{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#
تشخیص Blob
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Blob\n", "گروهی از پیکسل‌های متصل در یک تصویر است که دارای ویژگی‌های مشترکی هستند (مثلاً مقدار مقیاس خاکستری)\n", "
\n", "این روش یک روشی متشکل از چند فاز پشت سر هم به شرح زیر است:\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
اما این الگوریتم چگونه کار میکند؟!
\n", "\n", "

\n", " 1 - آستانه گذاری:\n", "
\n", "ابندا تصویر منبع را با آستانه گذاری در تصویر با آستانه هایی که از minThreshold شروع می شوند، به چندین تصویر باینری تبدیل میگردد.\n", "
\n", "این آستانه ها با thresholdStep تا maxThreshold افزایش می یابند.\n", "
\n", "برای مثال آستانه اول minThreshold، دومی minThreshold + thresholdStep، سومین آستانه minThreshold + 2 x thresholdStep و غیره است.\n", "
\n", " 2 - گروه‌بندی :\n", "
\n", "در هر تصویر باینری، پیکسل های سفید متصل با هم گروه بندی می شوند. که به آنها حباب یا Blob گفته میشود.\n", "
\n", " 3 - ادغام: \n", "
\n", "مراکز حباب‌های به دست آمده در تصاویر باینری محاسبه می‌شوند و حباب‌های نزدیک‌تر از پارامتر مشخص شده ی minDistBetweenBlobs ادغام می‌شوند.\n", "
\n", " 4 - محاسبه مرکز و شعاع:\n", "
\n", "به عنوان نتیجه ی نهایی مراکز و شعاع حباب‌های ادغام شده جدید محاسبه شده و برگردانده می‌شوند.\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Standard imports\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Read image\n", "image = cv2.imread(\"images/blob.jpg\")\n", "\n", "# Setup SimpleBlobDetector parameters.\n", "params = cv2.SimpleBlobDetector_Params()\n", "\n", "\n", "\n", "detector = cv2.SimpleBlobDetector_create(params)\n", "\n", "\n", "# Detect blobs.\n", "keypoints = detector.detect(image)\n", "\n", "# Draw detected blobs as red circles.\n", "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures\n", "# the size of the circle corresponds to the size of blob\n", "\n", "result1 = cv2.drawKeypoints(image, keypoints, np.array([]), (0,0,255))\n", "result2 = cv2.drawKeypoints(image, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n", "\n", "\n", "plt.figure(figsize=[15,15])\n", "plt.subplot(131);plt.imshow(image[...,::-1]);plt.title(\"image\");\n", "plt.subplot(132);plt.imshow(result1[...,::-1]);plt.title(\"result1\");\n", "plt.subplot(133);plt.imshow(result2[...,::-1]);plt.title(\"result1\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
درک خروجی تابع detect
" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "point: (133.01858520507812, 43.01858901977539)\n", "point: 48.077266693115234\n", "point: (187.0471649169922, 112.04715728759766)\n", "point: 63.91517639160156\n", "point: (57.01155471801758, 158.0416259765625)\n", "point: 75.37721252441406\n", "point: (45.0250244140625, 47.0250244140625)\n", "point: 50.042076110839844\n", "point: (167.02386474609375, 194.0207977294922)\n", "point: 57.99103546142578\n" ] } ], "source": [ "for k in keypoints:\n", " print(\"point:\", k.pt)\n", " print(\"point:\", k.size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
فیلتر کردن با مساحت
" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Standard imports\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Read image\n", "image = cv2.imread(\"images/blob_size.jpg\")\n", "\n", "# Setup SimpleBlobDetector parameters.\n", "params = cv2.SimpleBlobDetector_Params()\n", "\n", "# Filter by Area.\n", "params.filterByArea = True\n", "params.minArea = 5000\n", "params.maxArea = 20000\n", "\n", "\n", "detector = cv2.SimpleBlobDetector_create(params)\n", "\n", "\n", "# Detect blobs.\n", "keypoints = detector.detect(image)\n", "\n", "# Draw detected blobs as red circles.\n", "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures\n", "# the size of the circle corresponds to the size of blob\n", "\n", "result = cv2.drawKeypoints(image, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n", "\n", "plt.figure(figsize=[14,8])\n", "plt.imshow(result[...,::-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
فیلتر کردن با میزان دایره بودن
\n", "
Circularity\n", " میزان نزدیک بودن شکل به شکل دایره را مشخص میکند.
" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Standard imports\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Read image\n", "image = cv2.imread(\"images/blob_Circularity.jpg\")\n", "\n", "# Setup SimpleBlobDetector parameters.\n", "params = cv2.SimpleBlobDetector_Params()\n", "\n", "# Filter by Circularity\n", "params.filterByCircularity = True\n", "params.minCircularity = 0.84\n", "\n", "detector = cv2.SimpleBlobDetector_create(params)\n", "\n", "\n", "# Detect blobs.\n", "keypoints = detector.detect(image)\n", "\n", "# Draw detected blobs as red circles.\n", "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures\n", "# the size of the circle corresponds to the size of blob\n", "\n", "result = cv2.drawKeypoints(image, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n", "\n", "plt.imshow(result[...,::-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
فیلتر کردن با میزان محدب بودن اشکال
\n", "
Convexity\n", " میزان محدب بودن را مشخص میکند.
" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Standard imports\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Read image\n", "image = cv2.imread(\"images/blob_convexity.jpg\")\n", "\n", "# Setup SimpleBlobDetector parameters.\n", "params = cv2.SimpleBlobDetector_Params()\n", "\n", "# Filter by Convexity\n", "params.filterByConvexity = True\n", "params.minConvexity = 0.85\n", "\n", "detector = cv2.SimpleBlobDetector_create(params)\n", "\n", "\n", "# Detect blobs.\n", "keypoints = detector.detect(image)\n", "\n", "# Draw detected blobs as red circles.\n", "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures\n", "# the size of the circle corresponds to the size of blob\n", "\n", "result = cv2.drawKeypoints(image, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n", "\n", "plt.imshow(result[...,::-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
فیلتر کردن با Inertia
\n", "
Inertia\n", "به عبارت ساده میزان کشیدگی شکل را مشخص میکند.
" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Standard imports\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Read image\n", "image = cv2.imread(\"images/blob_inertia.jpg\")\n", "\n", "# Setup SimpleBlobDetector parameters.\n", "params = cv2.SimpleBlobDetector_Params()\n", "\n", "# Filter by Inertia\n", "params.filterByInertia = True\n", "params.minInertiaRatio = 0.3\n", "params.maxInertiaRatio = 0.7\n", "\n", "detector = cv2.SimpleBlobDetector_create(params)\n", "\n", "\n", "# Detect blobs.\n", "keypoints = detector.detect(image)\n", "\n", "# Draw detected blobs as red circles.\n", "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures\n", "# the size of the circle corresponds to the size of blob\n", "\n", "result = cv2.drawKeypoints(image, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n", "\n", "plt.imshow(result[...,::-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
فیلتر کردن با حد آستانه
\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Standard imports\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Read image\n", "image = cv2.imread(\"images/blob_Threshold.jpg\")\n", "\n", "# Setup SimpleBlobDetector parameters.\n", "params = cv2.SimpleBlobDetector_Params()\n", "\n", "# Change thresholds\n", "params.maxThreshold = 150\n", "\n", "detector = cv2.SimpleBlobDetector_create(params)\n", "\n", "\n", "# Detect blobs.\n", "keypoints = detector.detect(image)\n", "\n", "# Draw detected blobs as red circles.\n", "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures\n", "# the size of the circle corresponds to the size of blob\n", "\n", "result = cv2.drawKeypoints(image, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n", "\n", "plt.imshow(result[...,::-1])" ] }, { "cell_type": "markdown", "metadata": { "id": "x61j1LVVbMAW" }, "source": [ "https://learnopencv.com/blob-detection-using-opencv-python-c/" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyNfTUli796VwJcWIg+ybXin", "collapsed_sections": [], "name": "13. Line, Circle and Blob Detection.ipynb", "provenance": [] }, "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }