Repository where I mostly put random python scripts.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Open cv library\n",
"import cv2\n",
"\n",
"# matplotlib for displaying the images \n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"img = cv2.imread('dolphin.jpg')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def printI(img):\n",
" rgb = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
" plt.imshow(rgb)\n",
" \n",
"def printI2(i1, i2):\n",
" fig = plt.figure()\n",
" ax1 = fig.add_subplot(1,2,1)\n",
" ax1.imshow(cv2.cvtColor(i1, cv2.COLOR_BGR2RGB))\n",
" ax2 = fig.add_subplot(1,2,2)\n",
" ax2.imshow(cv2.cvtColor(i2, cv2.COLOR_BGR2RGB))\n",
" \n",
"printI(img)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def pixelate(img, w, h):\n",
" height, width = img.shape[:2]\n",
"\n",
" # Resize input to \"pixelated\" size\n",
" temp = cv2.resize(img, (w, h), interpolation=cv2.INTER_LINEAR)\n",
"\n",
" # Initialize output image\n",
" return cv2.resize(temp, (width, height), interpolation=cv2.INTER_NEAREST)\n",
"\n",
"img16 = pixelate(img, 16, 16)\n",
"\n",
"printI2(img, img16)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img32 = pixelate(img, 32, 32)\n",
"img64 = pixelate(img, 64, 64)\n",
"\n",
"printI2(img32, img64)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img8 = pixelate(img, 8, 8)\n",
"printI(img8)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import skimage\n",
"from sklearn.cluster import KMeans\n",
"from numpy import linalg as LA\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def colorClustering(idx, img, k):\n",
" clusterValues = []\n",
" for _ in range(0, k):\n",
" clusterValues.append([])\n",
" \n",
" for r in range(0, idx.shape[0]):\n",
" for c in range(0, idx.shape[1]):\n",
" clusterValues[idx[r][c]].append(img[r][c])\n",
"\n",
" imgC = np.copy(img)\n",
"\n",
" clusterAverages = []\n",
" for i in range(0, k):\n",
" clusterAverages.append(np.average(clusterValues[i], axis=0))\n",
" \n",
" for r in range(0, idx.shape[0]):\n",
" for c in range(0, idx.shape[1]):\n",
" imgC[r][c] = clusterAverages[idx[r][c]]\n",
" \n",
" return imgC"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def segmentImgClrRGB(img, k):\n",
" \n",
" imgC = np.copy(img)\n",
" \n",
" h = img.shape[0]\n",
" w = img.shape[1]\n",
" \n",
" imgC.shape = (img.shape[0] * img.shape[1], 3)\n",
" \n",
" #5. Run k-means on the vectorized reponses X to get a vector of labels (the clusters); \n",
" # \n",
" kmeans = KMeans(n_clusters=k, random_state=0).fit(imgC).labels_\n",
" \n",
" #6. Reshape the label results of k-means so that it has the same size as the input image\n",
" # Return the label image which we call idx\n",
" kmeans.shape = (h, w)\n",
"\n",
" return kmeans"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def kMeansImage(image, k):\n",
" idx = segmentImgClrRGB(image, k)\n",
" return colorClustering(idx, image, k)\n",
"\n",
"printI(kMeansImage(img, 5))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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jwB3A02b2ZNb276kHwffM7C7gFeDzWd8PqU85HqA+7fgHba1YRDpmyUBw95/SeBv044HlHfjSKusSkR4oxqFyIlIICgQRySkQRCSnk5sWiE8cI3r9bLAvOhdu77a0MkBt287gqI5X+vhYfwlKRseYv3x36+utX9nJagqEBeJTJyhPHQr2Refe6HI1YfWpxSv6dmpRWpOuGyVdFz5bthO0yyAiOQWCiOQUCCKSUyCISE6DigskaQrV8G2zvAM3xWjEya6uExo3LPiVjaS/KRAWeOXwFCd//WywL0m6GAjDI8xc9/7wTIJmF6SDFAgLJElKrdb4xqHd4mZQruiXX7pOYwgiklMgiEhOgSAiOQWCiOQ0qNhDHpcgdPemsqYWpTcUCD00t/udJGObF3dodkF6RIHQS3FJWwNSKBpDEJGcAkFEcgoEEckpEEQkp0AQkZwCQURyCgQRySkQRCSnQBCRnAJBRHIKBBHJ6VyGDks2bWF+545gXzo80uVqRJpTIHRYbeME1cuu6nUZIsuiXQYRySkQRCSnQBCRnAJBRHIKBBHJaZahDTaOjbJmZDjYNzI81OVqRFZuyUAws0HgJ8BAtvz33f1Pzexy4EFgHHgCuMPd581sAHgAuAE4CXzB3Q92qP5CGN+wnolN48G+2aFBen9zOJHlWc4uwxxws7tfB1wP3GJmNwFfA+5x96uA08Bd2fJ3Aaez9nuy5USkDywZCF53LntZzh4O3Ax8P2u/H/hM9vy27DVZ/8fNdF1xkX6wrEFFM4vN7ElgGngEeBE44+61bJHDwPbs+XbgEEDWf5b6bsWl73m3me01s71zZ06t7qsQkbZYViC4e+Lu1wOTwAeAd6z2g939Xne/0d1vHBgdW+3biUgbtDTt6O5ngB8DHwJGzezioOQkcCR7fgTYAZD1r6c+uCgiBbecWYZNQNXdz5jZEPAJ6gOFPwY+S32m4U7goWyVh7PX/5T1P+bu3oHaC6O2eSvzu3YF+9I1a7tbjMgqLOc4hK3A/WYWU9+i+J67/8DMngUeNLM/A34F3Jctfx/wbTM7AJwCbu9A3YWSjG2iuvOKXpchsmpLBoK7PwW8N9D+EvXxhEvbZ4HPtaU6EekqHbosIjkFgojkFAgiklMgiEhOgSAiOQWCiOQUCCKSUyCISE6BICI5BYKI5BQIIpJTIIhIToEgIjkFgojkFAgiklMgiEhOgSAiOQWCiOQUCCKSUyCISE6BICI5BYKI5BQIIpJTIIhIbjl3bnpLqc3MMP3E43iaLuq7MPXait7z9L7nmT3V+u0rx/a8i6GNmxa129wcpddeBRbfAc8rg9S27QCzlZQq0tTbLxBmZzn6s5/hSW3phZfp7IH9nD2wv+X1hrdsDQdCdY7yqy8S+pVP1qyrB4JIB2iXQURyCgQRySkQRCSnQBCRnAJBRHJvyVmG2uws04//nDRZPLWYzM3iadK1WjaNb2BkeCjYt/71U5Rf2re4w4zq5VeH39Cd8ssvhLsGhjQlKavylgyEZG6OY4//grRa7XUpjI+Nsnl8Q7jz/Nn64xLJyFpmb/hw8Bc7euMsg7/8p/CU5Nr1mpKUVdEug4jkFAgiklMgiEhOgSAiuWUPKppZDOwFjrj7p83scuBBYBx4ArjD3efNbAB4ALgBOAl8wd0PtrtwT1OS2Vk8cAJQMjOD++L2XkhqCfMNBjdLcUwULc5kc8eq83ho6LDWZKDUHarzEFovMohLmoGQplqZZfgy8BywLnv9NeAed3/QzP4LcBfwjezf0+5+lZndni33hTbWDED1wnn2fft+kvn5xZ3ueK19Jy+txouvHOblQ0eCfddcuYvxDesXtduFcww9/tPwGzYJuujcGww3WC9ZN8rcu9+3dMHytrasXQYzmwQ+BfxN9tqAm4HvZ4vcD3wme35b9pqs/+PZ8u3lTm12liT0mJtr+8etVJqm1GpJ8NFoK8YAq1XDj6QWnHKsr+dN1xNZynLHEP4S+BPg4pE+48AZd7/4v+wwsD17vh04BJD1n82WfxMzu9vM9prZ3rkzp1ZYvoi005KBYGafBqbd/Yl2frC73+vuN7r7jQOjY+18axFZoeWMIXwE+B0zuxUYpD6G8HVg1MxK2VbAJHBxR/kIsAM4bGYlYD31wUURKbgltxDc/avuPunuu4Dbgcfc/feAHwOfzRa7E3goe/5w9pqs/zEvypC/iDS1mnMZ/h3woJn9GfAr4L6s/T7g22Z2ADhFPURWxNOU2swMoWsL1i5caDri3m5xHAWnCKE+tZg2qCWOY6IoPAxo5QppudK2GpvxOMaqgRkZwEtlaPC1ydtLS4Hg7v8I/GP2/CXgA4FlZoHPtaE2ajMzPP/At4KzBu7e1ZOXdu3YxuaN4bGO/S+9yolTZ4J9V162nfGx0WBf7V3XMzM+0bYam4nfOMvQ4/832De7572kGxaN+8rbULHPdnQnmSvGNGIcRZRL4W9Xoy0HgCiOG66XlMpQLrelvqV4FEEtPGVp2qOTjLYTRSSnQBCRnAJBRHIKBBHJFWJQ0dyxudnF7dX50IzjKj/MKA0Pt77a4BBpZSDYFw8NUxoJD3za4GDD9bo61RdFeGUg+O10TTlKphiBcD58dl9crUKbT8qprFvHO+64E4tb+9LjKGKmwfEEW25I2Zw2Og4hYqbRuV1R3FINq5GuXcfM+z/a8zqk2IoRCO7Bs/GsA6cwmxnxwABRqX3TfRF9sO9lEZQKX6X0mP6HiEhOgSAiOQWCiOQUCCKSK8Sg4ly1ysFDry1qT5KENF18OzaAqFJh843vJ4pbGyGPBwcxjaqLBBUiEObnq7x65GhL68SVAbZ84CbigQZz/CLSMu0yiEhOgSAiOQWCiOQUCCKSUyCISK4QswzltWvZ9tsfa2mduFLBSpo+FGmnYgTCyAhbP/ThXpch8ranXQYRySkQRCSnQBCRnAJBRHIKBBHJWRHuw2pmbwD7el3HCm0ETvS6iBXo17qhf2svSt2XufumUEchph2Bfe5+Y6+LWAkz29uPtfdr3dC/tfdD3dplEJGcAkFEckUJhHt7XcAq9Gvt/Vo39G/tha+7EIOKIlIMRdlCEJEC6HkgmNktZrbPzA6Y2Vd6Xc9CZvZNM5s2s2cWtI2Z2SNmtj/7d0PWbmb2V9nX8ZSZva93lYOZ7TCzH5vZs2b2GzP7cj/Ub2aDZvYLM/t1Vvd/ytovN7OfZ/X9nZlVsvaB7PWBrH9XL+peUH9sZr8ysx/0U90X9TQQzCwG/jPwSWAP8EUz29PLmi7xLeCWS9q+Ajzq7ruBR7PXUP8admePu4FvdKnGRmrAH7v7HuAm4EvZ97bo9c8BN7v7dcD1wC1mdhPwNeAed78KOA3clS1/F3A6a78nW66Xvgw8t+B1v9Rd5+49ewAfAn604PVXga/2sqZAjbuAZxa83gdszZ5vpX4MBcBfA18MLVeEB/AQ8Il+qh8YBn4JfJD6AT2lS//fAD8CPpQ9L2XLWY/qnaQesjcDPwCsH+pe+Oj1LsN24NCC14eztiKbcPep7PlRYCJ7XtivJdscfS/wc/qg/myz+0lgGngEeBE44+4X7/67sLa87qz/LDDe3Ypzfwn8CXDxZiLj9EfduV4HQl/zerwXeprGzNYAfw/8kbu/vrCvqPW7e+Lu11P/i/sB4B09LmlJZvZpYNrdn+h1LavR60A4AuxY8HoyayuyY2a2FSD7dzprL9zXYmZl6mHwHXf/h6y5b+p39zPAj6lvao+a2cVD7RfWlted9a8HTna5VICPAL9jZgeBB6nvNnyd4tf9Jr0OhMeB3dlIbAW4HXi4xzUt5WHgzuz5ndT3zS+2/342Wn8TcHbBpnnXmZkB9wHPuftfLOgqdP1mtsnMRrPnQ9THPZ6jHgyfzRa7tO6LX89ngceyLZ+ucvevuvuku++i/v/4MXf/PQpe9yK9HsQAbgVeoL6f+B96Xc8ltX0XmAKq1Pf/7qK+n/cosB/438BYtqxRnzF5EXgauLHHtX+U+u7AU8CT2ePWotcPXAv8Kqv7GeA/Zu1XAL8ADgD/HRjI2gez1wey/isK8P/mY8AP+q1ud9eRiiLyz3q9yyAiBaJAEJGcAkFEcgoEEckpEEQkp0AQkZwCQURyCgQRyf1/ql38C/6fQ5cAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"printI(kMeansImage(img32, 3))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def printI3(i1, i2, i3):\n",
" fig = plt.figure(figsize=(18,6))\n",
" ax1 = fig.add_subplot(1,3,1)\n",
" ax1.imshow(cv2.cvtColor(i1, cv2.COLOR_BGR2RGB))\n",
" ax2 = fig.add_subplot(1,3,2)\n",
" ax2.imshow(cv2.cvtColor(i2, cv2.COLOR_BGR2RGB))\n",
" ax3 = fig.add_subplot(1,3,3)\n",
" ax3.imshow(cv2.cvtColor(i3, cv2.COLOR_BGR2RGB))\n",
" plt.savefig('trifecta.png')\n",
"printI3(img, img32, kMeansImage(img32, 3))"
]
}
],
"metadata": {
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}