{"id":15733,"date":"2024-01-16T06:53:20","date_gmt":"2024-01-16T03:23:20","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-opencv\/"},"modified":"2024-01-16T06:53:20","modified_gmt":"2024-01-16T03:23:20","slug":"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-opencv","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-opencv\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 OpenCV"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-opencv\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-opencv\/#opencv\" >OpenCV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-opencv\/#%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%da%86%d9%87%d8%b1%d9%87_%d8%af%d8%b1_%d8%aa%d8%b5%d9%88%db%8c%d8%b1_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_opencv\" >\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-opencv\/#%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%da%86%d9%87%d8%b1%d9%87_%d8%af%d8%b1_%d8%b2%d9%85%d8%a7%d9%86_%d9%88%d8%a7%d9%82%d8%b9%db%8c_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_%d9%88%d8%a8_%da%a9%d9%85\" >\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0628 \u06a9\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-opencv\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u06cc\u06a9 \u0645\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0631\u0627\u06cc\u062c \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a.  \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u0633\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u062d\u0636\u0648\u0631 \u062f\u0631 \u0645\u062f\u0631\u0633\u0647 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0642\u0627\u0646\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0645\u062c\u0648\u0632 \u0628\u06cc\u0648\u0645\u062a\u0631\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<h2 id=\"opencv\"><span class=\"ez-toc-section\" id=\"opencv\"><\/span>OpenCV<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>OpenCV \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a.  \u0628\u0647 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc C \u0648 C++ \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062c\u0627\u0648\u0627 \u0648 \u0645\u062a\u0644\u0628\u060c \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u06cc\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0633\u0631\u06cc\u0639\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0648\u062c\u0648\u062f \u0646\u06cc\u0633\u062a\u060c \u06a9\u0627\u0631 \u0628\u0627 \u0622\u0646 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a \u0648 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u062f\u0647\u0627\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631 \u0628\u0646\u0648\u06cc\u0633\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f OpenCV \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install opencv-contrib-python<\/span>\n<\/code><\/pre>\n<p>\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f <code>opencv-python<\/code> \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc OpenCV.  \u0627\u06cc\u0646 <code>opencv-contrib-python<\/code> \u0634\u0627\u0645\u0644 \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 <em>\u0645\u0634\u0627\u0631\u06a9\u062a<\/em> \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<h2 id=\"detectingfacesinanimageusingopencv\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%da%86%d9%87%d8%b1%d9%87_%d8%af%d8%b1_%d8%aa%d8%b5%d9%88%db%8c%d8%b1_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_opencv\"><\/span>\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u0646\u0635\u0628 OpenCV\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 import \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 <code>cv2<\/code> \u062f\u0631 \u06a9\u062f \u0645\u0627<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631\u060c \u0627\u0632 <code>imread()<\/code> \u062a\u0627\u0628\u0639\u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0645\u0633\u06cc\u0631 \u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 process.  \u0627\u06cc\u0646 <code>imread()<\/code> \u062a\u0627\u0628\u0639 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062f\u0631 \u06cc\u06a9 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f <code>ndarray<\/code>.  \u0627\u06af\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u0646\u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u06af\u0645 \u0634\u062f\u0647 \u06cc\u0627 \u0641\u0631\u0645\u062a \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0646\u0634\u062f\u0647\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u062f. <code>None<\/code>.<\/p>\n<p>\u0645\u0627 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/mksaad\/wider-face-a-face-detection-benchmark\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Kaggle<\/a>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n\npath_to_image = <span class=\"hljs-string\">'Parade_12.jpg'<\/span>\noriginal_image = cv2.imread(path_to_image)\n<\/code><\/pre>\n<p>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0645\u0644 RGB \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0636\u0631\u0648\u0631\u06cc \u0646\u06cc\u0633\u062a.  \u0631\u0646\u06af \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc \u0631\u0628\u0637 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062d\u0630\u0641 \u0622\u0646 \u0648 \u06a9\u0627\u0631 \u0628\u0627 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0633\u062a.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Viola-Jones \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u06a9\u0627\u067e\u0648\u062a \u0628\u0627 OpenCV \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062a\u0641\u0627\u0648\u062a \u062f\u0631 \u0634\u062f\u062a \u0646\u0627\u062d\u06cc\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0646\u06af\u06cc\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc \u0634\u062f\u0647 \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 BGR \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0647\u0646\u06af\u0627\u0645 \u062a\u063a\u06cc\u06cc\u0631 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc\u060c \u0628\u0627\u06cc\u062f \u0627\u0632 <code>cv2.COLOR_BGR2GRAY<\/code> \u067e\u0631\u0686\u0645:<\/p>\n<pre><code class=\"hljs\">image = cv2.cvtColor(original_image, cv2.COLOR_BGR2GRAY)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0633\u062a \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f <code>imread()<\/code>\u060c \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 <code>cv2.IMREAD_GRAYSCALE<\/code> \u067e\u0631\u0686\u0645:<\/p>\n<pre><code class=\"hljs\">original_image = cv2.imread(path_to_image, cv2.IMREAD_GRAYSCALE)\n<\/code><\/pre>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 OpenCV \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0686\u06cc\u0632\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u0686\u0647\u0631\u0647\u200c\u0647\u0627\u060c \u0686\u0634\u0645\u200c\u0647\u0627\u060c \u0644\u0628\u062e\u0646\u062f\u0647\u0627\u060c \u0628\u0627\u0644\u0627\u062a\u0646\u0647 \u0648 \u063a\u06cc\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Haar-like_feature\"><em>\u0647\u0627\u0631<\/em><\/a>  \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u06cc\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0628\u0647 \u0635\u0648\u0631\u062a XML \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0628\u0633\u062a\u0647 \u0628\u0647 \u0622\u0646 \u0631\u0648\u06cc \u0631\u0648\u0634 \u0646\u0635\u0628 OpenCV \u0631\u0627 \u0627\u063a\u0644\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0622\u0646 \u06cc\u0627\u0641\u062a <code>Lib\\site-packages\\cv2\\data<\/code>.  \u0622\u0646\u0647\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/opencv\/opencv\/tree\/master\/data\/haarcascades\">\u0645\u062e\u0632\u0646 OpenCV GitHub<\/a>.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06a9\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>cv2.data.haarcascades<\/code> \u0648 \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 XML \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u0645\u0633\u06cc\u0631 \u0641\u0627\u06cc\u0644 \u0628\u0647 \u0622\u0646\u060c \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc Haar \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645 <code>CascadeClassifier()<\/code> \u0633\u0627\u0632\u0646\u062f\u0647\u060c \u06a9\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + <span class=\"hljs-string\">\"haarcascade_frontalface_default.xml\"<\/span>)\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>face_cascade<\/code> \u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">detected_faces = face_cascade.detectMultiScale(image=image, scaleFactor=<span class=\"hljs-number\">1.3<\/span>, minNeighbors=<span class=\"hljs-number\">4<\/span>)\n<\/code><\/pre>\n<p>\u0648\u0642\u062a\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u0639\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u0628\u06cc\u0646\u0646\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0686\u0647\u0631\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u06cc\u0627 \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u0627\u0632 \u062d\u062f \u0627\u0646\u062a\u0638\u0627\u0631\u0634\u0627\u0646 \u0647\u0633\u062a\u0646\u062f \u0627\u0632 \u062f\u0633\u062a \u0628\u062f\u0647\u0646\u062f.  \u0628\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0627\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0627\u0645\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 \u0686\u0647\u0631\u0647 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0647 \u06cc\u06a9 \u0627\u0646\u062f\u0627\u0632\u0647 &#8220;\u0642\u0627\u0628\u0644 \u062a\u0634\u062e\u06cc\u0635&#8221; \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u062f.  \u0627\u06cc\u0646 <code>scaleFactor<\/code> \u0628\u0647 OpenCV \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u062f\u0627\u0646\u062f \u06a9\u0647 \u0686\u0642\u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627\u060c <code>1.3<\/code> \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0628\u0627\u0634\u062f <code>30%<\/code> \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0686\u0647\u0631\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647\u062a\u0631 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0628\u0631\u0627\u06cc <code>minNeighbors<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u062a\u0639\u062f\u0627\u062f \u0645\u062b\u0628\u062a \u06a9\u0627\u0630\u0628 \u0648 \u0645\u0646\u0641\u06cc \u06a9\u0627\u0630\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u062d\u062f\u0627\u0642\u0644 \u062a\u0639\u062f\u0627\u062f \u0645\u0633\u062a\u0637\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u062b\u0628\u062a (\u062a\u0634\u062e\u06cc\u0635 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0635\u0648\u0631\u062a) \u0631\u0627 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0645\u062c\u0627\u0648\u0631\u062a \u06cc\u06a9 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0645\u062b\u0628\u062a \u0628\u0627\u0634\u0646\u062f\u060c \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u062b\u0628\u062a \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f.  \u0627\u06af\u0631 <code>minNeighbors<\/code> \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a <code>0<\/code>\u060c \u06a9\u0648\u0686\u06a9\u062a\u0631\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0686\u0647\u0631\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0686\u0647\u0631\u0647 \u0642\u0637\u0639\u06cc \u0634\u0645\u0631\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062d\u062a\u06cc \u0627\u06af\u0631 \u0647\u06cc\u0686 \u0648\u06cc\u0698\u06af\u06cc \u0635\u0648\u0631\u062a \u062f\u06cc\u06af\u0631\u06cc \u062f\u0631 \u0646\u0632\u062f\u06cc\u06a9\u06cc \u0622\u0646 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0646\u0634\u0648\u062f.<\/p>\n<p>\u0647\u0631 \u062f\u0648 <code>scaleFactor<\/code> \u0648 <code>minNeighbors<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u062f\u0644\u062e\u0648\u0627\u0647 \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u062c\u0631\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0645\u0627 \u0627\u0631\u0632\u0634\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u0645\u0627 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0631\u062f\u0646\u062f\u060c \u0648 \u0647\u06cc\u0686 \u0645\u062b\u0628\u062a \u06a9\u0627\u0630\u0628\u06cc \u0646\u062f\u0627\u0634\u062a\u0646\u062f\u060c \u0628\u0627 \u0645\u0628\u0627\u062f\u0644\u0647 \u0645\u0646\u0641\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0627\u0630\u0628 \u0628\u06cc\u0634\u062a\u0631 (\u0686\u0647\u0631\u0647\u200c\u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0634\u062f\u0647).<\/p>\n<p>\u0627\u06cc\u0646 <code>detectMultiScale()<\/code> \u0645\u062a\u062f \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627\u06cc \u062a\u0645\u0627\u0645 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 (\u0686\u0647\u0631\u0647 \u0647\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0648\u0644 \u0645\u0627) \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0647\u0631 \u0639\u0646\u0635\u0631 \u062f\u0631 \u0644\u06cc\u0633\u062a \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u06cc\u06a9 \u0686\u0647\u0631\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0644\u06cc\u0633\u062a \u0634\u0627\u0645\u0644 \u062a\u0627\u067e\u0644 \u0647\u0627 \u0627\u0633\u062a\u060c <code>(x, y, w, h)<\/code>\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 <code>x, y<\/code> \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062e\u062a\u0635\u0627\u062a \u0628\u0627\u0644\u0627\u06cc \u0633\u0645\u062a \u0686\u067e \u0645\u0633\u062a\u0637\u06cc\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 the <code>w, h<\/code> \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0639\u0631\u0636 \u0648 \u0627\u0631\u062a\u0641\u0627\u0639 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0644\u06cc\u0633\u062a \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627\u06cc \u0628\u0631\u06af\u0634\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>cv2.rectangle()<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0635\u0648\u0631\u062a \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0628\u0647 \u062e\u0627\u0637\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0631\u0646\u06af \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 RGB \u06cc\u06a9 \u062a\u0627\u06cc\u06cc \u0628\u0627\u0634\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> (x, y, width, height) <span class=\"hljs-keyword\">in<\/span> detected_faces:\n    cv2.rectangle(\n        image,\n        (x, y),\n        (x + width, y + height),\n        color,\n        thickness=<span class=\"hljs-number\">2<\/span>\n    )\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0647\u0645\u0647 \u0627\u06cc\u0646\u0647\u0627 \u0631\u0627 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0628\u06af\u0630\u0627\u0631\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">draw_found_faces<\/span>(<span class=\"hljs-params\">detected, image, color: <span class=\"hljs-built_in\">tuple<\/span><\/span>):<\/span>\n    <span class=\"hljs-keyword\">for<\/span> (x, y, width, height) <span class=\"hljs-keyword\">in<\/span> detected:\n        cv2.rectangle(\n            image,\n            (x, y),\n            (x + width, y + height),\n            color,\n            thickness=<span class=\"hljs-number\">2<\/span>\n        )\n\npath_to_image = <span class=\"hljs-string\">'Parade_12.jpg'<\/span>\noriginal_image = cv2.imread(path_to_image)\n\n<span class=\"hljs-keyword\">if<\/span> original_image <span class=\"hljs-keyword\">is<\/span> <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-literal\">None<\/span>:\n    \n    image = cv2.cvtColor(original_image, cv2.COLOR_BGR2GRAY)\n\n    \n    face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + <span class=\"hljs-string\">\"haarcascade_frontalface_default.xml\"<\/span>)\n    profile_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + <span class=\"hljs-string\">\"haarcascade_profileface.xml\"<\/span>)\n    \n    \n    detected_faces = face_cascade.detectMultiScale(image=image, scaleFactor=<span class=\"hljs-number\">1.3<\/span>, minNeighbors=<span class=\"hljs-number\">4<\/span>)\n    detected_profiles = profile_cascade.detectMultiScale(image=image, scaleFactor=<span class=\"hljs-number\">1.3<\/span>, minNeighbors=<span class=\"hljs-number\">4<\/span>)\n\n    \n    profiles_not_faces = (x <span class=\"hljs-keyword\">for<\/span> x <span class=\"hljs-keyword\">in<\/span> detected_profiles <span class=\"hljs-keyword\">if<\/span> x <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> detected_faces)\n\n    \n    draw_found_faces(detected_faces, original_image, (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">0<\/span>)) \n    draw_found_faces(detected_profiles, original_image, (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>)) \n\n    \n    cv2.imshow(<span class=\"hljs-string\">f'Detected Faces in <span class=\"hljs-subst\">{path_to_image}<\/span>'<\/span>, original_image)\n    \n    cv2.waitKey(<span class=\"hljs-number\">0<\/span>) \n    cv2.destroyAllWindows()\n<span class=\"hljs-keyword\">else<\/span>:\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'En error occurred while trying to load <span class=\"hljs-subst\">{path_to_image}<\/span>'<\/span>)\n<\/code><\/pre>\n<p>\u0645\u0627 \u0627\u0632 \u062f\u0648 \u0645\u062f\u0644 \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631.  \u0645\u062f\u0644 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u200c\u0647\u0627\u06cc \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648 \u0648 \u0645\u062f\u0644\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u0647\u062a\u0631 \u0686\u0647\u0631\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0631\u0641\u06cc\u0646 \u0646\u06af\u0627\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0686\u0647\u0631\u0647 \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0628\u0627 <code>frontalface<\/code> \u0645\u062f\u0644 \u0628\u0627 \u0631\u0646\u06af \u0633\u0628\u0632 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0648 \u0686\u0647\u0631\u0647 \u0647\u0627 \u0628\u0627 \u0639\u0644\u0627\u0645\u062a \u0645\u0634\u062e\u0635 \u0645\u06cc \u0634\u0648\u0646\u062f <code>profileface<\/code> \u0645\u062f\u0644 \u0628\u0627 \u0642\u0631\u0645\u0632 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0628\u06cc\u0634\u062a\u0631 \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0648\u0644 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f \u062a\u0648\u0633\u0637 \u062f\u0648\u0645\u06cc \u0646\u06cc\u0632 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u0634\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0641\u0642\u0637 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627\u06cc \u0642\u0631\u0645\u0632 \u0631\u0627 \u062f\u0631 \u062c\u0627\u06cc\u06cc \u06a9\u0647 <code>profileface<\/code> \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0627\u0645\u0627 <code>frontalface<\/code> \u0646\u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">profiles_not_faces = (x <span class=\"hljs-keyword\">for<\/span> x <span class=\"hljs-keyword\">in<\/span> detected_profiles <span class=\"hljs-keyword\">if<\/span> x <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> detected_faces)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 <code>imshow()<\/code> \u0631\u0648\u0634 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u067e\u0646\u062c\u0631\u0647 \u0627\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645\u060c \u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/facial-detection-in-python-with-opencv-1.png\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0627\u0632 \u062c\u0644\u0648 \u0648 \u0646\u0645\u0627\u06cc\u0647\" title=\"\"><\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc <code>scaleFactor<\/code> \u0648 <code>minNeighbors<\/code> \u0646\u062a\u0627\u06cc\u062c \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0628\u0647 \u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>scaleFactor = 1.1<\/code> \u0648 <code>minNeighbors = 4<\/code> \u0628\u0627 \u0647\u0631 \u062f\u0648 \u0645\u062f\u0644\u060c \u0645\u0648\u0627\u0631\u062f \u0645\u062b\u0628\u062a \u06a9\u0627\u0630\u0628 \u0648 \u0645\u062b\u0628\u062a \u0648\u0627\u0642\u0639\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0647 \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/facial-detection-in-python-with-opencv-4.png\" alt=\"\u0636\u0631\u06cc\u0628 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\" title=\"\"><\/p>\n<p>\u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06a9\u0627\u0645\u0644 \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af\u060c \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u062f \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0627\u0632 \u06cc\u06a9 \u0648\u0628 \u06a9\u0645\u060c \u0628\u06cc\u0634\u062a\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0627\u0633\u062a.<\/p>\n<h2 id=\"realtimefacedetectionusingawebcam\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%da%86%d9%87%d8%b1%d9%87_%d8%af%d8%b1_%d8%b2%d9%85%d8%a7%d9%86_%d9%88%d8%a7%d9%82%d8%b9%db%8c_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_%d9%88%d8%a8_%da%a9%d9%85\"><\/span>\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0628 \u06a9\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f.  \u0628\u0627 \u0628\u0647\u0631\u0647 \u0648\u0631\u06cc \u0627\u0632 <em>\u0648\u06cc\u0648\u0644\u0627 \u062c\u0648\u0646\u0632<\/em> \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u0645\u0631\u0627\u062d\u0644\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0631\u062f\u0627\u0631\u06cc\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0645\u062b\u0627\u0644 \u0642\u0628\u0644\u06cc \u062a\u0646\u0647\u0627 \u0628\u0627 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f &#8211; \u0645\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0631\u0648\u06cc \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u062c\u0631\u06cc\u0627\u0646<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u062c\u0631\u06cc\u0627\u0646 \u0648\u06cc\u062f\u0626\u0648\u060c \u0627\u0632 <code>cv2.VideoCapture<\/code> \u06a9\u0644\u0627\u0633  \u0633\u0627\u0632\u0646\u062f\u0647 \u0627\u06cc\u0646 \u06a9\u0644\u0627\u0633 \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0639\u062f\u062f \u0635\u062d\u06cc\u062d \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0648\u06cc\u062f\u0626\u0648 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u062f\u0631 \u0627\u06a9\u062b\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u060c \u0648\u0628 \u06a9\u0645 \u0628\u0627 \u0639\u0628\u0648\u0631 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a <code>0<\/code>\u060c \u0648\u0644\u06cc \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u062c\u0631\u06cc\u0627\u0646 \u0648\u06cc\u062f\u0626\u0648 \u0647\u0633\u062a\u0646\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0644\u0627\u0632\u0645 \u0628\u0627\u0634\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0627\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0631\u0627 \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u062e\u0648\u0627\u0646\u06cc\u0645.  \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 <code>read()<\/code> \u062a\u0627\u0628\u0639\u060c \u06a9\u0647 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u062f <code>retval<\/code> \u0648 <code>image<\/code>.  \u0627\u06cc\u0646 <code>image<\/code> \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0641\u0631\u06cc\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 <code>retval<\/code> \u0645\u0642\u062f\u0627\u0631 \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06cc\u0627 \u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062e\u0648\u0627\u0647\u062f \u0634\u062f <code>False<\/code> \u0627\u06af\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0646\u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062a\u0645\u0627\u06cc\u0644 \u062f\u0627\u0631\u062f \u0628\u0627 \u062c\u0631\u06cc\u0627\u0646\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0648\u06cc\u062f\u06cc\u0648 \u0633\u0627\u0632\u06af\u0627\u0631 \u0646\u0628\u0627\u0634\u062f (\u0645\u062b\u0644\u0627\u064b \u062a\u0634\u062e\u06cc\u0635 \u0646\u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0648\u0628\u06a9\u0645 \u0642\u0637\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a)\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u067e\u06cc\u0634 \u0628\u0631\u0648\u06cc\u0645 \u0648 \u06a9\u062f \u0642\u0628\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0648\u06cc\u062f\u0626\u0648 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">draw_found_faces<\/span>(<span class=\"hljs-params\">detected, image, color: <span class=\"hljs-built_in\">tuple<\/span><\/span>):<\/span>\n    <span class=\"hljs-keyword\">for<\/span> (x, y, width, height) <span class=\"hljs-keyword\">in<\/span> detected:\n        cv2.rectangle(\n            image,\n            (x, y),\n            (x + width, y + height),\n            color,\n            thickness=<span class=\"hljs-number\">2<\/span>\n        )\n\n\nvideo_capture = cv2.VideoCapture(<span class=\"hljs-number\">0<\/span>)\n\n\nface_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + <span class=\"hljs-string\">\"haarcascade_frontalface_default.xml\"<\/span>)\neye_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + <span class=\"hljs-string\">\"haarcascade_eye_tree_eyeglasses.xml\"<\/span>)\n\n<span class=\"hljs-keyword\">while<\/span> <span class=\"hljs-literal\">True<\/span>:\n    \n    _, frame = video_capture.read()\n    \n    grayscale_image = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n    \n    \n    detected_faces = face_cascade.detectMultiScale(image=grayscale_image, scaleFactor=<span class=\"hljs-number\">1.3<\/span>, minNeighbors=<span class=\"hljs-number\">4<\/span>)\n    detected_eyes = eye_cascade.detectMultiScale(image=grayscale_image, scaleFactor=<span class=\"hljs-number\">1.3<\/span>, minNeighbors=<span class=\"hljs-number\">4<\/span>)\n    draw_found_faces(detected_faces, frame, (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>))\n    draw_found_faces(detected_eyes, frame, (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">0<\/span>))\n\n    \n    cv2.imshow(<span class=\"hljs-string\">'Webcam Face Detection'<\/span>, frame)\n\n    \n    \n    <span class=\"hljs-keyword\">if<\/span> cv2.waitKey(<span class=\"hljs-number\">1<\/span>) == <span class=\"hljs-number\">27<\/span>:\n        <span class=\"hljs-keyword\">break<\/span>\n\n\nvideo_capture.release()\n\n\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0627 \u06cc\u06a9 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 OpenCV \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 OpenCV \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.  \u062a\u0646\u0638\u06cc\u0645 \u062a\u062c\u0631\u0628\u06cc <code>scaleFactor<\/code> \u0648 <code>minNeighbors<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f process \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u062a\u0627\u06cc\u062c \u0628\u0633\u06cc\u0627\u0631 \u062f\u0642\u06cc\u0642\u06cc \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-16 06:53:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;15733&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;1&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;1&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;1\\\/5 (1 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 OpenCV&quot;,&quot;width&quot;:&quot;32.5&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 32.5px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            1\/5 (1 \u0631\u0627\u06cc)    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u06cc\u06a9 \u0645\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0631\u0627\u06cc\u062c \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a. \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u0633\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u062d\u0636\u0648\u0631 \u062f\u0631 \u0645\u062f\u0631\u0633\u0647 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0642\u0627\u0646\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0645\u062c\u0648\u0632 \u0628\u06cc\u0648\u0645\u062a\u0631\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u0627\u0646\u062c\u0627\u0645 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":15734,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15733","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15733","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=15733"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15733\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/15734"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15733"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15733"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15733"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}