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@Lihi-Gur-Arie
Created December 5, 2024 08:17
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k-means_color_segmentation.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Lihi-Gur-Arie/e64b6b1c30292be56f4164e54b27c913/k-means_color_segmentation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"![Screenshot from 2024-07-28 23-24-30.png](data:image/png;base64,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)"
],
"metadata": {
"id": "bUiMkZr-BObM"
}
},
{
"cell_type": "markdown",
"source": [
"#<font color=40534C size=\"6.5\">**Color Segmentation with K-means Clustering**</font>\n",
"\n",
"### <font color=40534C>A detailed guide to identify and quantify objects in an image based on their color, using Contours and K-means clustering.</font>"
],
"metadata": {
"id": "tWeFbBRr85N2"
}
},
{
"cell_type": "markdown",
"source": [
"<font color=40534C>This notebook is part of the **\"Color Segmentation with K-means Clustering\"** tutorial by **Dr. Lihi Gur Arie**.\n",
"For the full tutorial please visit [here](https://towardsdatascience.com/image-color-segmentation-by-k-means-clustering-algorithm-5792e563f26e?source=friends_link&sk=39dfb2b27c199522b050b71febce3367)<font>"
],
"metadata": {
"id": "vbVE18CEKJDS"
}
},
{
"cell_type": "markdown",
"source": [
"###<font color=40534C>**Import Libraries**</font>"
],
"metadata": {
"id": "uX5V9DVi5Bg5"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "juLcVu1P0he2"
},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"import cv2\n",
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.cluster import KMeans\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"source": [
"###<font color=40534C>**Load Image**</font>"
],
"metadata": {
"id": "g1S-SpIMbWV-"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Q9VeuLuW0he3",
"outputId": "6ea1cb67-ddbf-4aa3-e6d4-6d381f379bd8"
},
"outputs": [
{
"data": {
"text/plain": "(-0.5, 1079.5, 1484.5, -0.5)"
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"image = cv2.imread(r'bubbles.jpeg', cv2.IMREAD_UNCHANGED)\n",
"plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"source": [
"##<font color=40534C>**Extract objects**</font>\n",
"\n",
"####<font color=40534C>**Convert image to gray**</font>"
],
"metadata": {
"id": "0x5S_rBsKa6j"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ORtPTLUR0he5",
"outputId": "b07eed82-5c8b-4143-d647-c12bd1ee01e4"
},
"outputs": [
{
"data": {
"text/plain": "(-0.5, 1079.5, 1484.5, -0.5)"
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
"plt.imshow(gray, cmap = \"gray\")\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"source": [
"####<font color=40534C>**Apply binary threshold and erode**</font>"
],
"metadata": {
"collapsed": false,
"id": "dXSy5aFs0he5"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "bOZ7oG270he6",
"outputId": "9224548c-941c-4f80-a31d-782a87ea854c"
},
"outputs": [
{
"data": {
"text/plain": "True"
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"_ , mask = cv2.threshold(gray, 60, 255, cv2.THRESH_BINARY)\n",
"mask = cv2.erode(mask, np.ones((7, 7), np.uint8))\n",
"plt.imshow(mask, cmap = \"gray\")\n",
"plt.axis('off')\n",
"cv2.imwrite('thresholding.png', cv2.hconcat([image, np.stack((mask, mask, mask), axis=2)]))"
]
},
{
"cell_type": "markdown",
"source": [
"####<font color=40534C>**Find contours and display all contours**</font>"
],
"metadata": {
"collapsed": false,
"id": "edeX5OpU0he7"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "3VAeuL6P0he7",
"outputId": "b32de666-5d24-44f7-d14c-53980147bf53"
},
"outputs": [
{
"data": {
"text/plain": "(-0.5, 1079.5, 1484.5, -0.5)"
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"contours, _ = cv2.findContours(mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
"\n",
"contours_img_before_filtering = mask.copy()\n",
"contours_img_before_filtering = cv2.cvtColor(contours_img_before_filtering, cv2.COLOR_GRAY2BGR)\n",
"cv2.drawContours(contours_img_before_filtering, contours, -1, (0, 255, 0), 3)\n",
"plt.imshow(contours_img_before_filtering)\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"source": [
"####<font color=40534C>**Filter Contours and extract Mean Colors**</font>"
],
"metadata": {
"collapsed": false,
"id": "5_fjidyc0he7"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "A916_PEq0he7",
"outputId": "ba7791ed-f844-4f4e-abef-83894f28e43e"
},
"outputs": [
{
"data": {
"text/plain": " B_mean G_mean R_mean\n8 65.521761 198.514757 231.881191\n71 65.547772 198.171040 231.661386\n72 65.242896 198.172226 231.620707\n73 65.381530 198.276306 231.582570\n74 65.496784 198.147947 231.660069",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>B_mean</th>\n <th>G_mean</th>\n <th>R_mean</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>8</th>\n <td>65.521761</td>\n <td>198.514757</td>\n <td>231.881191</td>\n </tr>\n <tr>\n <th>71</th>\n <td>65.547772</td>\n <td>198.171040</td>\n <td>231.661386</td>\n </tr>\n <tr>\n <th>72</th>\n <td>65.242896</td>\n <td>198.172226</td>\n <td>231.620707</td>\n </tr>\n <tr>\n <th>73</th>\n <td>65.381530</td>\n <td>198.276306</td>\n <td>231.582570</td>\n </tr>\n <tr>\n <th>74</th>\n <td>65.496784</td>\n <td>198.147947</td>\n <td>231.660069</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"filtered_contours = []\n",
"df_mean_color = pd.DataFrame()\n",
"for idx, contour in enumerate(contours):\n",
" area = int(cv2.contourArea(contour))\n",
"\n",
" # if area is higher than 3000:\n",
" if area > 3000:\n",
" filtered_contours.append(contour)\n",
" # get mean color of contour:\n",
" masked = np.zeros_like(image[:, :, 0]) # This mask is used to get the mean color of the specific bead (contour), for kmeans\n",
" cv2.drawContours(masked, [contour], 0, 255, -1)\n",
"\n",
" B_mean, G_mean, R_mean, _ = cv2.mean(image, mask=masked)\n",
" df = pd.DataFrame({'B_mean': B_mean, 'G_mean': G_mean, 'R_mean': R_mean}, index=[idx])\n",
" df_mean_color = pd.concat([df_mean_color, df])\n",
"\n",
"df_mean_color.head()"
]
},
{
"cell_type": "markdown",
"source": [
"####<font color=40534C>**Display filtered contours**</font>"
],
"metadata": {
"collapsed": false,
"id": "wdCUfCfg0he8"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "djc2cJDT0he8",
"outputId": "ad8c0d9b-debe-4da0-a833-6e8581c3dcc1"
},
"outputs": [
{
"data": {
"text/plain": "True"
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"contours_img_after_filtering = mask.copy()\n",
"contours_img_after_filtering = cv2.cvtColor(contours_img_after_filtering, cv2.COLOR_GRAY2BGR)\n",
"cv2.drawContours(contours_img_after_filtering, tuple(filtered_contours), -1, (0, 255, 0), 3)\n",
"\n",
"plt.imshow(contours_img_after_filtering)\n",
"plt.axis('off')\n",
"\n",
"cv2.imwrite('contours.png', cv2.hconcat([contours_img_before_filtering, contours_img_after_filtering]))"
]
},
{
"cell_type": "markdown",
"source": [
"##<font color=40534C>**K-means clustering**</font>\n"
],
"metadata": {
"collapsed": false,
"id": "xeaug0EE0he8"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "0jeIOsuB0he8"
},
"outputs": [],
"source": [
"km = KMeans( n_clusters=6)\n",
"df_mean_color['label'] = km.fit_predict(df_mean_color)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "g-zpHj5N0he8"
},
"outputs": [],
"source": [
"def draw_segmented_objects(image, contours, label_cnt_idx, bubbles_count):\n",
" mask = np.zeros_like(image[:, :, 0])\n",
" cv2.drawContours(mask, [contours[i] for i in label_cnt_idx], -1, (255), -1)\n",
" masked_image = cv2.bitwise_and(image, image, mask=mask)\n",
" masked_image = cv2.putText(masked_image, f'{bubbles_count} bubbles', (200, 1200), cv2.FONT_HERSHEY_SIMPLEX,\n",
" fontScale = 3, color = (255, 255, 255), thickness = 10, lineType = cv2.LINE_AA)\n",
" return masked_image"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "uzEmrgNI0he9",
"outputId": "041fbe9c-a683-4021-d074-ed024dee6bf9"
},
"outputs": [
{
"data": {
"text/plain": "True"
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = image.copy()\n",
"for label, df_grouped in df_mean_color.groupby('label'):\n",
" bubbles_amount = len(df_grouped)\n",
" masked_image = draw_segmented_objects(image, contours, df_grouped.index, bubbles_amount)\n",
" img = cv2.hconcat([img, masked_image])\n",
"\n",
"cv2.imwrite('color_segmentation.png', img)\n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB) )\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"source": [
"# <font color=40534C size=\"6.5\">**The End!**</font>\n",
"<font color=40534C>For more content of mine, please visit [Here](https://medium.com/@lihigurarie)</font>"
],
"metadata": {
"id": "yWgoIi94MmBd"
}
},
{
"cell_type": "markdown",
"source": [
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)"
],
"metadata": {
"id": "PSBtANe2MpuK"
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.13"
},
"colab": {
"provenance": [],
"toc_visible": true,
"include_colab_link": true
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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