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Last active December 26, 2015 14:19
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IPython Notebook for my presentation on scikit-image at Apius.py in Sherbrooke on October 26, 2013
{
"metadata": {
"name": "skimage_apius_20131026-Copy1"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"scikit-image: Image processing in Python"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Marianne Corvellec"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Wajam"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"@PyLadiesMTL"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<a href=\"http://scikit-image.org/\">http://scikit-image.org/</a>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import skimage"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"skimage.__version__"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 2,
"text": [
"'0.9.1'"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from matplotlib import pyplot as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bright_raw = plt.imread('Pos60051.png')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(bright_raw)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.image.AxesImage at 0xa4e826c>"
]
},
{
"output_type": "display_data",
"png": 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lZd6tQjiDN2Lb6f5LvwnPeI3ruxXNzMX5UPS9laKfelDyhXOxLc7vGOhonqY1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\n"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bright_raw.dtype"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"dtype('float32')"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bright_raw.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": [
"(1536, 2048, 3)"
]
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Filter"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from skimage.filter import gaussian_filter"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bright_blurred = gaussian_filter(bright_raw, sigma=30)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/usr/local/lib/python2.7/dist-packages/scikit_image-0.9.1-py2.7-linux-i686.egg/skimage/filter/_gaussian.py:96: RuntimeWarning: Images with dimensions (M, N, 3) are interpreted as 2D+RGB by default. Use `multichannel=False` to interpret as 3D image with last dimension of length 3.\n",
" warnings.warn(RuntimeWarning(msg))\n"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(bright_blurred)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.image.AxesImage at 0xa82c38c>"
]
},
{
"output_type": "display_data",
"png": 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a6yhr87OSMdc3ms0qsq/qRbAutA+XQhAhMuCU6ibvyC0wd3FxREktEupc8/HLSaAmXE4X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\n"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.max(bright_blurred)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 12,
"text": [
"0.18542657233256457"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.max(bright_raw)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 13,
"text": [
"0.99610895"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# skimage.filter."
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Morphology & Measure"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from skimage.morphology import label"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Threshold\n",
"bright_regions = bright_blurred > 0.12"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bright_regions.dtype"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 17,
"text": [
"dtype('bool')"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.unique(bright_regions[:, :, 2])\n",
"# Only G channel contains data"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 18,
"text": [
"array([False], dtype=bool)"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"label_regions = label(bright_regions[:, :, 1], neighbors=4, background=0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"label_regions.dtype"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 20,
"text": [
"dtype('int32')"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Number of labels\n",
"np.unique(label_regions)\n",
"# or, simply,\n",
"np.max(label_regions)\n",
"# + 1"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 21,
"text": [
"4"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# plt.imshow(label_regions)\n",
"plt.colorbar(plt.imshow(label_regions))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 22,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0xa996a0c>"
]
},
{
"output_type": "display_data",
"png": 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tOHjwIIqKikSHzIRNRLFJRMIOZNf06upqFBYWAuh7Kryrqwtut1tUyKxhE1Fs\nGqqGfbG2rw0ikF3T/V3jdDqhVCpDDJgJm4hi1VAJe2p2X7vlv4LfNR3AgJklgd43GCZsIopNImaJ\nBLJrur+nv8U+5c0aNhHFJhE17EB2TTebzTh8+DAAoK6uDlOnThVVDgE4wiaiWCViT8dAdk3Pzc2F\nxWKBVqvFhAkTcOjQIdEh80lHIpKgMDzpuCCI++v4pCMRUeRI8ElHJmwiik1M2EREEsGETUQkEUzY\nREQSwYRNRCQRX0c6gOAxYRNRbJLgCHvIJx3Xrl0LpVKJ9PT0AedeeukljBs3Dp2dnd5jxcXF0Ol0\nSE1NxYkTJ7zHGxsbkZ6eDp1Ohy1btoQxfCKiEPUE0aLEkAl7zZo1sFqtA463trbi5MmT+M53vuM9\nZrPZUFlZCZvNBqvVio0bN3onmhcVFaGsrAx2ux12u91vn0REo6o3iBYlhkzYCxcuxLRp0wYc//nP\nf47f/OY3PseqqqpQUFAAhUIBjUYDrVaL+vp6tLe3o7u7G5mZmQCA1atX4/jx42H8CEREIZDgCDvo\nGnZVVRXUajVmz57tc7ytrQ0LFizwvlar1XC5XFAoFD6rWKlUKrhcrkF6r73t35qbjYio5WYLIwnW\nsINK2FeuXMGuXbtw8uRJ77HwPl+fHca+iGjs0MB3AHdKfJdjPWF/9tlnaGlpgcFgANC3vuvcuXNR\nX1/vd+1XtVoNlUoFp9Ppc1zsmrBERKJJMGEHtR52eno63G43HA4HHA4H1Go1zp49C6VSCbPZjIqK\nCng8HjgcDtjtdmRmZiIpKQmTJ09GfX09BEHAkSNHkJeXN1Kfh4hozBoyYRcUFOC+++5Dc3MzkpOT\nB6znevt2N3q9Hvn5+dDr9cjJyUFpaan3fGlpKdavXw+dTgetVouHHnpoBD4KEVHkdXZ2wmQyISUl\nBUuXLkVXV5ff6zQaDWbPng2j0eidlDEcrodNRBIUhvWwEcz9ga+H/dxzz+Fb3/oWnnvuOezevRuX\nLl1CSUnJgOvuueceNDY2IiEhIeAo+KQjEcWooebrnQLwx5B6ra6uxqlTfT+KFhYWIjs722/CBoKf\ntMERNhFJUDhG2FeCuCM+4PebNm0aLl26BKAvISckJHhf3+7ee+/FlClTEBcXhw0bNuCnP/3psH1z\nhE1EMSr0J2JMJhM6OjoGHH/hhRd8XstkMp/f+m53+vRpTJ8+Hf/4xz9gMpmQmpqKhQsXDvm+TNhE\nFKOuhnwIi+wqAAAGTElEQVTn7c+i9KdUKtHR0YGkpCS0t7cjMTHR73XTp08HANx111340Y9+hIaG\nhmETdlDT+oiIxo6ReTbdbDajvLwcAFBeXu53GvOVK1fQ3d0NAPjnP/+JEydO+F1krz8mbCKKUdeD\naIHbtm0bTp48iZSUFHzwwQfYtm0bgL7lOx5++GEAQEdHBxYuXIiMjAxkZWXhBz/4AZYuXTps3/zR\nkYgkKBw/OjYHcUdKmJfhCA1r2EQUo6T3bDpLIlGlJdIBRImWSAcQBVoiHUAUaBnh/qW3vioTdlRp\niXQAUaIl0gFEgZZIBxAFWka4/6tBtOjAkggRxSjplUSYsIkoRkVPqSNQUTZLhIgoMOJniQz+8MtA\nJs4SuV00fBlEFEukN8KOmoRNRDS6mLCJiCSCPzoSEUlE9EzXC1RUzMO2Wq1ITU2FTqfD7t27Ix3O\niPK3LdBQWwoVFxdDp9MhNTUVJ06ciFTYoqxduxZKpdJncZtQPnNjYyPS09Oh0+mwZcuWUf0M4eDv\ne9i+fTvUajWMRiOMRiNqamq858bi99Da2orFixdj5syZmDVrFvbt2wcgUn8P0ntwBkKEXb9+XZgx\nY4bgcDgEj8cjGAwGwWazRTqsEaPRaIQvvvjC59izzz4r7N69WxAEQSgpKRGef/55QRAE4dy5c4LB\nYBA8Ho/gcDiEGTNmCL29vaMes1h//OMfhbNnzwqzZs3yHgvmM9+4cUMQBEGYP3++UF9fLwiCIOTk\n5Ag1NTWj/EnE8fc9bN++XXjppZcGXDtWv4f29nahqalJEARB6O7uFlJSUgSbzTbqfw8ABOCNIFrE\nU6UgCIIQ8RF2Q0MDtFotNBoNFAoFVq5ciaqqqkiHNaKEfjNiqqurUVhYCKBvS6Hjx48DAKqqqlBQ\nUACFQgGNRgOtVouGhoZRj1eshQsXYtq0aT7HgvnM9fX1aG9vR3d3t/f/SlavXu29Ryr8fQ+A/xlS\nY/V7SEpKQkZGBgBg4sSJSEtLg8vlitDfg/RG2BFP2C6XC8nJyd7XarUaLpcrghGNLJlMhgcffBDz\n5s3DG2+8AQBwu91QKpUA+hY/d7vdAPqWY1Sr1d57x9J3E+xn7n9cpVKNme/i1VdfhcFgwLp167yl\ngFj4HlpaWtDU1ISsrKwI/T2MzPKq77zzDmbOnIm4uDicPXt20OtCKQVHPGHH2gMzp0+fRlNTE2pq\navDaa6/ho48+8jk/1JZCt86PNcN95rGsqKgIDocDn3zyCaZPn45nnnkm0iGNisuXL2PFihXYu3cv\nJk2a5HNu9P4eRmaEnZ6ejnfffRff//73B72mt7cXmzZtgtVqhc1mw9GjR3H+/Plh+454wlapVGht\nbfW+bm1t9fkv51jjb1ugW1sKAfDZUqj/d+N0OqFSqUY/6BEQzGdWq9VQqVRwOp0+x8fCd5GYmOhN\nUOvXr/eWvMby99DT04MVK1Zg1apV3t1YIvP3MDIj7NTUVKSkpAx5Tail4Ign7Hnz5sFut6OlpQUe\njweVlZUwm82RDmtEDLYt0GBbCpnNZlRUVMDj8cDhcMBut3trdlIX7GdOSkrC5MmTUV9fD0EQcOTI\nEb9bL0lNe3u799/vvvuudwbJWP0eBEHAunXroNfrsXXrVu/xyPw9PB9wmzhxorgP3k/IpeBI/uJ5\ni8ViEVJSUoQZM2YIu3btinQ4I+Zvf/ubYDAYBIPBIMycOdP7Wb/44gthyZIlgk6nE0wmk3Dp0iXv\nPS+88IIwY8YM4bvf/a5gtVojFbooK1euFKZPny4oFApBrVYLb775Zkif+eOPPxZmzZolzJgxQ3jq\nqaci8VFE6f89lJWVCatWrRLS09OF2bNnCz/84Q+Fjo4O7/Vj8Xv46KOPBJlMJhgMBiEjI0PIyMgQ\nampqJPf38OCDDwqzZs0a0Kqrq73XZGdnC42NjX7vP3bsmLB+/Xrv6yNHjgibNm0a9n2jZvEnIqKx\nZPHixXjppZcwZ86cAefq6uqwfft2WK1WAH1zzceNG4fnn39+yD4jXhIhIhqrBhsPh1oKZsImIgqj\nd999F8nJyairq8PDDz+MnJwcAL67psvlcuzfvx/Lli2DXq/HY489hrS0tGH7ZkmEiEgiOMImIpII\nJmwiIolgwiYikggmbCIiiWDCJiKSCCZsIiKJ+P8+sUeGScGmxAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from skimage import measure"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"intensity_regions = measure.regionprops(label_regions, ['MeanIntensity'], intensity_image=bright_raw[:, :, 1])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"len(intensity_regions)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 25,
"text": [
"4"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"coord_regions = measure.regionprops(label_regions, ['coords'], intensity_image=bright_raw[:, :, 1])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"coord_regions[0]['coords']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 27,
"text": [
"array([[291, 374],\n",
" [291, 375],\n",
" [291, 376],\n",
" ..., \n",
" [357, 431],\n",
" [357, 432],\n",
" [357, 433]])"
]
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.where(label_regions==0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 28,
"text": [
"(array([ 0, 0, 0, ..., 25, 25, 25]),\n",
" array([384, 385, 386, ..., 416, 417, 418]))"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i in xrange(len(intensity_regions)):\n",
" print(intensity_regions[i]['MeanIntensity'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0.205465755261\n",
"0.155044210443\n",
"0.275592330443\n",
"0.187728478964\n"
]
}
],
"prompt_number": 29
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Cross-correlation for tracking"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from skimage.feature import match_template"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.where(label_regions==4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 31,
"text": [
"(array([721, 721, 721, ..., 783, 783, 783]),\n",
" array([819, 820, 821, ..., 803, 804, 805]))"
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"region_4 = bright_raw[720:780, 780:840]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(region_4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 33,
"text": [
"<matplotlib.image.AxesImage at 0xadc09ac>"
]
},
{
"output_type": "display_data",
"png": 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c7LxseOxXT2D2fZNFt1KbXAjLyjGmY5Z3RXq8oJ+otr9Ph8/bYjjZd9miVRPd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\n"
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"region_matching = match_template(bright_raw[:, :, 1], region_4[:, :, 1])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(region_matching)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 35,
"text": [
"<matplotlib.image.AxesImage at 0xae3f0ac>"
]
},
{
"output_type": "display_data",
"png": 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RSZVRrPORPZ+QE+wsbzjeWoo1hAhdB3LUO40wsSXUr/j4EQ+RIkLKwtgBRBH7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GNC6DOK7XN3jWh6H29n4mr2+U64xpf8eQjcs8vxXEiGmGnr0Q6EyTT4egKOjH+KdxnWPNfRSS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wnBm2dSiMU/R+cVrHfccQevvPIKsViMmpoavvOd73DPPfekvvf5fKnfm5qa+NKX\nvkRTUxPBYJAnnngi9f0TTzzB3XffzcLCAjt27Di34wpkchZgxvlGDGrSjWViL8bK484g2moIsYWp\nFzIDucdzvwcxD3khFjpXDMnFDLJLJgm0J4hcNctoXp3Y/VRz1SMgkJwNwxGfZVlXZ0wetrhzMfxl\nAplERyHZn2XXZyK7qwYsKFZ1BUuhplmuVOAtIDtrGVZJVLWMWSw2fhmL1olgQkWfmcSyQS0ji9SP\nbDTXY6GQmcii7MOSebRAY2EXtZxigkL65mtMO1OozSms6J3nvltwz5hBNLNmN26ViICYRTT326D4\nM/3E3ouKRn8QEcIu3wHHMJRDsWtzrXuHC10t8Y3xZZ4j5ivmf93+dfp3N8p4aSq4ETc3gu6dq1zb\nl9ycaHB9n0GE2xEM8qURP8OY4K3CIu7WOx64yLzUXNaowjNB8CVYQIse8TszDNM5jCkIa4HyJPT7\nLa9oEtGkRjAzyCIktuZwLNjEUl+uZN96HUMrFLrrDmHlekoQ4b0eS1JzwPEhH4M3HkTmlYYQr0sK\nz476LQDHQ4Tqfszf4MKvUxF4qjGrKWvU9bVRvvNH50jGc4TnKqGGMmXdvIclRylBNoJFLEpsAejJ\nMLjftIyPb8cCmTmLBAIJ5l4ugRnI2DxNdXE/PTTJfa2uv18GroD8q4dZFe7hYOFGVgrDUAKZ2yZZ\nGlfw8Z+n8wrWZ5999rw3nzhx4qy/H3roIR566KEPXLd58+YP4GDP/UDOBvQvIsDo3/nM/jmFYeZ0\nl60GJn14U9kS5aGwDIU+6ZF/BovBT7j7RoCFIBO9VfgalsiOzMu9ua4dDciiuQxh+kG/OH0005ZG\nz6wgk7zQvbtqCTa7yaCOpxhWAXQLlrE9BzvO1CITR5PRTGB5DzRJiqIFspFFNoxBtsKIRlGCOXxU\nK9ZFpJmDst3nalL5W1h3+buUMMaRxAbGj1VLn9a5ewqAiMciWXTSzoGJNpaeLRCtSu3N/ZhdOoAV\ndfS7+z+PaKTtyGTuc31ZL++/eeMvCbLCnpqbWIrmwXY3ZoqF1E3BjzkkRh1vjwoPOgY/S1nVKJks\nMdBfa0iBWcyTrrC2CseHcSwhh2rahe6zAVLZz1LeeEVcKBJEwylBhIoPs5mHsbj+Ne4dvcg81VPY\nCgI9W3SfxbBsT3HcZuW3jGGjWLjlovu+wN27G5aK8kRA/gGLnupENol8LBIsiOUu1cgxDadV59Ei\nJuR0Y8kGMlfwZYJ3MsOO7Op4SnB2IqUiLEhDNeIDSBsHkDUgcHiSf8yxvAEZjhd7MD9Ds+OfwgdX\nMLlR6vh/ANk4XN4MbzhMRtM006fKhXdlUFfcwzw5VjhxETkVXAc7rv43PsvrhFngF9XzvLn1erJX\nx1heCsFvz9C0/gxdWpFX6ng4hHTyCAKuV6N0NpYMO4FFqBxAhNUIMonWud+DyGJoRhb7QSxbuPOc\npjydReDNZDLWXSUCbAoz3pdjQuwwZvN0z87eOMb8gRL5fASZnF2ZsDoJt/tlIS+7Z17m3l2CgZ9V\n81HBqSDxBcwOV4FptCCLtBaZeIpKyMfqJOGuHcQSey9gtia14WlCmhzwRZJs4W3CLHA6UMp4ZqVU\nWk0iE7sWWOWjO68Rby4D/sUveQU0xHcSWRAxXKdyLDVihRsXF+2SVTFJfUEPR2ObZDE6nuYxTQGT\nrCk5zqEvbjGNeRb5fQYr5Vzhxr7T9asC8EGiO4s9uduZ7yoWyNYJLIu9esU1Q1MuIpyOYUfTLMz2\nmEA0+CCyaaiNX4/RY1gO0ribEyEsKi4L0cxbMJOPRtNptJ2GHE+f8V51sOVjeX/7kHWhGt4MhplW\np5mOr2JicxBttwrLJbCMjOlq5GQ1hGUAK3f96sMcxh6iCMxhGncvkJmBp76FgOOzoj2mHV/VXFaK\nzNVq1/9drg+a/6DBPUPNcAnMd6FwOpC1nI2VttFTozqMe7HCoIqUyJR+TXeVi8brAddC1/utMOac\nq8ddOy6H7Vfv4r/wY4qJsZ+NLBImWD3DfH8hzPjtxHQeurQEq2IzFffmw2LoXcQKazAbVx4WUz+K\n9KYOK5QWQZh7AplohzFDf4SzhZtuQj0Bi22uRwSlOqIiyITRcMitEGk4TWIlYMXpxjBM4oTfduhe\nLBTyHWSy6yL2kKgLWYEAAA2ASURBVMmgsJsEhtHTyXUm+L0COTYVJWHeL3/rsb4YA3W7dIdMYuVo\nfJwdnQaphMKZlVOUMcosEQqYJFQww/LxfLFp9Tl+9IO3lCUT8XUMSaCamx5ri3JEIFQjUJla1+8x\n6XM4Z54wCzK2k679CegnyjIhjg80CwzHhwiAqBuTfjcHqpMw5ZexysXKsqyWsZ/vLk49k5NYUMVJ\nzJnlIoYKVw8ycaTKqpCquSnb8acbg48p1lmFTxjpgwrg41iFA50zLZB95RgL4/l4rzrcpAaiaEj1\nPJYfQ09rSSQ6LI7YX2elbyn8bhmmIJS4n5PuGkUKaDuaMO/4nOuLOuhyEeGf7dqQj+HJ67HT0SRi\nb+xGovLmkHWlZhS9Tx1eisTIx3DZTitNFQXVZECa0SuJhb5OY2iWVqAcgltnWOnKNYjlHAatew2J\n3MrD0DIjmB09A4vCexsRqoeRzXnc8W8DtNNJlH66aKSDz3Dg/S0kXsiwtR/hQ+nSEqxB5BgLZpfK\nxuA0hZjTQT2Tg1iook4GFcIryED9HplwOkh+ZMKsdn+fRHbP4+75fZi9TZEB81gJj2wsTwGw0Fkk\nR7RJLN+o2sA0GmwYg0+pbUyPoOrZ1vRsi4jmp06TRSwj0Crg9MtQcSX0ZspzxrFw4AogLw6DGVad\nVjWrWuy4mziD7w7K1FbQSTUDHKCNA5NtLP8iX+BYBxEYVSO2qSkwO4JlKML1odzx9u8ht2mU6vAA\nEWZ5e+IaEQoBmOiuYmKpSjTK9xDhkOMxTAWvv3UD/Mzx/Ebwf2aB8sohhjpXQxHUXn2MEHG632oV\ngaBmEu3nG8AXgZwkZPih+GWIbpOFuBabV5+BksY+xt6PWn2wKSyVXPEZzw1jeRw05Fjt2+qknHRz\nSQWq22T8rfO0Rd4jFimmq7bNhKYK8pjr6yRn1eTi8iU4kimLH8wZqQ6fgGvzdgi0z+MLJFk5FhHh\nuM+1eQqzz98CBS1DBAMrrPafIJ8pXuq5GfaGpB/vIvM//jJkb5N2hrGSRq2IIFXb5aBryyxWnkVz\nC3iONycRM48mUOrF6q5VuufmI+t+xLW3BJvP025+1ACbYU3p+3ilPgY3VTHzTpls1jFkXYQR+NZh\nDCOsZjMPOenohjaCaMenkNMKS7CSCcVS7+wPXMcPvG9y4sfNhrOdxzDeH0KXlmDVBCiK29RJUcnZ\nJVD0OFSIMLMYGYwZDNenzg4NZ2zHwtnygU1QcVMPQd8KQ6srSRyLiAA8U4sLufdNIwM7jB2/nf1t\n9relYttTjXEOSxysuTrVthtFhLpm5PFhAlodBXEs+kqv0wmo0WVvvQxt26x09zIimNcBBXGYzrD3\njmApErVP6hTRqLMq+X2Ucl7gFt6IfZal7+aLfU7DdHMQ/ig+V/G3o5h2NOv63++uPwJFm8epYpAA\nCTGNjPrlODeBLIIjWN6G3/voPtoiaI+Ye08QCkrHmZ6VbFm+xhUaeJ9ZculOuLafxPKyTgN1kL9+\niLqsU2Q1LTLy8JMM/uctLP8yIlrevPA274oRKn2DxLJL8XKzLIJO7ayZbjyqzpg36nDShB+KSVUN\ndy0GP4oDm8G34mOCQoKs2DG1yM3HXizcdwrLN9oMrM6UMa/FcK99bqw1W1g55F07wo3hl0TTL1vL\n0co2gbr1uPGud9fGIbEcYFWohy/zHFUM0riqi/8ZuB9vX4YoB0E3v2q2mSM04tpXvwzTIXN8anh4\nFMtpq0ExC2fMS23rFOa4CjseaXRcNXZiizr+BhyPJoCtUNZ2kgizZBBnIFkt7xh096m/RYNCurEq\nGOuBv4Hbtj/LEJV0vLnNsrxpYASZLggkwVHW8bPY3Sw9mifXjSFrJYoldvoQurQEq8Yvq7dQhcIk\nVgCuCAu/U5Cw2ldLsHSAGia6gkyQeSxLVQP4W1a40vcmWSxyuKyJzjEXNbYZE0jzrl066dWWqBPu\nPSzsVvGxEURYqGe5HhE+iiMES3Y8jOVezcPyIYA58NRZlYWZLFQQKZRH+dEKxJ320YOVLtHFrrEc\n2chE8WHaUxb0Ht5A7/wGaf97WJHFOmTSasRRqXt+IRZSrJCwHNd3D3gXBm+qprxkhDlyIOk3pEEP\ncjzLQ7CBpxEtfR+y4PIQj/0mj/Gu6lR5E68sSGdiI1OxfHnvNIY+mJS2Bq5b5B+y/pFs5mniCP/E\nGO+Uvc/xgo3Svh7gCoiEZyV5UjCBl40s0iUk8UktZgNUyFgcyyylx8cEknegCRHax1wfFBUxC4lY\nmGNVG0Urz8cgSr3IPDuNBa0sI5v4NiwD2yxmo+/DSvhsBG6BDeEjNHGIIAlmyOXo3Ca5XteKz43L\nCMxUFlBcO0YP9SwTYpkQXjxokDU1uzVjQQhqalkJyf9B7PoyNz/KgdIV6AuKIGzE7L1qa92MBfX0\nYJVRixy/6xLQHRBeTGJ+h3qZa7HTxSwXhViYC7P4h0LRTPdh2GLFKPdh660NuB5Cl02zif38Hc/w\nyyvf57dX3sjosVp41udOlCuwGISOAK+981cSrfWC43uZ608dVtr7Q+jSEqzXIYPyGsKsTgyoHMHS\n7FUhAzmKdHLC3a/CswILeZxFmPIqMqDVQCUUrRnCT5IMlpig0DQDjTcvQxZUEBkoRRaos8cBnVOp\nCj3MC69H+Hxk4ahtVHGkZ6YnVOeUOk7ysbpX6rlXm1UuZguexgZ5yfXtCJDvoC4aK5+H7Lgajtnr\neKqZhSqRiT2EZVeKI0Ia996rkKN9lbt+3D3rfXdPELMBKySuQe4rLRmliHE8fBTUDTG5UCklbzqx\n42MQMcO8i0VYNcu7MkqniO8rkEUUEH6MD1dbccBRTGPdAHwJWtbsp4gJKhmijxpOkk3XvjaZOydc\nHzfA4Mk6hqkh+e8Zln2rDDs6a9j0CKJd57rvFZmi2lUb+G9ZJJCzzPJQrmilb2HKQbG7ThEaGmWm\nOYwmHA/CiJPrS+CLLuH9IdPSL4Zc+zQ0tt49syxJhFl6WcU8Yd5ZvEw2LLAimxmkbLfB8BIz5NLD\nat7iCroW1sIe58BRhEu+G3PFM5+plCxh0DZN5qPJfkIJqPJDyDls1ZE65nipzsPj2NxW9EUJMBWw\nrHJ6sgqRspUnhiNMHIjYCXYQ2cgiyBzWYJgiTG6sgfAt41yV/wYJAuQzzVW8xSjlvFEVYb6x2NlM\ng/K8vY53u5H53IwoFZ93vIy5vn4I+bwLGpP6l9OZmNg0pSlNabrU6Xyi85LRWC8R+Z6mNKUpTf/f\n5L/YDUhTmtKUpk8apQVrmtKUpjRdYEoL1jSlKU1pusB0SQjWF198kfXr19PY2Mhjjz12sZtzSVB9\nfT1tbW1s2rQpVX1hfHycG2+8kbVr17J9+3YmJydT1z/66KM0Njayfv169uzZc7Ga/bHRvffeS3l5\nOa2tranP/hL+7Nu3j9bWVhobG/nmN7/5sfbh46Jz8erhhx8mGo2yadMmNm3axO7du1PffZp5dcHI\nu8i0srLiNTQ0eD09PV48Hvfa29u9w4cPX+xmXXSqr6/3YrHYWZ89+OCD3mOPPeZ5nud973vf8779\n7W97nud5hw4d8trb2714PO719PR4DQ0NXiKR+Njb/HHSq6++6r3zzjteS0tL6rOPwp9kMul5nudd\nfvnlXkdHh+d5nnfzzTd7u3fv/ph78h9P5+LVww8/7D3++OMfuPbTzqsLRRddY927dy9r1qyhvr6e\nUCjE7bffzq5duy52sy4J8v4EKfHrX/+au+66C4C77rqL559/Hjh3vbG9e/d+4HmfJLrmmmsoLCw8\n67OPwp+Ojg6GhobOWY/tk0bn4hWcG4nzaefVhaKLLlgHBgaoqalJ/a21sj7t5PP5uOGGG9iyZQs/\n/elPARgZGaG8XEpolpeXp5KODw4OnlVX7NPKw4/Knz/9/Lz12D6B9KMf/Yj29na+9rWvpcwmaV5d\nGLrogjUdGHBuev3119m/fz+7d+/mJz/5Ca+99tpZ3/t8vvPy7tPO1w/jz6ed7rvvPnp6enj33Xep\nrKzkW9/61sVu0ieKLrpg/dNaWX19fWftjJ9WqqysBKC0tJQvfOEL7N27l/LycoaHJVnr0NAQZWWS\ndfhc9cb+bF2xTzB9FP585HpsnzAqKytLbT5f//rXU6ajNK8uDF10wbplyxa6urro7e0lHo/z3HPP\nsXPnzovdrItK8/PzzMzMADA3N8eePXtobW1l586dPP300wA8/fTT3HbbbQDs3LmTn//858TjcXp6\nelL1xj5t9FH5U1FRkarH5nkezzzzTOqeTzoNDQ2lfv/Vr36VQgykeXWB6OL6zoR+85vfeGvXrvUa\nGhq8Rx555GI356LTiRMnvPb2dq+9vd1rbm5O8SQWi3nXX3+919jY6N14443exMRE6p7vfve7XkND\ng7du3TrvxRdfvFhN/9jo9ttv9yorK71QKORFo1Hvqaee+ov48/bbb3stLS1eQ0ODd//991+MrvyH\n05/y6sknn/S++tWveq2trV5bW5t36623esPDw6nrP828ulB0ySRhSVOa0pSmTwpddFNAmtKUpjR9\n0igtWNOUpjSl6QJTWrCmKU1pStMFprRgTVOa0pSmC0xpwZqmNKUpTReY0oI1TWlKU5ouMP1fjopd\nMfT60OQAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.gray()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(region_matching)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 37,
"text": [
"<matplotlib.image.AxesImage at 0xafc6f4c>"
]
},
{
"output_type": "display_data",
"png": 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dxwlI8v6AdwDtwuMDZLwCgHoMiBgniwNmBxzUGvPJ+AJo3s71WDnWcrlsxs3L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\n1cGDB6N33nnnL797p4/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}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(plt.imread('longtime_z006.png'))\n",
"plt.axis('off')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 38,
"text": [
"(-0.5, 2399.5, 1174.5, -0.5)"
]
},
{
"output_type": "display_data",
"png": 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ce72eFBddLpfQXKzn0BEbhoFarYbPf/7z8Pl8yOVymJmZQSAQQL/fR6lUgqIouHHjhqzd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\nIooEXgghIooEXgghIooEXgghIsr/AEZsHGDAN0IjAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 38
},
{
"cell_type": "heading",
"level": 6,
"metadata": {},
"source": [
"<a href=\"https://bitbucket.org/StatMarianne/crosscorrcells/raw/e530a2f4484d4af6883d1fb51ce3c35165e5fd29/longtime_z006.png\">Better view</a>"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Edge detection, Segmentation, ..."
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<a href=\"http://scipy-lectures.github.io/packages/scikit-image/\">http://scipy-lectures.github.io/packages/scikit-image/</a> by Emmanuelle Gouillart"
]
},
{
"cell_type": "heading",
"level": 6,
"metadata": {},
"source": [
"-- "
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<a href=\"http://software-carpentry.org/\">http://software-carpentry.org/</a>"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<a href=\"http://www.meetup.com/PyLadiesMTL/\">http://www.meetup.com/PyLadiesMTL/</a>"
]
}
],
"metadata": {}
}
]
}
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