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@bazsapeter
Created February 3, 2020 21:45
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Created on Cognitive Class Labs
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "MZAG7z9epROc"
},
"source": [
"<a href=\"https://cognitiveclass.ai/\">\n",
" <img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Logo/SNLogo.png\" width=\"200\" align=\"center\">\n",
"</a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "L1r_4lmwqDMA"
},
"source": [
"<h1>Lab - Image Compression and Color Quantization using K Means Clustering</h1>\n",
"<p><b>Welcome!</b> This lab is about compressing the size of images using a technique called K Means Clustering. We will compress images using K Means Clustering in the Python Programming Language. After completing this lab, you will:</p>\n",
"<h5> 1. Learn to download and read images using OpenCV </h5>\n",
"<h5> 2. Know about image compression and its Importance </h5>\n",
"<h5> 3. Compress image sizes by up to 90%!! </h5>\n",
"<h5> 4. Compress images using a technique called K Means Clustering</h5>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
" <br>\n",
" <br>\n",
" <h2>Table of Contents</h2>\n",
" <ul>\n",
" <li><a href=\"#ref0\">What is an image comprised of?</a></li>\n",
" <li><a href=\"#ref1\">Image Compression and its importance</a></li>\n",
" <li><a href=\"#ref2\">What is K Means Clustering</a></li>\n",
" <li><a href=\"#ref3\">Compressing Images using K Means Clustering</a></li>\n",
" <li><a href=\"#ref4\">Exercises</a></li>\n",
" </ul>\n",
" <br>\n",
" <p>Estimated Time Needed: <strong>1 hr 30 min</strong></p>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<hr>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref0\"></a>\n",
"<h2 align=\"center\">What is an image comprised of?</h2>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>The basic building block of any picture is a pixel. If we zoom in on any picture, we can start to see the pixels and the pixels the image is comprised of.</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>Let's start by downloading an image of a bunny. We will use the same technique to download an image as we learnt in the lab of Classifying Images using IBM Watson Visual Recognition in Python</p>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# importing OpenCV and urllib for downloading and displaying the bunny image\n",
"import urllib.request\n",
"import cv2\n",
"bunny_image_url = \"http://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Dataset/bunny.png\"\n",
"urllib.request.urlretrieve(bunny_image_url, \"bunny.png\") # downloads file as \"bunny.png\"\n",
"im = cv2.imread(\"bunny.png\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "HepNP_F369Pu"
},
"outputs": [],
"source": [
"# loading standard python modules\n",
"import os\n",
"import math\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2279,
"status": "ok",
"timestamp": 1555278102923,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "DOpoC4FZ4ipy",
"outputId": "3d6da700-df8b-4b55-8697-603f562a870e"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original size of bunny's image is: 630 Kilo Bytes\n"
]
},
{
"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": [
"# We read a bunny image here and display it\n",
"img_corrected = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(img_corrected)\n",
"print(\"Original size of bunny's image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('bunny.png').st_size)/1000))))"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "A3gRyd2v-8gn"
},
"source": [
"<b>What is a pixel?</b>\n",
"<p>To form any visible color, we need the three primary colors (i.e Red, Green and Blue). Mixing these colors in various proportions provides us with all colors of the visible spectrum. Interpreting this in the computer's technology, each pixel is comprised of 3 channels - i.e. Red, Green and Blue. Each of these channels has an intensity value that ranges between 0 - 255. From combinatorics we know that the total number of colors we can represent in each pixel are 256 x 256 x 256. Since each channel in a pixel can have 256 = 2^8 possible values, each channel requires 8 bits of memory to store in computer memory. Thus, each pixel requires 8 + 8 + 8 = 24 bits of memory for storage</p>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "gFbGCFSWypxw"
},
"source": [
"<p>Now, let's focus on the bunny's image. The image has a total of 209960 pixels and since each pixel required 24 bits to store, the image has an original size of 209960 x 24 bits. Doing some math magic, in Kilo Bytes this is equal to ((209960 x 24) / 8) / 1000 ~ 630 Kilo Bytes</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref1\"></a>\n",
"<h2 align=\"center\">Image Compression and its Importance</h2>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "rbXYO1Sq9Kcr"
},
"source": [
"<p>Image compression is about compressing the size of images. This is important since we can store these images more efficiently and save space, bandwidth and time of the computer network. Further, this would also save money to store images on computers and phones since a lot more images can now be stored (due to their compressed size) with the same amount of storage space. We will compress the size of the images using a technique called K - Means clustering.</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref2\"></a>\n",
"<h2 align=\"center\">What is K Means Clustering</h2>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "81MAhehlzUez"
},
"source": [
"<p>As the name suggests, K Means Clustering is a technique by which we can split a bunch of data points into various clusters (specifically K clusters). The data points are clustered together based upon a certain similarity. K here represents the number of clusters the data points are split into. The \"Means\" in K Means refers to finding the centroid of each of the K clusters. Run the code cell below to see a visual representation of running K Means clustering technique on a bunch of randomly generated data points:</p>"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 260
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1083,
"status": "ok",
"timestamp": 1555007015838,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "u4fIWzBT_GxH",
"outputId": "1eea733c-7e00-4ccf-9d3e-e60038cb6608"
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8961f2a0b8>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"k_means_url = \"http://i.stack.imgur.com/cIDB3.png\"\n",
"urllib.request.urlretrieve(k_means_url, \"K_Means_clustering.png\") # downloads file as \"K_Means_clustering.png\"\n",
"k_means_im = cv2.imread(\"K_Means_clustering.png\")\n",
"k_means_im_corrected = cv2.cvtColor(k_means_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(k_means_im_corrected)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "wrLPNGJV_Yky"
},
"source": [
"<p>To perform K Means clustering we have the following steps:</p>\n",
"<0l>\n",
" <li>Initially choose K points amongst the given set of data points. These K points represent the centroids of the K clusters</li>\n",
" <li>Next, assign each data point to the cluster whose center is nearest to it</li>\n",
" <li>New centroids are calculated for each of the K clusters based upon the data points that are assigned in that cluster</li>\n",
"</ol>\n",
"<br>\n",
"<p>Step 2 and 3 are repeated until the centroids stop moving or the defined number of iterations are completed. </p>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "4VvRW8kODn77"
},
"source": [
"<p>For our use case of image compression, our data points are the pixels in our image, and we are trying to group pixels of similar color in K clusters (for e.g. K = 8 clusters) i.e. 8 different colors. Thus, instead of each pixel originally representing 256 x 256 x 256 colors, each pixel can now only represent 8 possible colors. Therefore, each pixel now only requires 3 bits of memory for storage (since 2^3 = 8) instead of the original 24 bits. This technique of breaking all possible colors of the RGB color space over K colors is called <b>Color Quantization</b>.</p> \n",
"<p>The K centroids of the clusters are representative of the three dimensional RGB color space and would replace the colors of all points in their cluster and thus the image will only have K colors in it.</p>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "SaPS5EliefSo"
},
"source": [
"<a id=\"ref3\"></a>\n",
"<h2 align=\"center\">Compressing Images using K Means Clustering</h2>"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "H_Vyp9Vgk-fc"
},
"outputs": [],
"source": [
"# We are using the sklearn python module and are importing the in built KMeans\n",
"# function from it\n",
"from sklearn.cluster import KMeans"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "lvhi3kP0lrBt"
},
"outputs": [],
"source": [
"# we import numpy here to transform image dimensions\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "Z6MQ-dn_l_9D"
},
"outputs": [],
"source": [
"# Extracting num_rows and num_cols from bunny's image (stored in im variable)\n",
"num_rows = im.shape[0]\n",
"num_cols = im.shape[1]\n",
"transform_image_for_KMeans = im.reshape(num_rows * num_cols, 3)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "lGiYalDDtAuV"
},
"outputs": [],
"source": [
"# Perform KMeans to compress image, here K = 8 clusters\n",
"kmeans = KMeans(n_clusters=8)\n",
"kmeans.fit(transform_image_for_KMeans)\n",
"\n",
"cluster_centroids = np.asarray(kmeans.cluster_centers_,dtype=np.uint8) \n",
"\n",
"# labels represent the label of each pixel and which cluster it belongs to\n",
"labels = np.asarray(kmeans.labels_,dtype=np.uint8 ) \n",
"labels = labels.reshape(num_rows,num_cols); "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 289
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1712,
"status": "ok",
"timestamp": 1555278199443,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "Ngjw_z73tIcc",
"outputId": "9237017d-5ebd-40a0-8492-4504cd544026"
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f898c3a6320>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"compressed_image = np.ones((num_rows, num_cols, 3), dtype=np.uint8)\n",
"for r in range(num_rows):\n",
" for c in range(num_cols):\n",
" compressed_image[r, c, :] = cluster_centroids[labels[r, c], :]\n",
"\n",
"cv2.imwrite(\"compressed_bunny.png\", compressed_image)\n",
"compressed_bunny_im = cv2.imread(\"compressed_bunny.png\")\n",
"compressed_bunny_im_corrected = cv2.cvtColor(compressed_bunny_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(compressed_bunny_im_corrected) "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"colab_type": "code",
"executionInfo": {
"elapsed": 578,
"status": "ok",
"timestamp": 1555278628447,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "CfRDgUUKgJP1",
"outputId": "3b4d1e37-2071-4ebb-a8d7-359d408e7d8f"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compressed size of bunny's image is: 48 Kilo Bytes\n"
]
}
],
"source": [
"print(\"Compressed size of bunny's image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_bunny.png').st_size)/1000))))"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "afwxfotz1SmS"
},
"source": [
"<p>Thus, we see that we have compressed the bunny's image size to <b>48 Kilo Bytes</b> from the original <b>630 Kilo Bytes</b></p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Woah! We have compressed the size of the bunny's <b>image by **92%</b></h4>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref4\"></a>\n",
"<h2 align=\"center\">Exercises</h2>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "adpNDQxU2TN6"
},
"source": [
"<h2>Exercise 1</h2>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "iTREx9FN2Yja"
},
"source": [
"<p>Below, I have provided a few pictures for you to play with. Feel free to use K Means Clustering (try it out with different values of K) to compress an image. Notice how the image size varies when you increase the value of K.</p>"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 331
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1872,
"status": "ok",
"timestamp": 1555280725030,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "4WhRni9-5194",
"outputId": "eaf90f71-3d75-46b8-a6c6-3ee58429ff08"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original size of fish image is: 865 Kilo Bytes\n"
]
},
{
"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": [
"# We read a fish image here and display it\n",
"fish_image_url = \"http://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Dataset/fish.png\"\n",
"urllib.request.urlretrieve(fish_image_url, \"fish.png\") # downloads file as \"fish.png\"\n",
"im2 = cv2.imread(\"fish.png\")\n",
"fish_im_corrected = cv2.cvtColor(im2, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(fish_im_corrected)\n",
"print(\"Original size of fish image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('fish.png').st_size)/1000))))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "u4FP-sZ89KZk"
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f898c2715c0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# Write your code here to Perform K Means Clustering on the fish image \n",
"# (stored in variable im2) and compress its size \n",
"\n",
"from sklearn.cluster import KMeans\n",
"import numpy as np\n",
"\n",
"num_rows = im2.shape[0]\n",
"num_cols = im2.shape[1]\n",
"\n",
"transform_exc_img_for_KMeans = im2.reshape(num_rows * num_cols, 3)\n",
"kmeans_b = KMeans(n_clusters = 10)\n",
"kmeans_b.fit(transform_exc_img_for_KMeans)\n",
"\n",
"cluster_centroids_b = np.asarray(kmeans_b.cluster_centers_, dtype = np.uint8)\n",
"labels_b = np.asarray(kmeans_b.labels_, dtype = np.uint8)\n",
"labels_b = labels_b.reshape(num_rows, num_cols)\n",
"\n",
"compressed_im2 = np.ones((num_rows, num_cols, 3), dtype = np.uint8)\n",
"for r in range(num_rows):\n",
" for c in range(num_cols):\n",
" compressed_im2[r,c, :] = cluster_centroids_b[labels_b[r,c], :]\n",
"\n",
"cv2.imwrite(\"compressed_image_2.png\", compressed_im2)\n",
"compr_image = cv2.imread(\"compressed_image_2.png\")\n",
"compr_image_corrected = cv2.cvtColor(compr_image, cv2.COLOR_BGR2RGB)\n",
"plt.axis(\"off\")\n",
"plt.imshow(compr_image_corrected)\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Double-click <font color=\"red\"><b><u>here</b></u></font> for the solution.\n",
"\n",
"<!---\n",
"\n",
"#Extracting num_rows and num_cols from fish image\n",
"\n",
"\n",
"num_rows_fish = im2.shape[0]\n",
"num_cols_fish = im2.shape[1]\n",
"transform_fish_image_for_KMeans = im2.reshape(num_rows_fish * num_cols_fish, 3)\n",
"\n",
"\n",
"#Perform KMeans to compress fish image here, feel free to choose\n",
"#any value for K, (i.e. K < 256) for compressing the image size. Use the value\n",
"#of K to fill the value of n_clusters\n",
"\n",
"\n",
"kmeans_fish = KMeans(n_clusters=)\n",
"kmeans_fish.fit(transform_fish_image_for_KMeans)\n",
"cluster_centroids_fish = np.asarray(kmeans_fish.cluster_centers_,dtype=np.uint8) \n",
"\n",
"\n",
"#labels represent the label of each pixel and which cluster it belongs to\n",
"\n",
"\n",
"labels_fish = np.asarray(kmeans_fish.labels_,dtype=np.uint8 ) \n",
"labels_fish = labels_fish.reshape(num_rows_fish,num_cols_fish)\n",
"\n",
"#After running the above code, run the code below\n",
" \n",
"\n",
"compressed_image_fish = np.ones((num_rows_fish, num_cols_fish, 3), dtype=np.uint8)\n",
"for r in range(num_rows_fish):\n",
" for c in range(num_cols_fish):\n",
" compressed_image_fish[r, c, :] = cluster_centroids_fish[labels_fish[r, c], :]\n",
"cv2.imwrite(\"compressed_fish.png\", compressed_image_fish)\n",
"compressed_fish_im = cv2.imread('compressed_fish.png')\n",
"compressed_fish_im_corrected = cv2.cvtColor(compressed_fish_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(compressed_fish_im_corrected) \n",
"print(\"Compressed size of fish image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_fish.png').st_size)/1000))))\n",
"\n",
"\n",
"--->\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2>Exercise 2</h2>"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 331
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1130,
"status": "ok",
"timestamp": 1555346993015,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "H8i_55p3YBBz",
"outputId": "b7682454-8330-4a57-d23e-8ae354913b0c"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original size of butterfly image is: 1008 Kilo Bytes\n"
]
},
{
"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": [
"# We read a butterfly image here and display it\n",
"butterfly_image_url = \"http://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Dataset/butterfly.png\"\n",
"urllib.request.urlretrieve(butterfly_image_url, \"butterfly.png\") # downloads file as \"butterfly.png\"\n",
"im3 = cv2.imread(\"butterfly.png\")\n",
"butterfly_im_corrected = cv2.cvtColor(im3, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(butterfly_im_corrected)\n",
"print(\"Original size of butterfly image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('butterfly.png').st_size)/1000))))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f898a129ef0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# Write your code here to Perform K Means Clustering on the butterfly image \n",
"# (stored in variable im3) and compress its size\n",
"\n",
"\n",
"from sklearn.cluster import KMeans\n",
"import numpy as np\n",
"\n",
"num_rows = im3.shape[0]\n",
"num_cols = im3.shape[1]\n",
"\n",
"transform_alt_img_for_KMeans = im3.reshape(num_rows * num_cols, 3)\n",
"kmeans_c = KMeans(n_clusters = 4)\n",
"kmeans_c.fit(transform_alt_img_for_KMeans)\n",
"\n",
"cluster_centroids_c = np.asarray(kmeans_c.cluster_centers_, dtype = np.uint8)\n",
"labels_c = np.asarray(kmeans_c.labels_, dtype = np.uint8)\n",
"labels_c = labels_c.reshape(num_rows, num_cols)\n",
"\n",
"compressed_im3 = np.ones((num_rows, num_cols, 3), dtype = np.uint8)\n",
"for r in range(num_rows):\n",
" for c in range(num_cols):\n",
" compressed_im3[r,c, :] = cluster_centroids_c[labels_c[r,c], :]\n",
"\n",
"cv2.imwrite(\"compressed_image_3.png\", compressed_im3)\n",
"compr_image_alt = cv2.imread(\"compressed_image_3.png\")\n",
"compr_image_alt_corrected = cv2.cvtColor(compr_image_alt, cv2.COLOR_BGR2RGB)\n",
"plt.axis(\"off\")\n",
"plt.imshow(compr_image_alt_corrected)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Double-click <font color=\"red\"><b><u>here</b></u></font> for the solution.\n",
"\n",
"<!---\n",
"\n",
"#Extracting num_rows and num_cols from butterfly image\n",
"\n",
"\n",
"num_rows_butterfly = im3.shape[0]\n",
"num_cols_butterfly = im3.shape[1]\n",
"transform_butterfly_image_for_KMeans = im3.reshape(num_rows_butterfly * num_cols_butterfly, 3)\n",
"\n",
"\n",
"#Perform KMeans to compress butterfly image here, feel free to choose\n",
"#any value for K, (i.e. K < 256) for compressing the image size. Use the value\n",
"#of K to fill the value of n_clusters**\n",
"\n",
"\n",
"kmeans_butterfly = KMeans(n_clusters=)\n",
"kmeans_butterfly.fit(transform_butterfly_image_for_KMeans)\n",
"cluster_centroids_butterfly = np.asarray(kmeans_butterfly.cluster_centers_,dtype=np.uint8) \n",
"\n",
"\n",
"#labels represent the label of each pixel and which cluster it belongs to\n",
"\n",
"\n",
"labels_butterfly = np.asarray(kmeans_butterfly.labels_,dtype=np.uint8 ) \n",
"labels_butterfly = labels_butterfly.reshape(num_rows_butterfly,num_cols_butterfly)\n",
"\n",
"\n",
"#After running the above code, run the code below\n",
"\n",
"\n",
"compressed_image_butterfly = np.ones((num_rows_butterfly, num_cols_butterfly, 3), dtype=np.uint8)\n",
"for r in range(num_rows_butterfly):\n",
" for c in range(num_cols_butterfly):\n",
" compressed_image_butterfly[r, c, :] = cluster_centroids_butterfly[labels_butterfly[r, c], :]\n",
"cv2.imwrite(\"compressed_image_butterfly.png\", compressed_image_butterfly)\n",
"compressed_butterfly_im = cv2.imread('compressed_image_butterfly.png')\n",
"compressed_butterfly_im_corrected = cv2.cvtColor(compressed_butterfly_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(compressed_butterfly_im_corrected)\n",
"print(\"Compressed size of butterfly image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_image_butterfly.png').st_size)/1000))))\n",
"\n",
"--->"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Thank you for completing this lab!</h1>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
" <h2>Get IBM Watson Studio free of charge!</h2>\n",
" <p><a href=\"https://cocl.us/NotebooksPython101bottom\"><img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Logo/BottomAd.png\" width=\"750\" align=\"center\"></a></p>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3>About the Authors:</h3>\n",
"\n",
"This lab was written by <a href=\"https://www.linkedin.com/in/sacchitchadha/\" target=\"_blank\" >Sacchit Chadha</a> and revised by Nayef Abou Tayoun\n",
"\n",
"<p><a href=\"https://www.linkedin.com/in/sacchitchadha/\" target=\"_blank\">Sacchit Chadha</a> is a Software Engineer at IBM, and is a rising senior pursuing a Bachelors Degree in Computer Science from the University of Waterloo. His work at IBM is focused on Computer Vision, Cloud Computing and Blockchain.</p>\n",
"<p>Nayef Abou Tayoun is a Cognitive Data Scientist at IBM, and is pursuing a Master's degree in Artificial Intelligence. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<hr>\n",
"<p>Copyright &copy; 2019 IBM Developer Skills Network. This notebook and its source code are released under the terms of the <a href=\"https://cognitiveclass.ai/mit-license/\">MIT License</a>.</p>"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [],
"name": "ImageCompressionKMeans.ipynb",
"provenance": [],
"version": "0.3.2"
},
"kernelspec": {
"display_name": "Python",
"language": "python",
"name": "conda-env-python-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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