M2_SETI/D3/TP/TP_SETI_Kmeans/TP1.ipynb
2023-01-12 16:00:39 +01:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# TP1 KMEANS\n",
"\n",
"On nous propose de coder l'algorithme des kmeans afin de faire du clustering sur 2 classes puis plus de 2 classes.\n",
"Plus tard, on utilisera notre algorithme pour segmenter une image sur l'information de couleur."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import scipy.spatial\n",
"from skimage import io"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"clusters = 2\n",
"dim = 2\n",
"nb = 50\n",
"K = clusters\n",
"mean = np.random.randint(5, size=clusters)*2\n",
"mean = mean.T * np.random.random(size=clusters)\n",
"sd = np.random.random(size=clusters)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fonctions à utiliser pour le clustering"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def gen_points(mean=1,sd=0.5, nb=100, dim=2, clusters=2):\n",
" \"\"\" Generates data\n",
" dim: dimension\n",
" nb: number of points\n",
" clusters: number of clusters\n",
" mean: mean\n",
" sd: standard deviation \n",
" \"\"\"\n",
" size = []\n",
" # for i in range(0,dim):\n",
" size.append(nb)\n",
" size.append(dim)\n",
" points = np.random.normal(mean[0],sd[0],size=size)\n",
" for i in range(1,clusters):\n",
" points = np.concatenate((points,np.random.normal(mean[i],sd[i],size=size)),axis=0)\n",
" \n",
" return points, mean"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def distance(points,Pc): \n",
" \"\"\" Returns spatial distance between two matrix\n",
" \"\"\"\n",
" return scipy.spatial.distance.cdist(points[:,:], Pc[:,:])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def kmeans(points = [0,0], K = 1):\n",
" \"\"\" Create K clusters from points\n",
" \"\"\"\n",
" # Initialisation K prototypes\n",
" dim = points.shape[1]\n",
" N = points.shape[0]\n",
" iter = 0\n",
" eps = 0.1\n",
" Pc_index = []\n",
" Pc_save = np.zeros([K,dim])\n",
" clusters = []\n",
"\n",
" for i in range(0,K):\n",
" Pc_index.append(np.random.randint(0,N))\n",
" Pc = points[Pc_index,:]\n",
"\n",
" while (np.mean(distance(Pc,Pc_save)) > eps and iter < 3):\n",
" iter += 1\n",
" Pc_save = Pc\n",
" # print(Pc)\n",
" # print(points[:,:Pc.shape[0]])\n",
" dist = distance(points=points[:,:Pc.shape[1]],Pc=Pc)\n",
" clust = np.argmin(dist, axis=1)\n",
" clust = np.expand_dims(clust, axis=0)\n",
" points = np.append(points[:,:Pc.shape[1]], clust.T, axis=1)\n",
" # print(points)\n",
" Pc = np.zeros([K,dim])\n",
" index = np.array([])\n",
"\n",
" for n in range(0,N):\n",
" for k in range(0,K):\n",
" index = np.append(index, (clust==k).sum())\n",
" if points[n,-1] == k:\n",
" # print(points)\n",
" # print(Pc)\n",
" Pc[k,:] = np.add(Pc[k,:], points[n,:-1])\n",
"\n",
" for k in range(0,K):\n",
" Pc[k,:] = np.divide(Pc[k,:],index[k])\n",
"\n",
" # print(Pc)\n",
" indice = points[:,-1]\n",
" points = points[:,:-1]\n",
" return Pc, indice, points\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"colors=['red', 'green','yellow','blue','purple', 'orange']\n",
"def visualisation(points, index, Pc=[0,0], K=1):\n",
" \"\"\"Visualisation function of a dataset and its K clusters\n",
" \"\"\"\n",
" if(points.shape[1]==2):\n",
" # for k in range(0,K):\n",
" for n in range(0,len(points)):\n",
" plt.plot(points[n,0], points[n,1], 'o', color=colors[int(index[n])])\n",
" plt.plot(Pc[:,0],Pc[:,1],'ko')\n",
" plt.grid(True)\n",
" plt.axis([min(mean)-1,max(mean)+1,min(mean)-1,max(mean)+1])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def img_2_mat(my_img):\n",
" \"\"\" Reshaping 3D img NxMx3 to 2D matrix N*Mx3\n",
" \"\"\"\n",
" mat = my_img.reshape(my_img.shape[0]*my_img.shape[1],my_img.shape[2])\n",
" return mat"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def mat_2_img(mat,my_img):\n",
" \"\"\" Reshaping 2D matrix N*Mx3 to 3D img NxMx3 \n",
" \"\"\"\n",
" img_seg = mat.reshape(my_img.shape[0], my_img.shape[1], my_img.shape[2])\n",
" return img_seg"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def kmeans_image(path_image, K):\n",
" \"\"\" Clustering an image and changing pixels to its closest cluster\n",
" \"\"\"\n",
" my_img = io.imread(path_image)\n",
" imgplot = plt.imshow(my_img)\n",
" Mat = img_2_mat(my_img)\n",
" \n",
" Pc, index, clusters = kmeans(Mat, K)\n",
"\n",
" for k in range(Mat.shape[0]):\n",
" Mat[k,:] = np.floor(Pc[index[k],:])\n",
"\n",
" img_seg = mat_2_img(Mat, my_img)\n",
"\n",
" io.imsave(path_image.split('.')[0] + \"_%d.jpg\" % K, img_seg)\n",
" imgplot = plt.imshow(img_seg)\n",
" return Pc, index, img_seg\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exemple\n",
"### Clusterisation 2D\n",
"On fait la clusterisation d'un exemple simple avec 2 nuages de points éloignés"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"points1, mean1 = gen_points(mean,sd,nb,dim,clusters)\n",
"Pc1, index1, clusters1 = kmeans(points1,K=K)\n",
"visualisation(clusters1, index1, Pc1, K=K)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Avec un K ne correspondant pas au nombre réel de groupes"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"K = clusters+1\n",
"points, mean = gen_points(mean,sd,nb,dim,clusters)\n",
"Pc, index, clusters_ex = kmeans(points,K=K)\n",
"visualisation(clusters_ex, index, Pc, K=K)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Et un exemple un peu plus complexe avec des intensités différentes et relativement proche"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"clusters = 5\n",
"dim = 2\n",
"nb = 50\n",
"K = clusters\n",
"mean = np.random.randint(5, size=clusters)\n",
"mean = mean.T * np.random.random(size=clusters)\n",
"sd = np.random.random(size=clusters)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IqXfiWEI2SK/e7wXC6ULAmZpkMAZy6p04lpAN0qv3U0Nu61yCgFvCkcEYyKm3oi4hG6RX73ThGNB8xDvrzLU9/wY445LSjoGc+s9PLtpjCVvtBaHzwrGx4fy89fX229qeP9A+fb51jZS9zS+ul0LJYiCnYKIOCPrJRXc+x+8Stk5KJX/3O/b8AdSArenzdVhB3V4jZaH5xfVSKFkM5ORfHAOCfnLRXs9pXkz+/SOPdF9MOi80R474S81spmUACKzvk2ipEJyDFczdVmfkeimUEKfi8l5/cUKQu6nXptTo/xpV8geiSn9SUlOvRZwsEmZWppM4JviIOB9DxN9z3Cb96B578skAP39JOX9sS8qavOP18ZbOAybKpMkuSTHpHEEzIYg98pSpz9RRuVjBjZUbUFBoLDZQuVhBfSbkn+xxltXFMcHHTxWK23Pceuu6xy5dasmb14ByFfq8dg1WTqWVnWPxU97I9VKo/xjIU6Z6pYrl1fZgtLy6jOoV9z/Z6zN1jJ8ex8AzAxg/Pb4V+OMsq4tjgo+fKhS357hdTDwvNJ05bqe8dhlWTsUpx+IU5Dsd8XicKH4M5Ckzt6hZq1tzP7DVi28sNrp78XH0om1xTPDxU1vu9hy3i4nnhcYpx+2U1y4DmAWw0fxebrnfDvI6l1weI+qNWAK5iLwgIvMi8nocx8uzsT2atbo19wMevfg4etG2OCb42Mfxqi3XPcfxYrIdqC0BtQZQ7Fg7ve1Co7t4Bbmo2UFes0Y71xSnBMTVI/9TAI/GdKxcqx2qoTjYsVb3YBG1Q/per2svPo5edKuoE3yiarmYKBGgNAxMKqC80OwwK6AkzaxI54VGd/EKk9eO81hE0cQSyJVSPwLwbhzHyrvy/jImj05idGgUAkFpTwmTRydR3q8PmK69+Lh60XGJY2Gq5sXkhz/4QTPzsdryGIBZBWwMO1xo3AYyg4rzWETRiFXREsOBRMYBfEcp9UnN4xVYI0vYt2/fZy5cuBDL+2bV0tISdu3a5eu5l29cxrM/exYrGyub9w0NDOHUfadwePRwr5oY2Mjly5h49lkUVrbauT40hGunTmH+cPB27t79HXz603/kuBOdUsDq6m68/fbvYH5+69gjI5dxzz1nMTQ0j5WVEVy/frzt8UA/T4zH6pUgn6O8MukcHTx48BWl1ANdDzjVJIb5glXL9bqf57KO3FvQ2tap16ZU6U9K8dWe90IsG01sbciwvj6gvD9uvdl5xxQm1UgnxaRzBNaRZ1t5fxmzT89i48sbmH161jUVExdtyaOOrlKm0fCZamkvHxwY0Kyj0oazLSn7uEMQ+VKfqaN6pYq5xTmM7RnDkU8cwbmfntuslrFLHgHoLyJjY93Lx9paJysBmhy+1xR5HVaSULbFVX74ZwD+GsCEiLwjIl+M47iUDk516l99+avBJy75WS+8bbJS60qD47B64mGwkoSyLa6qlS8opT6mlBpUSt2llPp6HMeldHCqU1dwHiR3m7jUVUGjMzcH51mYYfipJOm8YHAFQzILc+SGCJyPjvHYrsG5g9vEJQDtdei6JWbHxhA+jdKqgI4lDB34mbYfBS8S1HsM5AZwnYLfh2N7Bucmr4lLXVwnK0XNaxcBnIP3TvV+p+2H0euLBJGFgdwAYRfSiuPY9Zk6lj5a8jyOn4lLXVwnK0XJaw/Duydui2Pavq2z930SvbtIEG1hIDdAmIW04ji23Vtf+HDB9RjDO4cBAMe+dQx7/3Av9v7hXv8pIO2Uf++VBvVz2XbBXxAH4ptq79T71p03VtFQvBjIDRBmIa04ju3UW++0vbAd7628t5maWfhwAQsfLsSQAnJaTvbJjts6QQLlEXQvgBVmqn2QnD6raCheDOQGCLOQVhzH9urxCwSDA4NY3VjVPidaCqhzOdnn2m6vrIxqXuc3UNZh5dFbu/YC4An479Hb/F48uB4LxY+B3AD2QlqlPSXfC2npdFaoANAe26vHr6DwweoHnu/ZWGz0pOLm+vXjiLZwlVMvWgEIsw6Q7lwNw2UjUKJYMJAbIo4p+LoKFQCOx46jxw9YPffO9/zx3FOIWpZnLVCl283HD10vegHA3oBt062GeAbOm1QQxYeB3DD1eh3j4+OQAcG2O7ZB/qP47uUGrX4p7y9vDmTqDO8c7krNtBJI1+Shz00s45c/9lXEU5an283HriARWCtRCLqDsttfHAsB2+a2RRxRbzGQG6Rer6NSqaDRaAAKWP+ndeAi0Pg//gYVw1S/nPnsGW2gLg4WceazZ9pSM8M7hzG8c3gzTeM0A/R/HgKKg53322V5XhNoth5/8MHHHB63n2NXkADAevN7a1CuA/Auq2xvmxfdRYWot3IRyHs5K7KfqtUqljs3Ul4FcMXfoGKY6pfW/DwAFKQAoL1uvDXtc/P3buLm793cTNPYr2t/P9272YFW11NvL/HbseMGgMdhpUFa/0/dKkiWYdV3V6AvD3TCkkFKr8yvfmjnhQOt0pdSc7plYBebj3tUmdQO1drOBeCv+sUO1m7s1REbiw0UpIB1tY7SnlLXKokA8M57umBegH4CTRn6AL2A5p4lzed5Bd0gAdzGkkFKr8z3yHs5K7JVP3r9Y7oNk5tB0avKJM7ql1atg6gAsK6sVEZjsYFzPz2HJ37piZb3BOYWdUda19w/1/HdSWv6I+6gK2DJIKVZ5gN5L2dF2nq5FkqrWq2GYufaJIMADvmvK+/FBhRuE4eWV5dx6e8vtbxnCf/WMc7aZXpOxjq+69j/p26zQosAhgNsHSoAToD5bkqzzAfyXs6KtMXZ67d79o/88JGunn25XMbk5CRKpRIgQOEXCsBRoPTv4ulZh+V1UWx/3K1Mz2tDY69p+/b/aWsFCWClbAC7kqRe/zwqFWsfi9b9LLqDeQHAeVgTkYjSK/OBvJezIm1x9fr99OzL5TJmZ2ehNhTW3l2D+qbq29ZuOl4XxfbH3cr0vEr47MedSiI7JwLZFSQKwFrz+yyAMqrVS+gcM27bz2LTBtgTJxOkKpDP1Gdwevw0nhl4BqfHT2OmPhP5mL3KC7cK2uvX5dP7lc/3EjTf73SxtDlfNN3K9LxK+MoAbgKYwq1bowhTs60bNO6+O66/2oKsSc71yym41FStzNRncLFyEavL1rodi41FXKxcBADsL++PdGw/VRdRBKkGcauisQcLO+nu74UwVT72/U5VK7VDtR6d+zJeeulOHDhwIODr6hgbG0Cj0T2w2j6WLLAW1IrKLpm0Pxt2SSXQfeEJ8lyiLanpkV+pXtkM4rbV5VVcqV5JqEX+Ben163rdJ797Unt8u3a7H8L+VWAPoqovK6z99zWoLyef8ulmBcpabd1hP4tt1n4WmxSsBbWi9oiDbFzRy00uKMtS0yNf1NSk6e5PG7+9fl3e3G3Nb7ucrx/6UeXTP3VYQXAOVppkCcDy5pLn1aqVThkbK6BW24NyufP/oLWGPawgG1fEuckF5UlqeuR7NNP9dPebKky1jNPsyF7pR5VPf7hv9NC+n8UGyuV3NceJGkSDbFwR1yYXlDepCeSHaocwWBxsu2+wOIhDtUMJtSg8t8FCXRWNbnEqgcRaYeOlH1U+/RF0o4deBVGvksqwzyXakppAvr+8H0cnj2JPaQ8gwJ7SHhydPBp5oLPfvEoIdfl0p8WpBIITD5zoa565H1U+/RF0o4deBdEgqyJyBUUKR5R+48OemZiYUNeuXfN83kx9BleqV7A4t4g9Y3twqHYo9YF9/PS4Y5VJaU8Js0/Pal9Xn6nj5HdPbubKd2/bjed+/TkDA2j/TE9Pu1StjGNr9cNWw7D29LTz5jW0L31b1TxmJvdzRIBZ50hEXlFKPdB5f2oGOzv1shyxl8IMFnaW/AHAysZK7G3LBzsYN2D1aju3cVuAFcjPw7lG3ezATfmUmtRKJ1PLEcMMFjqV/K1srHSV/Jm4HG9/29y5DrnC1sbKrUE9ykYWROmT2kBuajlimMFCP734fi3MFaf+t1m3B2cB6NrgYhnWJsucQUnmS20gN7UcMcxgoZ9efFqm7wfR/zbr0le6Ovx1RN9qLo387KJEWZLaQG5yOWLQpWKdevFDA0NtvXgTJ+r0v8269JWfmbFZmUHptItSli5S5CS1gTwr5Yh+OPXiT913qu0CYOJEnf63WVdCWHG430l6L4r+cZp/HqW2agWwgnm/A3dSJY+dU/ynp6fbHg+7TVuS+t9m+/w5lRA+3HL/AJzTLem9KPrHaf55lNoeeRLsksfFxiKgtkoe41hONyoTJ+ok02bdMrit959DdmdQcpp/HqW6R95vbiWPfnrl9gbEc4tzGNszFvsSrr1ejrcX0tlmt5676WpoXwoXyM5FinQYyFtEKXkMs443JSmrk3/aL1K3bo1gx44/QjZ/VrIlklpZe28tibf1FKXkMWipXa8mypg4aYjitpVGeumlF8Egnn2JBPJbN26lIu/cKUrJo66krrHY6AqqvZooY+KkISKKLpFArpRK5VT7KCWPbiV1nUG1VxNlTJw0lG3cf5P6I7EceVqn2octeXQqtetkB9VeTZQxcdJQdnH/TeqfWHrkIvKoiFwTkbdF5Pf9vCbtU+2D6iy107ErWpxEnShj4qSh7OLEHOqfyIFcRAoAvgLgswDuB/AFEbnf4zVGTLUPqnVqvm57NrsssRe78GRnd58s4MQc6p84euS/AuBtpdR1pdRHAF4E8Dm3F+wY3ZHJqfat3IJqrybKmDhpKLs4MYf6J/IOQSLynwA8qpQ63rx9DMCvKqW+1PG8CppJwtF/NfqZF7/9YqT3NcHlG5dx9h/OYn5lHiNDIzj+8eM4PHrY12uXlpawa9euHrfQbGk+RyMjlzEx8SwKha0NQtbXh3Dt2inMz/v7DMQhzecoLUw6RwcPHnTcIahvgbzVXYN3qXdW34n0vq1M3BLOi0nbTyUl/eco+a3j0n+OkmfSOerlVm//CODultt3Ne/T2ljbiOFtLaZuCUd5kNXZo5Q2ceTIfwLgEyLycRHZDuAxAN92fdNt8ZWvm7olHJmGNeGUXpF75EqpNRH5EoDvwVrB/wWl1BturxnaOxT1bTeZuiWcX1lMG5mHNeGUbrFMCFJKXQJwyfeb7vb3tn6C2J6xPdaysx2yUKfOtFFauNWEM5BT8lK7HrnftcFN3hLOC9NGacGacEq31AZyv0Esy1vCZT1tZA7WhFO6pXY98iBBLIkt4fohy2kjs3CzBkq31PbIo6wNnhVZThuZpQxgEkAJgDS/T4L5cUqL1AZyBrFsp43Mo9sLlCh5qU2t2MEq76V3WU0bEVF8UhvIAQYxSrPkp98T2VIdyInSiROEKF1SmyMnSi9uGkHpwkBOCTB93RJOEKJ0YSCnPrPTEg0ACltpCZOCOScIUbowkFOfZSEtUYM1IagVJwhRchjIqc+ykJbgBCFKF1atUJ+NwUqnON1vEm4aQemR+x55vV7H+Pg4BgYGMD4+jnrdpFytiZiWIIpbrnvk9XodlUoFy8tWzrbRaKBSseqBy+VgvS1uAOGXfV45mYYoLrnukVer1c0gblteXka1Gmzgze/a6f0wU5/B6fHTeGbgGZweP51IG7z1at0S08saicLJdSCfm3MeYNPdr9OLDSBuXL4ROCCn6YLSf1koayQKJ9eBfGzMeYBNd79O3BtAzNRn8LNnfxY4IOd7R6EslDUShZPrQF6r1VAstg+8FYtF1GrBBt7iXjv9SvUKNlY22u7zE5DzvaNQFsoaicLJdSAvl8uYnJxEqVSCiKBUKmFycjLwQGfca6eHDcj53ozDbbYlc+eUbbkO5IAVzGdnZ7GxsYHZ2dnAQRyIfwOIsAE535tx6Moaj4C5c8q6XJcfxinOtdMP1Q7hL774F23pFT8BOd+bcejKGt1y5yx5pGxIJJCvvbeWxNsaY395P9586038fOrngQNyvjfjcJpteUzz3H7kzrn5BPVHIoH81o1bmKnP5DjgeBs9PIrf+h+/lXQzMiCpJQG4+QT1TyI5cqVUTkriKHlJLQnAckjqn8QGO/NREkfJS2qlQpZDUv8kNtiZj5K44FrXbHl17NUcDVb2UhIrFWZllUcyQSI9chHJSUlcMPmeYp81XOWR+ieRQL5jdAd7mQ7yPcU+a7j5BPVPIqmVbbtZvu4k31Pss4ibT1B/5H5mZ5rke4o9EYXFQJ4i+Z5iT0RhMceRInFMsedORUT5w0CeMvYU++npaRw4cCDQa+2qF3vA1K56sY9LRNnE1EqGsOqFKJ8YyDOEVS9E+cRAniGseiHKJwbyDGHVC1E+RQrkIvKbIvKGiGyIyANxNYrCiXunIiIyQ9SqldcB/AcAX4uhLRSDfG8sQZRPkQK5UuotwFoEi4iIktG3OnIRqWBri5QVEXm9X+9tqL0AbibdiJTjOfLGc+TNpHNUcrrTM5CLyGUAv+jwUFUp9Zd+310pNQlr+TeIyMtKKebUXfAceeM58sZz5C0L58gzkCulDvejIUREFA7LD4mIDBe1/PA3ROQdAA8B+N8i8j2fL52M8r45wXPkjefIG8+RN+PPkSilkm4DERFFwNQKEZHhGMiJiAyXWCDn9H49EXlURK6JyNsi8vtJtydtROQFEZnnXAQ9EblbRK6KyJvN37OTSbcpbURkh4j8jYj8tHmOnkm6TWEl2SO3p/f/KME2pI6IFAB8BcBnAdwP4Asicn+yrUqdPwXwaNKNSLk1AL+rlLofwIMAfpufoy4rAB5RSv0SgE8BeFREHky2SeEkFsiVUm8ppa4l9f4p9isA3lZKXVdKfQTgRQCfS7hNqaKU+hGAd5NuR5oppX6ulPrb5r/fB/AWgDuTbVW6KMtS8+Zg88vI6g/myNPnTgD/r+X2O+AvIEUgIuMAPg3g/ybclNQRkYKIvApgHsD3lVJGnqOerrUS1/R+IgpHRHYB+CaAp5VS7yXdnrRRSq0D+JSI3A7gz0Xkk0op48ZeehrIOb0/lH8EcHfL7bua9xEFIiKDsIJ4XSn1raTbk2ZKqX8Wkauwxl6MC+RMraTPTwB8QkQ+LiLbATwG4NsJt4kMI9ba0l8H8JZS6o+Tbk8aici+Zk8cIrITwK8B+LtEGxVSkuWHYaf3Z5pSag3AlwB8D9YA1QWl1BvJtipdROTPAPw1gAkReUdEvph0m1LoYQDHADwiIq82v44k3aiU+RiAqyLyGqwO1PeVUt9JuE2hcIo+EZHhmFohIjIcAzkRkeEYyImIDMdATkRkOAZyIiLDMZATERmOgZyIyHD/Atond6VAMcF8AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"points, mean = gen_points(mean,sd,nb,dim,clusters)\n",
"Pc, index, clusters_ex = kmeans(points,K=K)\n",
"visualisation(clusters_ex, index, Pc, K=K)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exemple de clusterisation sur une image\n",
"On souhaite pouvoir changer les pixels vers les le centre du cluster le plus proche.\n",
"\n",
"On observe ainsi pour un nombre différent de clusters :"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1a9ff9b4dc0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"path_image = \"images/fruits.jpg\"\n",
"#for i in range(1,13):\n",
" # Pc, index, img_seg = kmeans_image(path_image=path_image, K=i)\n",
"plt.figure()\n",
"plt.imshow(io.imread(\"images/fruits_2.jpg\"))\n",
"plt.figure()\n",
"plt.imshow(io.imread(\"images/fruits_4.jpg\"))\n",
"plt.figure()\n",
"plt.imshow(io.imread(\"images/fruits_10.jpg\"))\n",
"plt.figure()\n",
"plt.imshow(io.imread(\"images/fruits_255_cuda.jpg\"))"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"La clusterisation avec 255 couleurs à été réalisée à l'aide du script `Kmeans_skcuda.py` afin d'accélérer le temps d'exécution. \n",
"\n",
"Nous avons vu en A4 la puissance de CUDA pour le traitement de données importantes, ce qui est notre cas avec le nombre de pixels de l'image et le nombre d'itérations qui augmentent en fonction du nombre de clusters recherchés. J'ai ainsi décidé - pour voir à partir de combien de niveaux de couleurs peut-on apercevoir une image nette - d'observer le traitement Kmeans jusqu'à 255 clusters.\n",
"\n",
"On observe ainsi qu'au dessus de 40 clusters on arrive à bien distinguer les fruits et légumes présents sur l'image."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cpu = []\n",
"cuda = []\n",
"i = 0\n",
"with open(\"timing.txt\",'r') as data_file:\n",
" for line in data_file:\n",
" data = line.split()\n",
" if(len(data) < 4):\n",
" i=i+1\n",
" if(len(data) > 3):\n",
" if(i == 1):\n",
" cpu.append(float(data[2]))\n",
" if(i == 2):\n",
" cuda.append(float(data[2]))\n",
"\n",
"fig, ax1 = plt.subplots()\n",
"ax1.set_xlabel(\"K\")\n",
"ax1.set_ylabel(\"temps (s)\")\n",
"ax1.set_yscale('log')\n",
"ax1.plot(cpu,'b')\n",
"ax1.tick_params(axis ='y', labelcolor = 'blue') \n",
"plt.legend(['CPU'],loc='lower left')\n",
"\n",
"ax2 = ax1.twinx()\n",
"ax2.set_ylabel(\"temps (s)\")\n",
"ax2.plot(cuda,'r')\n",
"ax2.tick_params(axis ='y', labelcolor = 'red') \n",
"\n",
"plt.legend(['CUDA'],loc='lower right')\n",
"plt.title(\"Temps d'exécution Kmeans image\")\n",
"plt.show()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.9.4 64-bit",
"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": "3.9.4"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "2ef431f6525756fa8a44688585fa332ef3b2e5fcfe8fe75df35bbf7028a8b511"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}