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labels_experiments
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import cv2\n",
"import tree2\n",
"import os\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline\n",
"\n",
"def show(img, cvt=cv2.COLOR_GRAY2RGB, do_cvt=True):\n",
" plt.figure(figsize=(10,10))\n",
" if do_cvt:\n",
" plt.imshow(cv2.cvtColor(img, cvt))\n",
" else:\n",
" plt.imshow(img)\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<module 'tree2' from 'tree2.pyc'>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reload(tree2)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['images/sample_tree.png', 'images/Tree1.png', 'images/Tree2.png', 'images/tree_image_ref.png']\n"
]
}
],
"source": [
"files = [os.path.join(\"images\", fn) for fn in os.listdir(\"images\")]\n",
"print files"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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p2bOnNEQ1b94ckZGROnZkXKZMojZv3swQRWTFOJEishDJyclo2bIlrl69qlrTsGFDxMbG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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106a80290>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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sZzkAbWjjPn93vwUMhtu4jQd5sMi8ec48unvyO82/zuv0pjef8imf8zkncmKR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L788kueffZZveVJgPyDTf7zn/9k6tSpFC9e3B0B/fTp07z++uuaTKWRMQav18szzzzDkCFD3GLK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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106a80210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# def foo(fn='images/Tree1.png'):\n",
"fn='images/Tree1.png'\n",
"img = cv2.imread(fn)\n",
"gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
"\n",
"contour = tree2.find_tree_contour(gray)\n",
"points = tree2.get_points(img)\n",
"\n",
"scratch = img.copy()\n",
"\n",
"show(contour)\n",
"labels = []\n",
"intersections = []\n",
"for point in points:\n",
" try:\n",
" if not contour[point]:\n",
" scratch[point] = [255,0,0]\n",
" intersections.append(point)\n",
" else:\n",
" scratch[point] = [0,255,0]\n",
" labels.append(point)\n",
" except:\n",
" print point\n",
" \n",
"show(scratch,False)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[255, 255, 255, ..., 255, 255, 255],\n",
" [255, 255, 255, ..., 255, 255, 255],\n",
" [255, 255, 255, ..., 255, 255, 255],\n",
" ..., \n",
" [255, 255, 255, ..., 255, 255, 255],\n",
" [255, 255, 255, ..., 255, 255, 255],\n",
" [255, 255, 255, ..., 255, 255, 255]], dtype=uint8)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tree2.find_tree_contour(gray)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#cluster the labels\n",
"#https://datasciencelab.wordpress.com/2013/12/12/clustering-with-k-means-in-python/\n",
"\n",
"def cluster_points(X, mu):\n",
" clusters = {}\n",
" for x in X:\n",
" bestmukey = min([(i[0], np.linalg.norm(x-mu[i[0]])) \\\n",
" for i in enumerate(mu)], key=lambda t:t[1])[0]\n",
" try:\n",
" clusters[bestmukey].append(x)\n",
" except KeyError:\n",
" clusters[bestmukey] = [x]\n",
" return clusters\n",
" \n",
"def reevaluate_centers(mu, clusters):\n",
" newmu = []\n",
" keys = sorted(clusters.keys())\n",
" for k in keys:\n",
" newmu.append(np.mean(clusters[k], axis = 0))\n",
" return newmu\n",
" \n",
"def has_converged(mu, oldmu):\n",
" return (set([tuple(a) for a in mu]) == set([tuple(a) for a in oldmu]))\n",
" \n",
"def find_centers(X, K):\n",
" # Initialize to K random centers\n",
" oldmu = random.sample(X, K)\n",
" mu = random.sample(X, K)\n",
" while not has_converged(mu, oldmu):\n",
" oldmu = mu\n",
" # Assign all points in X to clusters\n",
" clusters = cluster_points(X, mu)\n",
" # Reevaluate centers\n",
" mu = reevaluate_centers(oldmu, clusters)\n",
" return(mu, clusters)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"begin\n",
"mu 22\n"
]
}
],
"source": [
"import random\n",
"print 'begin'\n",
"L = np.array([(i[0],i[1]) for i in labels])\n",
"mu, clusters = find_centers(L, 22)\n",
"print 'mu', len(mu)\n",
"#print clusters"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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lvqS1u6I1/2rQtqybIQpJgpQQVYjWmpMnTzJ27FhWrFiB05k5+KGXlxf/+c9/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KlTp3iDBg1yTC47ceJEnpqaWuJ+vwghRQMVUoRLksRTUlL48OHDuUajMRrma9u2LT9z5swz0xNl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\nrq1HTkv6P5zK3PFby/tUS3T/lCYk1S78nqRv1h0oPNi8gD4j6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"text/plain": [
"<matplotlib.figure.Figure at 0x10f902910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# def foo(fn='images/Tree1.png'):\n",
"fn='images/Tree1.png'\n",
"img = cv2.imread(fn)\n",
"gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
"\n",
"contour = tree2.find_tree_contour(gray)\n",
"points = tree2.get_points(img)\n",
"\n",
"scratch = img.copy()\n",
"\n",
"labels = []\n",
"intersections = []\n",
"for point in points:\n",
" try:\n",
" if not contour[point]:\n",
" #scratch[point] = [255,0,0]\n",
" intersections.append(point)\n",
" else:\n",
" scratch[point] = [0,255,0]\n",
" labels.append(point)\n",
" except:\n",
" print point\n",
"\n",
" show(scratch,False)\n",
"#for center in mu:\n",
"# scratch[(int(center[0]),int(center[1]))] = [0,0,255]\n",
"#show(scratch, False)\n",
"colors = [[0,0,255], [0,255,0], [255,0,0], [100,100,100], [50, 100, 100]]\n",
"for cluster in clusters:\n",
" color = [random.randint(0,255),random.randint(0,255),random.randint(0,255)]\n",
" for point in clusters[cluster]:\n",
" scratch[(point[0],point[1])] = color\n",
" continue\n",
"show(scratch,False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
},
{
"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": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}