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@adigunturu
Created December 19, 2021 20:34
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Detects the meme templates of funny memes!
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Detect_Meme_Template_SVM.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"metadata": {
"id": "_dUpVKipKzHm"
},
"source": [
"import os \n",
"currTemplate\n",
"from IPython.display import Image\n",
"def get_files_labels(path):\n",
" \"\"\"Gets paths images within a folder, and their labels\"\"\"\n",
" img_paths, img_labels = [], []\n",
" for root, folders, files in os.walk(path):\n",
" label = root.split('/')[-1]\n",
" if root != path:\n",
" files = [f for f in files if f!='.DS_Store']\n",
" img_paths.extend([root+'/'+f for f in files])\n",
" img_labels.extend([label for _ in files])\n",
" return img_paths, img_labels"
],
"execution_count": 53,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "gav32aK5n_lF"
},
"source": [
"## Get Dataset From Kaggle"
]
},
{
"cell_type": "code",
"metadata": {
"id": "XPhFGRfKoLlQ"
},
"source": [
"! pip install kaggle"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "lvTtjKE5FUTg"
},
"source": [
"! mkdir ~/.kaggle"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "a7xSvAw8FYbO"
},
"source": [
"! cp kaggle.json ~/.kaggle/"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "JAH4BX9bFYjx"
},
"source": [
"! chmod 600 ~/.kaggle/kaggle.json"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "6Xi7hrPVFxtN",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "3ab8b8a3-7e06-4a2e-bd14-536a33d37c70"
},
"source": [
"! kaggle datasets download gmorinan/memes-classified-and-labelled"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading memes-classified-and-labelled.zip to /content\n",
" 96% 342M/356M [00:02<00:00, 138MB/s]\n",
"100% 356M/356M [00:02<00:00, 131MB/s]\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "KsL8KV2ZGW73"
},
"source": [
"! unzip memes-classified-and-labelled.zip"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "4_mHB-p1GuBt"
},
"source": [
"## Model"
]
},
{
"cell_type": "code",
"metadata": {
"id": "sCAOZlGNG1HL"
},
"source": [
"files_train, y_train = get_files_labels('/content/train')\n",
"files_test, y_test = get_files_labels('/content/valid')"
],
"execution_count": 10,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "hwPHjIslIvTB"
},
"source": [
"#@title RGB Processing\n",
"from radial_segment import RadialSegments\n",
"from color_density import ColorDensity"
],
"execution_count": 69,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "OVvSy_VsI_yj"
},
"source": [
"rs = RadialSplitter(nrings=1, nqslices=1)\n",
"cd = ColorDensity(splitter=rs, color_model='HSV', n_bins=8, \n",
" scaler=True, log_transform=True)"
],
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Nbci2SkQZ5Jj"
},
"source": [
"print(files_test)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "zrbl4AcpLPZC"
},
"source": [
"X_train = cd.fit_transform(files_train)"
],
"execution_count": 14,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "cEl-zdwAN7DF"
},
"source": [
"X_test = cd.transform(files_test)"
],
"execution_count": 15,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kCoKUOLLLRYD",
"outputId": "9481f99a-c4cc-4701-b063-99ab9656fe59"
},
"source": [
"from sklearn.svm import LinearSVC\n",
"#from sklearn.calibration import CalibratedClassifierCV\n",
"svc = LinearSVC(C=1, max_iter=50000)\n",
"#clf = CalibratedClassifierCV(svc) \n",
"svc.fit(X_test, y_test)"
],
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"LinearSVC(C=1, max_iter=50000)"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_jNgyxUWLVWU"
},
"source": [
"def DetectMeme(path):\n",
" image = cd.fit_transform([path,'/content/valid/valid/steve_harvey_conflicted/ieqomwldyq121_redt.jpg'])\n",
" imagePredict=svc.predict(image)\n",
" y_pred_train = svc.predict(X_train)\n",
" y_pred_test = svc.predict(X_test)\n",
" print(imagePredict[0])\n",
" return imagePredict[0]"
],
"execution_count": 62,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Detect Meme"
],
"metadata": {
"id": "6XtxFo-iReAl"
}
},
{
"cell_type": "code",
"source": [
"Image(filename='/content/meme.jpg') "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 232
},
"id": "FNR-ecqzRJvd",
"outputId": "43e100cd-1b0f-4195-cade-3bb36e1b5981"
},
"execution_count": 46,
"outputs": [
{
"output_type": "execute_result",
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"execution_count": 46
}
]
},
{
"cell_type": "code",
"source": [
"print(\"The Template for the meme is: \")\n",
"currTemplate=DetectMeme('/content/meme.jpg')\n",
"Image(filename='/content/templates/'+currTemplate+'.jpg') "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 414
},
"id": "Q0kFvCe2TCM1",
"outputId": "96d3159e-97b3-44b8-cefd-9bd7450c75c9"
},
"execution_count": 63,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"The Template for the meme is: \n",
"kowalski_analysis\n"
]
},
{
"output_type": "execute_result",
"data": {
"image/jpeg": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"execution_count": 63
}
]
},
{
"cell_type": "code",
"source": [
"Image(filename='/content/meme 2.jpg') "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 242
},
"id": "RNxLnR6EU-JL",
"outputId": "17b3e918-83d5-4d1f-a970-806c2f9e5bc7"
},
"execution_count": 57,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/jpeg": 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JUUBnRMqkdb6RF2G7Uk3tEygkbSw7WDDQBuJtwkhn9MMb72fyTqdPbROqisLMLiDMSbCReN2kc3i6Y1B6z8e5T9H3yrWWka+CBNwTa/6Ea10s9hwEdFSLgMQL3t3nnECgU6gzPTS2a6SVSg9Okrs9rjROQOt98j0xFRtc5A/XCJ1XZhqx7uXfOqbdXujicrdJFMZuDHXnwMUNSRFU6XjjC1L3E0lRDtmms9CJ+axX2ifAZkTGa70IfssV9pT+AycvFYtQhCEzUIQhACEIQCidJtUKuHJFxnf4V5yr4bDYYkl3AB1GVgPXfdLB0t1MqYfzn+FZm6Yq+8RWWtMMpPYvWGpIpHiqy9mYjf32jtK7odWD34Kx1lPwm1MosScvISXwu2KFvpqeGoMzyxrbHLFZ6QDEfMuL7usCPURPa9WkpsFII06pAMro2vrdXc9hawnH+1G8lVp3uTma5J9LG0mYZC54/VS2Ox90KAPbz7j1WlcxNAHdf0iOBtGo3Vsh7lA90SxNSooJy9bco3XY6KPSSJrjOLLK8u0e+zydw9kbnBlTci4G8bo7q4yqqu9syUyodlsAVc1QjLmYDXxajLqSaiga70q7VL5cliWyC70rFi7oEBz2Zi1OoAo16pl8qmSbQ+3tsfKGBCBMoykDQG2gOnGR1CmQx6psVYDTfdecVxGzqlNS7qVW+hJQiwdUJ0Y8XXv6xHkmzg7LqsA9MaO+QUyyhr5qNNXsxF1Z6oW9tLC5sdJkkmou3d5VH43FOQClsp3jjfS8W2bWIBHEWMb43B1Uw61iVAdlVVuC75lZswAJ0ACdpzj0y2C8HMTTrOgQVkByF1ZdWVmTKLtoxZHFieHCxs51UZZbN8ZW6jacJEVHsbAC1tLDjLRicOjUroCc4AViyLcsENlDuCxs6HQaZuw2gMR4O4lCxZVAVS9y6DMAjucvWuxCI5t2dovXLaNaMXfj6YMb9Y/r/WN2BaxO7h+cHpkDfeAcV3HCeYZxmsx0ibLOYgeUsMz6jyd0cJhGU3uJ7s7GAKEPCPA+bdJ5WLmONhqZr3Qf+yxX2lP4DMje17Ca70IfssV9pT+Ay7dxFmq1CEISQIQhACEIQCjdJdJGSiGZV6zWut+C7rbpm77PTMoFRSCdSFbQWPr1tNB6VmsmH85/hWZ0tcw42/aplqa0dthqQFgc3bciJ/JEP08vfqPZETiOyJs94TG/ouU/DpqGUXDqfX+MBmtr74zLExalX4MSF7NSPXwldl0Uz2+kBHa11K6uylSrhlAJUowcHrAjeo4Rs2EU2u411FrHSCU0INNiQSbq4Oh5ow3DW2sm2HjKBVQIfFVmsguE6pUlFQjMHUgn5tCL7iCRa5vFVK9anTplWIDAsuYUyVOeowZGIurXqVesLHrdi2WxmDVLqrEnUWO7dvFt8j6tYsFVtQum/Xff8ZGWVnjXDDHLe/8ACvyuo6hKlTMgykB1VgCtNaasLAWYIBbXfmO83nT7Sqo1lawRroQiXy+M8blLFSxTP1spNtByEKLKobUdTQEC+bMePq4SPrv1tDe8iZ7rfP4dYTXpzVxlRlBci6EMvVphVKikqhVVd2WjTFt2m7fdOnj8Sq2Z7BlvYrTdmu9R8y3BytmrVNd4z9gt7UqhQDfNpaxG7jcCNHJIve4U3v324zSVhcZevw7wW1KlNVVXK5WzIStNmUgqcoYqTluiG17HLu33QxG1MSxHWBVVZFGWmAFamtJlCgADqIF3bieZukwLmwG827O+ODQVUJffe1wb+oQuWhPiyy88/UetJr3IAvc2FgBfWwA0A7J5VpNwHtEdKQeM6tNJNue9VFthX5e0fnEzhn+r7R+cmVWJukfEtopcO993tElUqWXKBb0ieBCZ0KRiuMOZWEADfTne95s3QsR4rE2+unwGZCac1zoTHzWJ89PgMLJIfK1p0IQkgQhCAEIQgGfdLPkYfzn+FZmd5pnSz5GH89/hWZmZUALTy8IRh7edBhuI/OeKBznLqRAOVoWJKsDf0HungfSx015HTtiQKAhXJA33A1jTF1WvvuBu7f1+Ei1eM+1pp0kxNHqsFqoLHMR1xuFhvv6JpWyvA7BPQpO+GQs1OmzHrC7FVJ0B01mF7I2k9N8yEgkad+63tn0psZicPRLbzSpk9+RbyYLbPEUfAfAH/hk9bfnOR4CbP/dU/wA35xLH+GVOnVqURRq1aiC5SkFZ99rFWKm9irdXNow7p3hdtYusLrhGpX3eMAY25lS6W9BMeoXPL9qLp7M2M2IbCCnS8cLEoQ4uSL2Dnqsba2Bkv/uRgLEfJksd4u1j36zPfDnwcxSq2MqNTVjVRQKYa6hiQrM2ljpTXjw10BNk6Oqm0HGfE1GZCSArgMzAfTVhYqt9Be97GwtrHot39V3pJ2DhsM+GFFFoq61s5W/WK+LyXvfix9ZlDw+DNV1Rr0wSL5gbi/Ybb5pnTNQDnDHMBYVdLHXWnx4bpScRQY4iyA3zLl1uTbjc90wz6tsrr+PK8ZjZ1UVtLZooMULkuGK5ShAyi3WDHQ6m2nIxsFlt8JFqYpxTY0RUpaM4NswIva/McRzBlbxuCekQHFuRuLEcxK+D5bZJb2j5/h1vLGdDDpx4Rd0U7lkej2jilX5mdNcZ0mHsLiJVO6cVcUTpeNGqnnFo9l2y8TNX6GCvisTlv5aXvb6hmNtNd6D/ANlivtE+AxWdCVqUIQkqEIQgBCEIBSekdFZaAYXuz29Syg4nZiKfKt23uPTxEvHSfUyrhzv6z/Csz/5Xci40Hti7XjZoniNnOp3XB1BG4+mM3pkS14XaaP1GXKLcd14Ns9Ga/VtyVhr6zpFys9VcJe4qDTqixFwBmvqR+MsuI8HwwzIwUfxEWlb2jimosaaMpAuCVtZufW39kfKXwuNnpB6WdgF0B9kUXBOOqy5he7AC5Fr2sYngcU7PkAzBtAtrm+4AW90eYjEujZVzBl3qSQRbeOd+yZZ21t8Uk7V7E0Crkr1R5SnXS24z6X8Hr/JcPff4ml8Cz57bGi4BTUXUnRro1jftcHNrxBn0LsH+zUD/AOlT7PoLKwtvpfPjJJYi9o2oY6hXtZcSDhHPJxd6DHvtUX+ZZZZD+FGzDiMLVpLo5XNTO61VCHptcbrMonngrtX5ThqdU+UVAcbiHA6wI4G+8cDccJo5kjjcIlVGp1FDI4Ksp3EGd0aKoLKLD8hYRWEAzDpiX+ym30nHryG3+WVTBI5xoym77911BC6jeLAai/OWXpnYg4U3sB409l/m7Ei2ul/XKTtfH+LYPSdhUempfMmQox+ii20Frc5hnjbLJ9ur4spLLfIi9q4nNUc8S5e44XJuOcc7WzFaeZi1kA1BHAE7+/2SMapma5NyeP4nnHVMVK7sqoXc6hV3mwtcX3aD2SpOOr+L5Syz9MWE8CGPcRh3pkq62ZSFYXBsxFwND2H1Rv4ydGOW5uOHLG43VJssSaLvV7BEHe8aQWmv9Bn7LFfaJ8BmOGbF0F/ssV9onwGLLw561SEISFCEIQAhCEApfSLhg60QWy2Z+F76LKQmAy+TlfvAv75belM9XD+dU+FZQcPiANNO8ybKvGxMXYb0AHKwtAJTbcdTwyN+EbUaiN9Mem4kbtfajC6Cwsb3XieBuJOmk0427iDTIRSRzB0ty1POQLg1G6i2voFvu7STz3wxeKZ2LOxJNhc8bC3uAiuzsT4vNYAlhbze0RZWzH/rX4scc8uNuo9w1OtRIqlD1b/ynVfRbXWKtVLtcE5ibgk3J/iLdnExLaOKLWDG9lGo7d/fvjFKhF1uQBy3+vvixls3fS+S445ccfIkdtV1NRmRAim1lU3A0GbUbwTmn0N4P/2XD/Y0vgWfOmAw4dlYk3NzlAOuWwXU77635WmuU/D+jQo5TRqt8nCUnyeLIDZbCxL6qSpseMeOUxuk/Jjcsdz9q67U2gmHpPWqGyIMzHkLgfjM88GfC7CYdKud2BqV61cqTTAQM7EZRcHLaza31YxWt0t4UXBw+II3HSlbu1qRAeHmAyCuMCxGbIWFPD5lawNjdr7iNRprNNyOeY2+NJwtdaiJUTVXVXHmsARp3GLzN/8Ataw3DD4jloKXD/mTxul7DD/h8R6qX/6Q2fGmvTLUythTcXtWFjxB8WP13zI6vPhw/wCvGXLw+8LaWPNJqdOonilqA+Mya5zTtYKx+ob37JTGuRbkbe+KTvbTd4yPAxuLCSFDE5Cpp1CjFcrML3AO8EqdR2CR1EaiKqgsTbeNO+FmymXF09dn6xOrantPOIsIsidTunmIPk98rHqIym+6RYThjHOJ33FvRGzCXtnY5JmxdBR+axX2lP4DMdImxdBX7LFfaU/ghl4I1WEISFCEIQAhCEAovSfhyyULcGf3LM3xFAILu4Xu63umidKmIVKdAtm8pvJtfyRzmS4vEZyzAm3C++36vFuqkmi9eraxRrjsEZ1zdSxO/UeuJI+mUdw1nOJPVA5b4emTpAsbC3OKI5VxoDwsRoROsInVLc/cP9fdPKTXcty09cVgmVxu49xLldBx0tEXWynTs7567AuBfQa/j77RWomd0RRcsQLXtqeZ4COC5Wl9oUzh3CoxuioGBP0yAzLpa63O6J4raLVOsVRMxDMKYyoct7HJwN2MaYhbMyX3MQxHGxN9YOLaen1DQRcZbtXO60SquCbXtewvy7Z2ajAW0sD4u4AsdTx43C7+yN6nLv8AVHm0KL028W4y5dSAeqSLjN68w003wv4MbZNuDUyFNNRY9nPd6vVF8dRIW5cGzhSvJmQNf3jdwiNJA9QAa309tp1tWuC7pbUVXN78B1ctu8b4d76OX3ZvT8lu4+6eU217z+vfHOHpL4h31zZgosNLHTU8N8YA7u+OIp2KJVlU7yZ0W6ii+4/iZxiah6h7T+ESfyfSffAHVRgb2+rrG9e5UdkUTeR/DO6xBKngfyla6LdpPUj9ds7WiWAGi9pNrxV05DS1/VviL1OpeLsdT03ZDe1tZr/QYtqWK+0T4DMu2bisjZri5GXUc+U1noaZTTxJUW+cXT+Uxbu9K4Tjyl/xpkIQjZiEIQAhCEAoPSp5FDzn9yzNl8kwhJq48Tev64zytx/XOEI4HVHyfQfxidHc3fCEaftzT8s/rlE8T5RhCI568X8veIriPKhCEFNZZ+kD+0r9mvxtPYSMv7ip/Kv7L/aL3j3iJYny285vfPYS56V8SGF/slT7RP8A6yKb84QhPaL5CtbyV9P4T0eT6YQjJ0PK/l/Cev8AQ9EIR3wnS8fNMQbyJ7CKDL+YKO6aj0T+RiftE+EwhF9rn8NChCEbMQhCAf/Z\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"execution_count": 57
}
]
},
{
"cell_type": "code",
"source": [
"print(\"The Template for the meme is: \")\n",
"currTemplate = DetectMeme('/content/meme 2.jpg')\n",
"Image(filename='/content/templates/'+currTemplate+'.jpeg') "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 663
},
"id": "wxEBxMurWzEG",
"outputId": "a449e0e6-1e97-497d-8106-3f3448a75d25"
},
"execution_count": 66,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"The Template for the meme is: \n",
"thor_defeat\n"
]
},
{
"output_type": "execute_result",
"data": {
"image/jpeg": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"execution_count": 66
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "TEwgvHuDLW45",
"outputId": "1c54ed74-fa24-41f2-b583-7c224779cc79"
},
"source": [
"acc_train = sum(y_train == y_pred_train) / len(y_pred_train)\n",
"acc_test = sum(y_test == y_pred_test) / len(y_pred_test)\n",
"print(acc_train,acc_test)"
],
"execution_count": 52,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.9807524059492564 1.0\n"
]
}
]
}
]
}
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