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@Lihi-Gur-Arie
Created December 4, 2022 15:23
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{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Color Segmentation with K-means Clustering"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"By Dr. Lihi Gur Arie"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"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": [
"Input image"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"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": [
"## Extract objects"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"Convert image to gray:"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"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": [
"Apply binary threshold and erode:"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"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": [
"Find contours and display all contours:"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"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": [
"Filter Contours and extract Mean Colors"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"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": [
"Display filtered contours"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"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": [
"## K-means clustering"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"km = KMeans( n_clusters=6)\n",
"df_mean_color['label'] = km.fit_predict(df_mean_color)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"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": 27,
"metadata": {},
"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')"
]
}
],
"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"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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