{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"%%HTML\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Vector Quantization\n",
"\n",
"## Sec 14.3.9 of ESL\n",
"\n",
"**Mahmood Amintoosi, Fall 2024**\n",
"\n",
"Computer Science Dept, Ferdowsi University of Mashhad"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Vector Quantization (VQ) and K-means Clustering\n",
"\n",
"Based on Page 533 of [ESL](https://fumdrive.um.ac.ir/index.php/s/yWr8rw9j9P8CQmL)\n",
"\n",
"Vector quantization (VQ) is a powerful technique used in image and signal compression. This method is particularly effective when combined with the K-means clustering algorithm, which helps reduce the amount of data needed to represent an image.\n",
"\n",
"## Example: Grayscale Image Compression\n",
"\n",
"Consider the grayscale coffee image with resolution of **400 x 600 pixels**, meaning it contains **240,000 pixels** in total. Each pixel represents a grayscale value between **0 and 255**, requiring **8 bits** of storage per pixel. Consequently, the full image occupies approximately 240 KB of storage.\n",
"\n",
"### VQ Compression Steps\n",
"\n",
"The following steps demonstrate how VQ compression is performed on this image:\n",
"\n",
"1. **Block Partitioning**: The image is divided into **2x2 blocks** of pixels. This means each block contains **4 pixel values**, and the total number of blocks is **200 x 300**.\n",
"\n",
"2. **K-means Clustering**: We apply the K-means clustering algorithm to the pixel blocks, treating each block as a vector in $\\mathbb{R}^4$ (four-dimensional space). \n",
"\n",
"3. **Choosing K = 4**: This results in a significant reduction in quality, but a more significant reduction in storage.\n",
"\n",
"4. **Encoding Step**: Each block of pixels is approximated by its closest cluster centroid, known as a **codeword**. The identity of the closest codeword for each block needs to be stored. This requires $log_2(K)$ bits per block.\n",
"\n",
"5. **Decoding Step**: To reconstruct the approximated image, the centroids are used to create the final image. This step is called the **decoding step**.\n",
"\n",
"### Storage Obligation\n",
"\n",
"When K is reduced to 4, the storage requirement the storage for the\n",
"compressed image amounts to $log_2(K)/(4 \\times 8) = 1/16 = 0.0625$ of the original image, equating to **0.50 bits per pixel**. \n",
"\n",
"The crucial steps in VQ involve encoding each block to its nearest codeword and then decoding the image using these codewords, illustrating how K-means can facilitate significant compression in image storage."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"executionInfo": {
"elapsed": 42310,
"status": "ok",
"timestamp": 1608384739249,
"user": {
"displayName": "Mahmood Amintoosi",
"photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiWZ48HqYJJmPdDTueTtb12dMDVlabGiGyYWEXTkA=s64",
"userId": "06389092743998374259"
},
"user_tz": -210
},
"id": "bfPs53w-StJ6"
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.cluster import KMeans\n",
"# from sklearn_extra.cluster import KMedoids\n",
"from skimage import io\n",
"from skimage import data\n",
"from skimage.color import rgb2gray"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"400 600 \n",
"0.0002827450980392157 1.0\n"
]
}
],
"source": [
"coffee = data.coffee()\n",
"img = rgb2gray(coffee)\n",
"m, n = img.shape\n",
"print(m,n,type(img[0,0]))\n",
"print(img.min(),img.max())"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"io.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"blk = img[250:330,320:400]\n",
"blk\n",
"io.imshow(blk)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some utility functions"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"from skimage.util import view_as_windows as viewW\n",
"from skimage.util import view_as_blocks as viewB\n",
"\n",
"def im2col_sliding_strided_v2(A, block_size, stepsize=1):\n",
" a, b = block_size\n",
" return viewW(A, (a,b)).reshape(-1,a*b).T[:,::stepsize]\n",
"\n",
"def im2col_distinct(B, block_size):\n",
" a, b = block_size\n",
" return viewB(B, (a,b)).reshape(-1,a*b).T#[:,::stepsize]\n",
"\n",
"def col2im_sliding(B, block_size, image_size):\n",
" a, b = block_size\n",
" m, n = image_size\n",
" return B.reshape(n-b+1,m-a+1).T \n",
"\n",
"def col2im_distinct(A, block_size, image_size):\n",
" a, b = block_size\n",
" m, n = image_size\n",
" B = A.reshape((m//a,n//b,a,b)) #C = A.reshape((3,2,2,2))\n",
" return B.transpose([0,2,1,3]).reshape(m,n)#B.reshape(nn-n+1,mm-m+1).T "
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0 1 2 3 4 5]\n",
" [ 6 7 8 9 10 11]\n",
" [12 13 14 15 16 17]\n",
" [18 19 20 21 22 23]]\n",
"(2, 3, 2, 2)\n"
]
},
{
"data": {
"text/plain": [
"array([[[[ 0, 1],\n",
" [ 6, 7]],\n",
"\n",
" [[ 2, 3],\n",
" [ 8, 9]],\n",
"\n",
" [[ 4, 5],\n",
" [10, 11]]],\n",
"\n",
"\n",
" [[[12, 13],\n",
" [18, 19]],\n",
"\n",
" [[14, 15],\n",
" [20, 21]],\n",
"\n",
" [[16, 17],\n",
" [22, 23]]]])"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"A = np.arange(4*6).reshape(4,6)\n",
"patch_arr = viewB(A, (2,2))\n",
"print(A)\n",
"print(patch_arr.shape)\n",
"patch_arr"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0 1 2 3 4 5]\n",
" [ 6 7 8 9 10 11]\n",
" [12 13 14 15 16 17]\n",
" [18 19 20 21 22 23]]\n",
"[[ 0 2 4 12 14 16]\n",
" [ 1 3 5 13 15 17]\n",
" [ 6 8 10 18 20 22]\n",
" [ 7 9 11 19 21 23]]\n"
]
}
],
"source": [
"B = im2col_distinct(A,[2, 2])\n",
"print(A)\n",
"print(B)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0, 1, 2, 3, 4, 5],\n",
" [ 6, 7, 8, 9, 10, 11],\n",
" [12, 13, 14, 15, 16, 17],\n",
" [18, 19, 20, 21, 22, 23]])"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"C = col2im_distinct(B.T,[2, 2], [4, 6])\n",
"C"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(4, 60000) 240000 60000.0\n"
]
}
],
"source": [
"bs = [2, 2]\n",
"x = im2col_distinct(img,bs) \n",
"print(x.shape, x.shape[0]*x.shape[1], m*n/4)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"tags": [
"hide-output"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\m.amintoosi\\AppData\\Roaming\\Python\\Python310\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
" super()._check_params_vs_input(X, default_n_init=10)\n"
]
}
],
"source": [
"k = 4\n",
"kmeans = KMeans(n_clusters=k, random_state=0).fit(x.T)\n",
"# clustering = KMedoids(n_clusters=k, random_state=0).fit(x.T)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(4, 4)\n",
"(60000,)\n"
]
},
{
"data": {
"text/plain": [
"array([[0.52268354, 0.52463973, 0.52423633, 0.52303693],\n",
" [0.08968596, 0.08971989, 0.08917598, 0.08987512],\n",
" [0.79994586, 0.80255419, 0.80365328, 0.80144409],\n",
" [0.3172317 , 0.31510994, 0.31436142, 0.31667701]])"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(kmeans.cluster_centers_.shape)\n",
"labels = kmeans.labels_\n",
"print(labels.shape)\n",
"cluster_centers = kmeans.cluster_centers_\n",
"cluster_centers"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(60000, 4)\n"
]
}
],
"source": [
"rec_img_centers = cluster_centers[labels]\n",
"print(rec_img_centers.shape)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rec_img_blk = col2im_distinct(rec_img_centers,bs,[m,n])\n",
"# print(y.shape,imc.shape,type(imc[0,0]))\n",
"io.imshow(rec_img_blk)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Image Compression Using kmeans"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\m.amintoosi\\AppData\\Roaming\\Python\\Python310\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
" super()._check_params_vs_input(X, default_n_init=10)\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Pixel Clustering')"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X = img.reshape(-1,1)\n",
"kmeans = KMeans(n_clusters=4)\n",
"kmeans.fit(X)\n",
"labels = kmeans.labels_\n",
"cluster_centers = kmeans.cluster_centers_\n",
"\n",
"# replacing each pixel with corresponding cluster center\n",
"\n",
"rec_img_pixels = cluster_centers[labels]\n",
"rec_img_pixels = rec_img_pixels.reshape(img.shape)\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"# plt.subplot(1, 3, 1)\n",
"# plt.axis(\"off\")\n",
"# plt.imshow(img, cmap=\"gray\")\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.axis(\"off\")\n",
"plt.imshow(rec_img_blk, cmap=\"gray\", vmin=0, vmax=1)\n",
"plt.title('Block Clustering')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.axis(\"off\")\n",
"plt.imshow(rec_img_pixels, cmap=\"gray\", vmin=0, vmax=1)\n",
"plt.title('Pixel Clustering')"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.52732396],\n",
" [0.0897978 ],\n",
" [0.80943031],\n",
" [0.31605731]])"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster_centers"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "FreqItemSet_Orange3_41_plot_graph.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "pth-gpu",
"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": "3.10.15"
},
"metadata": {
"interpreter": {
"hash": "e96151e43c7d4771e8c5cd465cb7a781ca0d318ba14bc12f3e5d943cd2960fb0"
}
}
},
"nbformat": 4,
"nbformat_minor": 1
}