{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#
استخراج تعاملی پیش‌زمینه با استفاده از الگوریتم GrabCut
\n", "\n", "
\n", "این الگوریتم توسط محققان Microsoft Research در کمبریج انگلستان توسعه داده شده است.\n", "
\n", "این گروه در مقاله‌ی\n", "
\n", "\n", "[\"GrabCut\": interactive foreground extraction using iterated graph cuts](https://dl.acm.org/citation.cfm?id=1015720_)\n", "\n", "
\n", "روشی برای جداکردن تصویر پیش‌زمینه یا شئ از تصویر پس‌زمینه را با حداقل دخالت کاربر ارائه دادند.\n", "
\n", "در واقع میتوان گفت این یک الگوریتم سگمنت کردن تعاملی است.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
در ابتدا باید ناحیه ای که تصویر در آن وجود دارد را با یک مستطیل مشخص کنید!
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "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": [ "import numpy as np\n", "import cv2\n", "from matplotlib import pyplot as plt\n", "\n", "img = cv2.imread('images/akhavan.jpg')\n", "rect = (21,50,460,600)\n", "cv2.rectangle(img, (rect[0], rect[1]), (rect[2], rect[3]), (0,255,0), 2)\n", "plt.imshow(img[...,::-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
این ناحیه را به صورت یک ماسک باینری به الگوریتم می‌دهیم...
" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import cv2\n", "from matplotlib import pyplot as plt\n", "\n", "img = cv2.imread('images/akhavan.jpg')\n", "mask = np.zeros(img.shape[:2],np.uint8)\n", "bgdModel = np.zeros((1,65),np.float64)\n", "fgdModel = np.zeros((1,65),np.float64)\n", "rect = (21,50,460,600)\n", "cv2.grabCut(img,mask,rect,bgdModel,fgdModel,5,cv2.GC_INIT_WITH_RECT)\n", "mask2 = np.where((mask==2)|(mask==0),0,1).astype('uint8')\n", "result = img*mask2[:,:,np.newaxis]\n", "\n", "\n", "plt.figure(figsize=[10,5])\n", "plt.subplot(121);plt.imshow(img[...,::-1]);plt.title(\"image\");\n", "plt.subplot(122);plt.imshow(result[...,::-1]);plt.title(\"result\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
نتیجه قابل قبول است! اما عالی نیست! بیایید نگاهی به ماسک و معانی اعداد خروجی بیندازیم!
" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(mask),plt.colorbar(),plt.show();" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 2, 3], dtype=uint8)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
در ماسک بالا 3 عدد مشاهده میگردد که معانی زیر را می‌دهند:
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`cv2.GC_BGD` or `0` defines an **obvious background** pixels.\n", "\n", "`cv2.GC_FGD` or `1` defines an **obvious foreground (object)** pixel.\n", "\n", "`cv2.GC_PR_BGD` or `2` defines a **possible background** pixel.\n", "\n", "`cv2.GC_PR_FGD` or `3` defines a **possible foreground** pixel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
تعامل بیشتر کاربر
\n", "\n", "
با تعامل بیشتر نواحی قطعا پس‌زمینه یا نواحی قطعا پیش‌زمینه را مشخص میکنیم و الگوریتم را مجدد اجرا می‌کنیم:
" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cv2.line(mask, (0,610), (600,550), cv2.GC_BGD, 15)\n", "cv2.line(mask, (200,610), (400,610), cv2.GC_BGD, 15)\n", "cv2.line(mask, (150,350), (400,210), cv2.GC_FGD, 15)\n", "plt.imshow(mask),plt.colorbar(),plt.show();" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import cv2\n", "from matplotlib import pyplot as plt\n", "\n", "img = cv2.imread('images/akhavan.jpg')\n", "bgdmodel = np.zeros((1, 65), np.float64)\n", "fgdmodel = np.zeros((1, 65), np.float64)\n", "cv2.grabCut(img,mask,None,bgdModel,fgdModel,5,cv2.GC_INIT_WITH_MASK)\n", "\n", "mask2 = np.where((mask==cv2.GC_PR_BGD)|(mask==cv2.GC_BGD),0,1).astype('uint8')\n", "result = img*mask2[:,:,np.newaxis]\n", "\n", "plt.figure(figsize=[10,5])\n", "plt.subplot(121);plt.imshow(img[...,::-1]);plt.title(\"image\");\n", "plt.subplot(122);plt.imshow(result[...,::-1]);plt.title(\"result\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
برنامه کاربردی حذف پس‌زمینه!
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
در این برنامه تعاملی، ابتدا باید ناحیه ای شئ در آن حضور دارد را با کلیک‌راست و رسم مستطیلی مشخص کنید.\n", "
\n", "سپس با زدن کلیدهای 0 و 1 به ترتیب برای نواحی که مطمئن هستیم پس‌زمینه(شئ) و پیش‌زمینه(background) هستند و رسم نواحی با کلیک چپ به الگوریتم در نواحی‌ای که احتمال میدهیم اشتباه کند کمک کنیم!\n", "
\n", "در هر لحظه برای مشاهده‌ی خروجی و اعمال الگوریتم کلید n را از روی کیبورد بفشارید.
" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import cv2\n", "import matplotlib.pyplot as plt\n", "\n", "draw_rectangle = False\n", "drawing = False\n", "rect_or_mask = -1\n", "rect_is_drawed = False\n", "\n", "def onmouse(event, x, y, flags, param):\n", " # Draw Rectangle\n", " global draw_rectangle, start_point, rect, drawing, rect_or_mask, draw_image, rect_is_drawed\n", " if event == cv2.EVENT_RBUTTONDOWN:\n", " draw_rectangle = True\n", " start_point = (x, y)\n", "\n", " elif event == cv2.EVENT_MOUSEMOVE:\n", " if draw_rectangle:\n", " draw_image = image.copy()\n", " cv2.rectangle(draw_image, start_point, (x, y), (255,0,0), 2)\n", "\n", " elif event == cv2.EVENT_RBUTTONUP:\n", " draw_rectangle = False\n", " cv2.rectangle(draw_image, start_point, (x, y), (255,0,0), 2)\n", " rect = (min(start_point[0], x), min(start_point[1], y), abs(start_point[0] - x), abs(start_point[1] - y))\n", " rect_is_drawed = True\n", " rect_or_mask = 0\n", " # draw touchup curves\n", " if event == cv2.EVENT_LBUTTONDOWN:\n", " if not rect_is_drawed:\n", " print(\"first draw rectangle \\n\")\n", " else:\n", " drawing = True\n", " cv2.circle(draw_image, (x,y), 3, value['color'], -1)\n", " cv2.circle(mask, (x,y), 3, value['val'], -1)\n", "\n", " elif event == cv2.EVENT_MOUSEMOVE:\n", " if drawing == True:\n", " cv2.circle(draw_image, (x, y), 3, value['color'], -1)\n", " cv2.circle(mask, (x, y), 3, value['val'], -1)\n", "\n", " elif event == cv2.EVENT_LBUTTONUP:\n", " if drawing == True:\n", " drawing = False\n", "\n", "image = cv2.imread('images/akhavan.jpg')\n", "draw_image = image.copy() # a copy of original image\n", "mask = np.zeros(image.shape[:2], dtype = np.uint8) # mask initialized to PR_BG\n", "output = np.zeros(image.shape, np.uint8) # output image to be shown\n", "\n", "# input and output windows\n", "cv2.namedWindow('output')\n", "cv2.namedWindow('input')\n", "cv2.setMouseCallback('input', onmouse)\n", "\n", "DRAW_BG = {'color' : (0,0,0), 'val' : 0}\n", "DRAW_FG = {'color' : (255,255,255), 'val' : 1}\n", "\n", "while True:\n", "\n", " cv2.imshow('output', output)\n", " cv2.imshow('input', draw_image)\n", " k = cv2.waitKey(1)\n", " # key bindings\n", " if k == 27: # esc to exit\n", " break\n", " elif k == ord('0'): # BG drawing\n", " value = DRAW_BG\n", " elif k == ord('1'): # FG drawing\n", " value = DRAW_FG\n", " elif k == ord('n'): # segment the image\n", " bgdmodel = np.zeros((1, 65), np.float64)\n", " fgdmodel = np.zeros((1, 65), np.float64)\n", " if rect_or_mask == 0: # grabcut with rect\n", " cv2.grabCut(image, mask, rect, bgdmodel, fgdmodel, 1, cv2.GC_INIT_WITH_RECT)\n", " rect_or_mask = 1\n", " elif rect_or_mask == 1: # grabcut with mask\n", " cv2.grabCut(image, mask, rect, bgdmodel, fgdmodel, 1, cv2.GC_INIT_WITH_MASK)\n", "\n", "\n", " mask2 = np.where((mask==1) + (mask==3), 255, 0).astype('uint8')\n", " output = cv2.bitwise_and(image, image, mask=mask2)\n", "\n", "cv2.destroyAllWindows()\n", "cv2.imwrite('grabcut_output.png', output)\n", "\n", "plt.figure(figsize=[15,5])\n", "plt.subplot(121);plt.imshow(mask2, cmap='gray');plt.title(\"mask\");\n", "plt.subplot(122);plt.imshow(output[...,::-1]);plt.title(\"Output\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
کد بالا برگرفته از آدرس زیر از مخزن کد رسمی Opencv است، برای مشاهده ی نسخه ی کامل کد و به صورت شئ گرا به آدرس زیر مراجعه کنید:\n", "
\n", " \n", "[Opencv github for grabcut](https://github.com/opencv/opencv/blob/master/samples/python/grabcut.py)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://docs.opencv.org/4.x/d8/d83/tutorial_py_grabcut.html" ] } ], "metadata": { "anaconda-cloud": {}, "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 }