/6AA7+DaIyebkhbuYNH9fCg2P\nQB78F9Kz/2Vyx9q4xo0RDzIKPeRhxoV9pRv3SiP2zzak1A2ny0aDw47qlsCjgxkyFRXHmFi5j859\nxXTuT8wIc3RDLT6XgeUfeY3Xus8CVYU1aQi8vK4DMRPwMudJiR07sxkdHZ6sCmRJVSnztTDBXYcT\nK78xfYpj4jnyAAAgAElEQVTdnYlb2yxqLzu6FvANy3fT0q9mqYy39CelpS2NTCDRQx5dFFJMG1ed\n+IhIop4gBr2Hb1//Ff7+ehLhwGHobi6gq8OG1eeg/ZlSDt02PW1J0+s3jNfEcRopKm6mtCjxB40D\nGzYcqOUS5r/uxpuGNWhFkWl/tAzfbhPMRKRsS1dg/1w/8nOppULU6fxwwNA3lseyOC61N1Jqb6LU\nfUrsg0PwoxMTLMlFh72CZW0KOpIvkOFszWPTxhALtBGMFU4MdnfS4hgASaVg8nG6D5fg/W6cucSi\noCvqxWp2UGBtZ0bebo56a3E5rGNOHJdPPEbVnwuBMxM6T48PK06cWDlOGeOoR7anVlilvn4qZrNX\nWKr1MHXah/S2WGnZXMG+pyNnWIpG1aIj6PQ+TvrIKxzYPgMAY3Bm9avBeeIi43dC/dPinmqZBoUr\nJGyzJYwnljJt0g72vpD8amw6yKpAllGY5dwDgEsyc4378aTbsqi93Ov8Ulr6dUb+i2lpRyMzqEi0\nUEYljRSTWoCQSe/mqtW/S0u/frDy2xzfV5GWtjQyR1l5PfailtgHhkFBxoUZE24K6MKPDlucFujB\ntLhLqHOMR1El/OeDdH7ucxmHQ2/0YVyQxVy+w5Sq0iOUFDbHPjACPvSYcWHAizMw0SpJohx1k1rB\nXsNUCk48PmC/Pj99kXUXTfoTPtdgORBa5zhczeP+fX701AdqGhv0HixGMX7Gzz6Ytj6OFMZNP0Tp\n+PBVDeMh1JLcRPLPFzMu8uhh1rgtfe8Btj+0GE+3CXdH8itN2/64FEuJA2tpD7MvESsj+mCKqOXx\ny0rFA1UfCOu6oRwstbDpN6dw+H9t+HoznZ4nNjkL0jOrrr5/WC651fpz9su5iZDUiA8Zhdl8mJa2\nVCR86NGnEM30s3PuBNDE8TBH1vmZNmN7Wtryo8OJlXEcQ07SErjVMR+fT4+qZjYPrE3nwCgnJ55s\neQOtzz1q3pCA6tGOLCvMnSKsYEW048SKO0m/Gj86/OhE8BVm6okv4EhG6TMG2KUOTizor1rjQ0+D\nIvIONqjpyT+4Xl0DJrhQ/jsA1VLi43w+Qih1YGcXM8beuNH7WLBGJBIOFrRyREotEQM9Pux00EMe\napLLS350NDVVovqEAG14cFJS7YTD22vAW2enq85O4+YazrkpuYwtOqCsRjyLj+6cxIZHEg9uzyQ5\nE8jDhV84b2eV8VUAvmj5UdRjNUYHPvT4QoZ+66FS/nNf/Eth5dNFbuW6zdmvDa+RW4JWsnio5hj5\nIZky1hS/jMNtQ1HEA+uNrpVp759V52Rl0Rvk67opJDXXCDO9/N3zUTrUsZs1aA0v8z6LOEBqRpRE\nBbYeX1gD0hx2COEccGn9vv/rQ45JlhKplQ8QAkVBTsmIoMM/5gRyKHMRE/P/sjyldsJl2kkEpU2P\nElgZmHDxftq3ltK9rzClNsPxwoMfTXubw4ExL5ABLvb8FYClvnc5Lf+VHPdGI9uUTGrh0p//ccC+\n707/AaFLioPn8C6HloJNYygn8zZ6fEiBsSMNWpb2m/pFQ6WxiT+3XJrW6xslD3m6HqpILbAHRBaP\nq4y/5xfu29LQM41E8KFn36DE21fxB17ldNayPiPXtEk9FEvCan10tGeXGCMUzmrnZN5kJ7Noo4Te\nBltGBPJoRRPIGhphuGfPHX2z92AS91C+etr91O/RHiIaA3mLk7iQZymlBQu9Q5apdzGzLx1YJukh\nL2Xrk8bw4mXWoMtGKVCNUcUO5iJr4yYphmUlPQ2N4YT2UNJIFAk1aV/lVOjyFVDnqqGLAnrIS0ub\n5xheSEs7GsObekWb8GtohKJZkDU0NDRyQJoyAg5AQWa3cwaypIBJBHvFm/d5MF4MyChMlfdykr6A\nt339acYKpU4uMfwFm+RgBh8DhldwjUbi+NGx1b+A6brdwyKAXkMj12gCWUMjCT51/6/49rk/yHU3\nNEYYEzjCHqYD8FrnaRm5xlTL/r4sFh3YkxbIIILLDHhYrHuPCqmpb3+e1INNSi3fskbiLOa9vtdP\nKuvS3r6CTLtSRJWcug+7xvBhEod495GVuNsy7941mtBcLEIYr9TxZddPc90NjTiQUJnNhxhSKvsU\nmVjL41MW7uVbz30Nc17kksUaw5MyWigjubzIqWLFyTT2IqOw2v4KJjn9uZDf7VpCqSF9v18volRw\njVzXt9mljrS1PxIooIv5bE1pspEqx6imkcq+9+vkJzU/82GOhV4mcIQF5K7ybwd2Oink0kufROfV\n3AUTQRPIg7jJ/RDf770r193QyCE2HH0Pwmi+pFMX7+HW3/wsm13TSBEdfm7kIW7koYy0X05zXw7U\nSNhwMIlDWGUna+3pz0gw0XK473UBXSm3pyCjjPFHxZm8xHT25LobvMMK3mdR3/tPyH+MOd4SQUah\nUBq7lRPTzXy2UkUDO5mV037sZyotBSWct+4ZJCkTzl2jk7F914vAFZ6n+E7vd9JW/VUj98RbxcqG\nAwv9VmEzrr5UXUW0MYmDfVsljcxf/QE/2/gZJFm76Yx1JFTO45+YcMe0NBbQxWw+pNzQzLUVjw5J\nBxcNXV/5iaFbiaGVZQUb+66RT3dA3ia/Sai4sODEFnbzaZ56WWULC9iBKMFbJh3nc7r7Exo/0Zin\n24pVciKhpq1NjeHBUSagTJC45bs/SatIliQVWc5+QHI2GJN3NqkXpNCVTT0ogwK+r/I8SZdUwL3m\nO7LaN43skU83JsIvccsoA1K72ekYUnjBTC8ltMB4uO23P+GB67+U8SppGrknUlXHJbw3JChOQqWY\ntgHjzIeeVkow4qGWgxyklnOKXmB9x1o8qjHqtU82vcXX7PdE/FxC5QjjaaeIk3gbK84BE75MUM0c\nYG5GrzEWmcQhxlHf976DQnYE/s4bWQaIwiEAN+oe4in/5XSSXI7bfLpZIm1CUhSq5WMsYRMd2Ifk\nYk4ndmpBy7ecdkpoxU6/C1QvFo4FChyJgjcqF13/vzz/xCW4Xann8z/nomeZOW87r7+0JuW24qG4\ndCpQmpVrjT2B7Af9MRiwai6BWg2qdeCht7h/TZl6nK9aIj+QNEYO46mjlRJACN5olaKMePosKCW0\nkh9hqTqfbgx4WXLORv624WwuXPGv9Hc8wKoz13Pnd76Xsfbnln4DOCNj7Y9UlrKJd1kCwEf4R9SV\nCCvOAZa3cpqHpAnU46OM4zRSSSGd3MF93Ge8g4+W/I0/tXwsYtsnGDfzxcLoMRJWHMxiZ9/7SZ7D\nKVVEiweLzskYLpqWEfLp5pM8jjlkcuPFwONY2M8UQIhkLwZOYDOltFAqtdCpJieQv6L74QBRBYg2\nM+irX8qJGWt7rGLGxYlsGBCb40fHBk7kOGUAHGAKEyce5vLPPsrjP70ppeuVlh9n+uyd6PU+Vp+b\nuWdfKJVY0QRyhjAcCLNTBX09+GpAtQz8qFw5nrG+/P7VGzLS7qxZ34AKTegEsYWIhgK6UJEGiAYZ\nJaIl2YwrojgOPaaEFiomNnPf47dw580/xeW0RD0nGXZumYPV72TKlL1pbxugkPaMtJtrqmhAj4+j\njE/43BrqKaEVGYVTeGuAOM6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qOYY3+Ugt5ZM7bkim6Ojgd9AKfEK7Tas6hR13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/BozaNeq/4q6HicrWIVQjVBNFqFA6m1puqKooQkMq1bL/IZOXMXz227FUklLjrdHQmZC/kWHXVt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w/mfvcvsTf2BTYhE/KfgrZsW7gE+TxsA1k/5G66FIqAS0UDE0lbR7a4j+pFVcq5sRDopBervq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\nvGk4i5NyKZV5zTx7w3lxne+uy+/l5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2OF9oOhPEx/PHsN167aTXZh3e3S2qqLPbvw6uv3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\nQ5tLkCmh3iHiJMFtHyxloFNaW8z6KOCwfiBfG7SOEGGm4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B8fH0Cbf/z3v/89Bw4cwM3N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\n",
"text": [
"<matplotlib.figure.Figure at 0xcafe52c>"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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