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@lorinc
Last active October 17, 2016 18:59
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feature extraction experiment on the Swedish Leaf Dataset
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"_cell_guid": "7a736945-990d-7395-a4da-12861b392539"
},
"source": [
"This is a computer vision experiment to extract better features from the Swedish Leaf dataset as the ones available at https://www.kaggle.com/c/leaf-classification using only the scientific python stack. (i.e. no OpenCV, etc.)"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {
"_cell_guid": "b1073064-2763-7a9c-29d5-29e2a6edf849",
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy as sp\n",
"from sklearn import metrics\n",
"import scipy.ndimage as ndi\n",
"from skimage import measure\n",
"\n",
"\n",
"import matplotlib.image as mpimg\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches\n",
"\n",
"\n",
"\n",
"%matplotlib inline\n",
"from pylab import rcParams\n",
"rcParams['figure.figsize'] = (6, 6)"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"_cell_guid": "c3da753c-82d4-2de1-c11b-6904b7742ee0",
"collapsed": false
},
"outputs": [],
"source": [
"# --- I/O ---\n",
"\n",
"def read_img(img_no):\n",
" \"\"\"reads image from disk\"\"\"\n",
" return mpimg.imread('../input/images/' + str(img_no) + '.jpg')\n",
"\n",
"\n",
"def get_imgs(num):\n",
" \"\"\"convenience function, yields random sample from leaves\"\"\"\n",
" if type(num) == int:\n",
" imgs = range(1, 1584)\n",
" num = np.random.choice(imgs, size=num, replace=False)\n",
" \n",
" for img_no in num:\n",
" yield img_no, prep_img(read_img(img_no))\n",
"\n",
"\n",
"# --- preprocessing ---\n",
"\n",
"def threshold(img, threshold=250):\n",
" \"\"\"splits img to 0 and 255 values at threshold\"\"\"\n",
" return (img > threshold) * 255\n",
"\n",
"\n",
"def portrait(img):\n",
" \"\"\"makes all leaves stand straight\"\"\"\n",
" y, x = np.shape(img)\n",
" return img.transpose() if x > y else img\n",
" \n",
"\n",
"def resample(img, size):\n",
" \"\"\"resamples img to size without distorsion\"\"\"\n",
" ratio = size / max(np.shape(img))\n",
" return sp.misc.imresize(img, ratio, mode='L', interp='nearest')\n",
"\n",
" \n",
"def fill(img, size=500, tolerance=0.95):\n",
" \"\"\"extends the image if it is signifficantly smaller than size\"\"\"\n",
" y, x = np.shape(img)\n",
"\n",
" if x <= size * tolerance:\n",
" pad = np.zeros((y, int((size - x) / 2)), dtype=int)\n",
" img = np.concatenate((pad, img, pad), axis=1)\n",
"\n",
" if y <= size * tolerance:\n",
" pad = np.zeros((int((size - y) / 2), x), dtype=int)\n",
" img = np.concatenate((pad, img, pad), axis=0) \n",
" \n",
" return img\n",
" \n",
" \n",
"def prep_img(img, do_portrait=True, do_resample=500, \n",
" do_fill=True, do_threshold=250):\n",
" \"\"\" gets and prepares image for processing\"\"\"\n",
" \n",
" if do_portrait:\n",
" img = portrait(img)\n",
" \n",
" if do_resample:\n",
" img = resample(img, size=do_resample)\n",
" \n",
" if do_fill:\n",
" img = fill(img, size=do_resample)\n",
" \n",
" if do_threshold:\n",
" img = threshold(img, threshold=do_threshold)\n",
" \n",
" return img\n",
"\n",
"\n",
"# --- postprocessing ---\n",
"\n",
"def get_contour(img):\n",
" \"\"\"returns the coords of the longest contour\"\"\"\n",
" return max(measure.find_contours(img, .8), key=len)\n",
"\n",
"\n",
"def get_center(img):\n",
" \"\"\"so that I do not have to remember the function ;)\"\"\"\n",
" return ndi.measurements.center_of_mass(img)\n",
"\n",
"\n",
"# --- feature engineering ---\n",
"\n",
"def extract_shape(img):\n",
" \"\"\"\n",
" Expects prepared image, returns leaf shape.\n",
" The strength of smoothing had to be dynamically set\n",
" in order to get consistent results for different sizes\n",
" \"\"\"\n",
" size = int(np.count_nonzero(img)/1000)\n",
" brush = int(5 * size/size**.75)\n",
" return ndi.gaussian_filter(img, sigma=brush, mode='nearest') > 200\n"
]
},
{
"cell_type": "code",
"execution_count": 247,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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dCRxmL32o4GQFpKQ2ms8crJz11x/W7KJHQlvWz76zdk/duy85jbsvOY2UjXtr\nS2q78xmrPu2a0XZynTjs2BggunCILthqYSxhMtWEuzx/bFfbLRS2s/Rqwrwz/TC/uneO4bElm/Yx\n9NpZLh+/eOM+wk+/xxuheVVkuG2VekM6coSBdVa3imu5GM/Lm+O/V74Cjqs++/Cb3/Hwm981+Bzz\nvlvNvO9Wezo0v7Q8AybVWSG/nIlMwtwNTCexwmER4A1jQuMDLdS46q/p2cca/Px09zM2lPq0JwwK\nks/1KdgWehptX1nfvZPhnY3B/cU8tPZw84HWMfCAwfzk+pJJYTDbCEMlddy12WD+ckmFfelPEV/a\nX28aZ92RXTNNwbH+rTtXu0TEfZd4Zqq430smhVNZ6vKcFpG2L+bBTAmzB3WMc17tp0ZUnc3Gpfne\n2Wh2BBLKduc4tjm7EuJLYVhpj31wXVtBZy0BEPGYQR0d2yaxzPeB+EAEVUxmCS0bmJv98Gm+iccM\nSpg9wGKxLf65ZZyrs6wMZyMTWemrsIKe1Rrcl38kMGTU25PUrCIm9Q1lC9S7gnVT6GxzL+JVdxgM\njiWQRSSVjgeCRDjVjGYd4S7eY5gF/hqku/MoYfaA8wc2fE4yi1XiuhlW43itp0xFEMUPvFFvDn0q\nvcwJxEBvHAtLjPfzPWNFAkEbg+3kBhIaBQEms4zhOL+8GxvpXzsIeYoSZg9wtWVcAlmaguEBxcSa\nHYKI26oxKOFpgu5kOLSd28+EQESCyH1THNtcJZDBqC3HG9xrOrmnb2LxFSXMzeTqW9QUFofMN05v\nKiIWDBKQpx2Lm4mYYvsR+/tLcGPlr48YfahN7G5woog0aHhniDbYXywUryC3ooBRrHV6fFov265h\nwUIJczOM6uL82CSWaQcMD8mntUPb5ztMCETEiSXpZkfgXCsKiKPQrm16X5OCEQlwFxgU9Bx7ouhH\nKIqn0GGBcV3u7BoWKJQwN1G/9nDeAONjyaQE9cR/X9tlUHVowyETAhFxwqh4zm78Z+7DGINRoIEd\nTAhEJEBFhhuXmo+ngNhGlJUORkPZQiTlTo8Hy5aWSpib4LRecLnjlsAATGS5b4MJQYeLzI5AxNHm\nepXtj9LenECc6Mduu/uXDjMpEJEAExluGyltUa/QbAJZjGpgHm+oGOdilL1rKx8G4kVerfQXbNq2\ngNsnOD+uxX2et5RTzQ5BxC2fbINhCSfvlxNNFWGEU21eUHV04aDDqHebGDhealJAIn6uYxz8eaxt\n69j6WnNVQq4zAAAgAElEQVRca5TqiKCKrmSSSVfD40MTYEu24aGAoYTZTa2iXSfLGln2jmqDiyDz\ndxucKOKHtjKU4WwyO4xaHTjCUU5WW7jqFPiXtoYXqXVKYsNbxXYim0FoIU19fdnjNGG+aLAS5pBw\n5Qjo0875cY0se0cFEVgNEub65YhF/MWsZXBPnYsix/yg6l9dQ9hGCsm199u10Ciz+J/EeLjMB1OG\n4qMb/5hJLNMaJRemksLiOn9j6rppLLy62scBeZAS5gb8ur/rZDlYy2D6A2ffVEX8VZHBupdMutCV\ng74Pxole7Gd/neIqd0yEmQtNDEhC2tAE2+ijv+vEYQax3eww/J4FaEkhhbR0ONYyyvfxeJISZhdu\nGWebw+SMRpa9K42eDm1vh9be8BKAFqXCaT1P3t9DP79KmHuQbpcwg20B4AebTQpIQsoNJ4q2dvGP\nCvJuGcVa4uttzSjOdSJbCXMoSYx3nSz3wI83Xg0CziqlHQvt3XskACzab58wA5QQQwv8Z95DK/LJ\n5+TS9Q4qpCle0ibGNvgUSAUsIqggjiJOCbHqfZ7SnQPsp5fhlMpTk2BZmglBeYASZidmjHJ+rAdp\n9CLVZ7GEIqPFfntzlTBLYKishog6v8KrGctU/Kc05Qg22FUj7BALSW0gLfSKlYmX/HEYDAigvb4H\nsxULVjq4KMIh7oukgnKaMEncjylhdiLCyQ7VFqqVLPvAMhx3iFfdRAkUT6TAzGkn7xuNtJjJVoXU\nSt2S89eO1FxmaZ66v/OeFk4lUS6KYzSkM1n0IMODEYkrE1lpt8C4xlm9NcIcVG4e6/yYq825xbs+\n13oLCWCbGMZw/GeicDKLDT/QRBrjNwNgTBfPPFc8BSRiK+PahmN+NY1JRAmzgTYxzo/FUOa7QELU\nToxrjhc2fXBBxOfe2WjbkrLGMVxst+MnbhwDr60xOwoJBM0dTQ4/sTXbZO00FXLCw6DKP+o5NYoS\n5kYYoKo+pvn3L2ZHINI4e3Nt+xvX/QJ+iMTaETR/0Jc97KFv7f32WvwnDUjuBdN6Nu2xSaTSglIS\nCPAKFuKWwWxjGwGwZ6CblDA3QmeyzA4hJGTR2aHtaLEJgYg0U3qefcK8i/5+lTB3JdMuYY4KhxGd\nYaP+1ImB60dD11YNn1dXD9LoQbrflIgXaSolzG6KpcjsEEJCEY5DXGv9ZwtbkUb5dBsMTzA7Ctci\nKaeCkxukju+mhFlOGt0Fzu4D0Y3IFhI5SALZtCbfe4FJwHooOTAXGCthdlOMFh/4xBpcrLgUCUBz\n19t2oKixhMlMYal5AdUTRzHH6yTMgVRQQjynoUJd7hjLKqIp02iyANCRI2aH4FH+tdeRnzDaUm4Y\nW3wfiACwSdPdJIDV39u4Gv+q4DBCxRkEeLkZG0D1ZxfJpBBLiZJlCVpKmA2E67+KX1ExBQl0e3Pt\n76calH33J1H+ldOLjzT2MnkXDjKVFL+aly/iLUoN6zmtl9kRhK5NDHdoWxygG5yL1LWh3pzg47Qx\nJxAnhtS7gvaXiSYFIqbbk9vwOQDtyKEfu+uUvhEJbkqYxa8tVcIsQWBzvWlFebQ2JxA3tYg0OwLx\nZ105oGmKEnKUMNdzWk+zIwhdx2jr0FaletgSpCr8aM11B3LMDkH8xLsNTGm3UE1f9vomGBE/ooRZ\n/MJxgxG3FRmBWQ1IxEj9RVXLOdWcQJxojf1igXHdTApE/NpUlpgdgogplDDXEamFLqapNvhVLK00\nIRARLynz89/nNvUS5h7+PWtERMSnlDDXEeZi9cJ2BvkukBBUt9pYjXVaeC1BJL8Mdhy1b0slyZxg\nDPTEfsHA0E4mBSIi4oeUMLupkGbu6C4ulRhU+CsoMyEQES9Kz7O/n6bt5SSAjGSd2SGImEYJcx0V\nVc6PFSth9ilNx5BgtDzd7Aga5+IhZkcgIoGqlGjD9sdTfByIhyhhrqPaCsUVzo9n0dl3wYS4nGKz\nIxDxjQJamh1CrVGstbvfr71JgYipXvrF7AgkGBTQyuwQPEoJcz2rMp0f28kA3wUSQoyqns1e63ie\nSDB4crH9/XWMNicQERETWAN0u1glzPUs2u/6eCWa1OdpR+hgdggiAsRTaHYI4gfynawf2Usf3wYi\nQalaCXPwcLX90zIm+y4QEQk6FVXwc70v5oc03Uv8iLP1PPl+XqFS/Ms2BpsdgkcpYTbw9wb2Zfen\nraBEJPBlk2B2CLU6kd3wSSIiTbDtiNkRNJ0SZidmLrTd/v0L5JXaH/P3raACTf0dSD7fYVIgIj6y\nONV+gXEebUyLpT4L9tdLzxtoUiAiEnTqb60ZSJQwN+BoMbywwrFdc5m953x9QEsIyqWt2SEYUgGT\n0LTmoNkRSDBamWF2BE2nhNlNNSPO209cTtBcZhFpjmeX2t+v8pMv4QPZaXdfxUtC09c7jdvXc4pv\nAxHxE0qYG+nDLfDccrOjEJFgsw1VCRH/V06U2SFIAPCndRmeEmF2AIGooMw22pwMnD8IEltCgv/U\nHgh4SwOsGppIsOsYB0eKzI5C/EEpLcwOQQLAPno5tBWWmxCIB2mEuZk+3w6vrIb3NpkdSfCY3MPs\nCER849PtZkcg4tzOo8bt2jtfQpFGmJ2IiYAbxkA7J1+mT2Vp7X+8tOPw1U7bqDPY5vzdPgHidOWq\nSbRLhoSqlYxnAv5Xl/iWcSf/vkno+O9mmDnNsT2VnnTESTYtApQTbXYIHqeE2cCv+sO4rq7PCaO6\n9uekNnDreNvP6w/BFztg1jIY3hkuGOTFQEUkoGX46RZLfdnDHvqaHYb4gbxSaB1j31Z/K1ARd/xj\nmdkRNI8S5nrO6tNwstybfYRhXNtxZKLtVuPppVB6Yr/VeydDi0gPBSoiAe9Yif39MmKMT/SxTmQr\nYRYA3tl4ckBIxB1HaW92CF6hhLmeUxuYPxtGFd1xfyPBv53Yfe7zHfDMiW2kJifBmb2bGKCIhLSq\n6jDCw6rdbhdpjqPFxu3+On1IzFcSpAtDlTA30hSWNnySgfMH2m5ZhfDqaliaZmu3WOCR0zwXn4gE\nlkMFkBjv3rlV1WE8/OEsBnTZxlXJb9S2v50yg50HB/PYJfcoaRaPKyp3XJNTqfRBQox2yWiEkaxr\n9nN0bmlbRDG+u+2+1WpbTPPjPtgRwDXWRaRpXltjf/8AzueEhYdVM6DLNuYuvJm3U2YAtmR57sKb\nGdBlm5Jl8YpqgxmIVUQ4mZgooW4ffRzaPt5mQiAepq+IboqliFYUeOz5zu1ruxWUwaZs+GHvyWNh\nFnj4NI+9lIgEkZqR5bkLb+bdxTOoqIri2mmv2I04i3jSc8uNd8s4QDe6c8D3AUnACYZ93DXC7Kax\nrGn4pCaIj7bNm57Y3bbbBti+zdeU4t6c7ZWX9SvhVNrd79bKpEBE/EAhDc/PuCr5DSLDy6moiiIy\nvNzjyXLdXYBEnDEaSRQxkl1odgTNp4S5jmgn4+3D8H5Vkul94dqRtm/xN4452f7JtpPJ86veydlN\nF02Z3f0xXUwKRMQPuFNS9u2UGbXJckVVVO30DE8JV8Is9Xzi5JK6pmVIXcH8+6CEuY77pji2RVBB\nO475NI7EeFviPHOarfS2xWJ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LmeL0WGY+HMhzejhgqDR2M3y507HtOG18H4iIiIEM7CeM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\nI1BBift2Dl3rfI7nM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n1jK0cwtzwdDscwYOXKlSsZNmxYwGN7/PhhduXkBTxGwsvUPjDM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ecjZW7SXExRAdFcmRY6270JZsLGD6hMG88/0KDpYeY+rwvvTv0YUfVoTn8im9RFNPR8o5SlLL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\nvgy1zGcOl7Ky6ni3zVqs883w3lm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"text/plain": [
"<matplotlib.figure.Figure at 0x7f3fe2a75d30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def gridplot(imgs, cols=3, rows=3):\n",
" \"\"\"convenience function that helped to find the brush-size formula\"\"\"\n",
"\n",
" fig, ax = plt.subplots(nrows=rows, ncols=cols, figsize=(9,15))\n",
" fig.subplots_adjust(wspace=.05, hspace=.05)\n",
" \n",
" for i in range(cols * rows):\n",
" x = i % rows\n",
" y = int(i / rows)\n",
"\n",
" number, img = next(imgs)\n",
" size = int(np.count_nonzero(img)/1000)\n",
" brush = int(5 * size/size**.75)\n",
" blur = ndi.gaussian_filter(img, sigma=brush, mode='nearest') > 200\n",
" cy, cx = ndi.center_of_mass(blur)\n",
" \n",
" ax[x, y].text(5, 25, '#'+str(number), color='w')\n",
" ax[x, y].text(5, 55, 'b'+str(brush), color='w')\n",
" ax[x, y].text(5, 85, 's'+str(size), color='w')\n",
" \n",
" ax[x, y].imshow(img, cmap='summer')\n",
" ax[x, y].imshow(blur, alpha=.5)\n",
" ax[x, y].scatter(cx, cy, marker='x')\n",
" \n",
" ax[x, y].xaxis.set_visible(False)\n",
" ax[x, y].yaxis.set_visible(False)\n",
" \n",
" \n",
"testimages = [1486, 1495, 1559, 1446, 1441, \n",
" 1433, 1400, 1338, 1331, 1288, \n",
" 1122, 1083, 1039, 1011, 844]\n",
"\n",
"gridplot(get_imgs(testimages), cols=3, rows=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now, turning all these into numerical features\n",
"\n",
"The base of the metrics will be two contours:\n",
"- original leaf contour\n",
"- smoothed leaf contour\n",
"\n",
"Then we build two time-series-like data structure from them\n",
"- describing the leaf edge:\n",
" - for each point in the original contour, get the distance to the nearest point in the smoothed one\n",
" - for this I will use [scipy.spatial.cKDTree](http://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.cKDTree.html), which is a [KDTree](https://www.quora.com/What-is-a-kd-tree-and-what-is-it-used-for) implementation in C\n",
"- describing the leaf shape:\n",
" - for each point on that contour, get the euclidean distance from the center\n",
"\n",
"Then we derive meaningful statistics from them, like\n",
"- histogram of local (sliding window) frequency of the time series\n",
"- histogram of local (sliding window) amplitude of the time series\n",
"- some specialized stuff too, like\n",
" - how clustered / spread the tips are\n",
" - how pointy / round the tips (maxes) are\n",
" - how pointy / round the gaps (mins) are\n",
" - how often the line between the two contours cross, and how much\n",
" - i.e. \"how much that part leans away from central symmetry?\"\n",
" - tips usually leans towards the end of the leaf\n",
" - probably the concaveness of the part, where the leaf is attached to the tree\n",
" - and whatever comes to my mind\n",
"\n",
"Also, I'm yet to come up good metrics for the shape, but:\n",
"- simple statistics work well here, like mean, SD, skewness / kurtosis\n",
"- if i want to avoid finding symmetry, I must do histograms or similar\n",
"- a measure of symmetry would be pretty good"
]
},
{
"cell_type": "code",
"execution_count": 245,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2D3sKK/0PrZ/yFXCWc26/T1eDgNHoiLUImIiG/RpGrPG1guxH007fDNRCU1G/gTpiG4Zh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8Jbb+ngcaNHpz2KqsFgMBgyBt6eEXkeyA78is7pYdva2LXpByxCBzKztWtlq1QBnNujVi0ddnzV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\nIiKEEEIIy/w/xODKqu6zGmUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3fe2baa5f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# for fun, work with a random leaf\n",
"# exploring solution before building it as function\n",
"\n",
"title, img = list(get_imgs(1))[0]\n",
"blur = extract_shape(img)\n",
"\n",
"blade = get_contour(img)\n",
"shape = get_contour(blur)\n",
"blade_y, blade_x = get_center(img)\n",
"shape_y, shape_x = get_center(blur)\n",
"\n",
"blade_dist = sp.spatial.cKDTree(shape).query(blade)\n",
"shape_dist = metrics.pairwise.paired_distances(shape, [[shape_x, shape_y]] * len(shape))\n",
"\n",
"ax1 = plt.subplot2grid((2,3), (0,0), rowspan=2)\n",
"ax1.plot(*coords_to_cols(blade), *coords_to_cols(shape))\n",
"ax1.set_title(title)\n",
"ax1.scatter(blade_x, blade_y, marker='.', c='b', linewidth=0)\n",
"ax1.scatter(shape_x, shape_y, marker='.', c='g', linewidth=0)\n",
"\n",
"ax2 = plt.subplot2grid((2,3), (0,1), colspan=2)\n",
"ax2.set_title('blade-shape distance')\n",
"ax2.plot(blade_dist[1], blade_dist[0], linewidth=.3)\n",
"\n",
"ax3 = plt.subplot2grid((2,3), (1,1), colspan=2)\n",
"ax3.set_title('shape-center distance')\n",
"ax3.plot(range(len(shape_dist)), shape_dist, linewidth=.3, c='g')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"_change_revision": 1051,
"_is_fork": false,
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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