{"id":14991,"date":"2024-01-07T09:00:26","date_gmt":"2024-01-07T05:30:26","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/"},"modified":"2024-01-07T09:00:26","modified_gmt":"2024-01-07T05:30:26","slug":"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0628\u0627 OpenCv-Python \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0622\u0628\u0634\u0627\u0631 HAAR"},"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-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/#%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-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/#%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%b4%db%8c_%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 \u0634\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/#%da%86%da%af%d9%88%d9%86%d9%87_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_opencv_%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%da%a9%d9%86%db%8c%d9%85%d8%9f\" >\u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/#%d8%b7%d8%a8%d9%82%d9%87_%d8%a8%d9%86%d8%af%db%8c_%da%a9%d9%86%d9%86%d8%af%d9%87_%d9%87%d8%a7%d8%b1-%d8%a2%d8%a8%d8%b4%d8%a7%d8%b1\" >\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u0631-\u0622\u0628\u0634\u0627\u0631<\/a><\/li><\/ul><\/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-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/#%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%a7%d8%b4%db%8c%d8%a7_%d8%af%d8%b1_%db%8c%da%a9_%d9%88%db%8c%d8%af%db%8c%d9%88_%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 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/#%d8%a8%d8%a7%d8%b1%da%af%db%8c%d8%b1%db%8c_%db%8c%da%a9_%d9%88%db%8c%d8%af%db%8c%d9%88_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_opencv\" >\u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/#%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%b4%db%8c_%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_opencv\" >\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \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-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%b4%db%8c-%d8%a8%d8%a7-opencv-python-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%b7%d8%a8%d9%82%d9%87-%d8%a8%d9%86%d8%af%db%8c-%da%a9\/#%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\"> 10<\/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>\u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0627\u0631\u062f <em>\u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648\u06cc\u0698\u0646<\/em>\u060c \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u0647\u0631 \u0686\u0646\u062f <em>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/em>.  \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 OCR \u0631\u0648\u06cc \u0627\u0633\u0646\u0627\u062f\u06cc \u06a9\u0647 \u0628\u0647 \u0631\u0648\u0628\u0627\u062a \u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f &#8220;\u0628\u0628\u06cc\u0646\u0646\u062f&#8221; &#8211; \u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647 \u06cc\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u0648 \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a!<\/p>\n<p>OpenCV \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u060c \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062a\u0642\u0627\u0628\u0644 \u067e\u0644\u062a\u0641\u0631\u0645 \u0627\u0633\u062a \u060c \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06af\u0631\u0627 \u0628\u0647 \u0633\u0645\u062a \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0631\u0627\u06cc\u0627\u0646\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0628\u062f\u0648\u0646 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u062e\u0648\u062f \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 C ++ \u060c Python \u0648 Java \u0628\u0627 \u0622\u0646 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f!<\/p>\n<p>\u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647 \u06cc\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641\/\u0645\u0634\u06a9\u0644\u0627\u062a \u0641\u0631\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0622\u0646 \u0645\u0642\u0627\u0628\u0644\u0647 \u06a9\u0646\u06cc\u062f.  \u06cc\u06a9 \u0628\u0632\u0631\u06af \u0627\u0633\u062a <strong>\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc<\/strong>.<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0628\u0647 <em>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc<\/em> (\u0628\u0631\u0686\u0633\u0628 \u0632\u062f\u0646)\u060c <em>\u062a\u0634\u062e\u06cc\u0635 \u0645\u0648\u0642\u0639\u06cc\u062a<\/em> \u0648 <em>\u062a\u0634\u062e\u06cc\u0635 \u0637\u0631\u062d \u06a9\u0644\u06cc<\/em> (\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062e\u0627\u0645 \u060c \u0645\u0627\u0646\u0646\u062f \u062c\u0639\u0628\u0647 \u0645\u062d\u062f\u0648\u062f) \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0634\u06cc\u0621 \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u060c \u0641\u06cc\u0644\u0645 \u06cc\u0627 \u062c\u0631\u06cc\u0627\u0646.  \u0627\u06cc\u0646\u0647\u0627 \u0633\u0647 \u0648\u0638\u06cc\u0641\u0647 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0645\u0646\u0638\u0631 \u062e\u0648\u062f\u0634\u0627\u0646 \u0645\u0648\u0636\u0648\u0639 \u0628\u0627\u0634\u0646\u062f.<br \/>\u062a\u0634\u062e\u06cc\u0635 \u0637\u0631\u062d \u0646\u06af\u0627\u0631\u06cc \u063a\u06cc\u0631 \u06a9\u0627\u062f\u0645\u06cc \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0622\u0646 \u06af\u0641\u062a\u0647 \u0634\u0648\u062f <em>\u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/em>\u060c \u0627\u06af\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0647\u0631 \u0634\u06cc \u0645\u062c\u0632\u0627 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u060c \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u062d\u062f\u0648\u062f \u0646\u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<blockquote>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0631\u0648\u0634 \u0627\u0646\u062c\u0627\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 OpenCV \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a.  \u0645\u0627 \u0631\u0648\u0634 \u062e\u0648\u0627\u0646\u062f\u0646\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u062f\u0631 \u06cc\u06a9 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f <strong>\u062a\u0635\u0648\u06cc\u0631<\/strong>\u060c <strong>\u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/strong> \u0648 <strong>\u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong>\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 Haar-Cascade \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647.<\/p>\n<\/blockquote>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0646\u0635\u0628 OpenCV \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645!<\/p>\n<h2 id=\"objectdetectionusingopencv\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%b4%db%8c_%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 \u0634\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0642\u0628\u0644\u0627\u064b OpenCV \u0631\u0627 \u0646\u0635\u0628 \u0646\u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f &#8211; \u0646\u0635\u0628 \u062f\u0631\u0627\u06cc\u0648\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a <code>pip<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install opencv-python<\/span>\n<\/code><\/pre>\n<p>\u062e\u0648\u062f\u0634\u0647!  OpenCV \u0648 \u062a\u0645\u0627\u0645 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0646\u0635\u0628 \u062e\u0648\u0627\u0647\u0646\u062f \u0634\u062f.<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0627\u06af\u0631 \u0647\u0646\u06af\u0627\u0645 \u0646\u0635\u0628 \u0628\u0627 \u062e\u0637\u0627 \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u06cc\u062f\u060c \u0646\u0635\u0628 \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f <code>opencv-contrib-python<\/code> \u0628\u062c\u0627\u06cc.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062e\u0648\u062f \u0631\u0627 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645\u060c \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0645\u0627 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u0621 \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 OpenCV \u0627\u0633\u062a.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>face_image.jpg<\/code>\u060c \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 <a target=\"_blank\" rel=\"nofollow noopener noreferrer\" href=\"https:\/\/thispersondoesnotexist.com\/\" class=\"broken_link\"><em>thispersondoesnotexist.com<\/em><\/a>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-opencv-python-using-a-haar-cascade-classifier-1.PNG\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u06cc\u06a9 \u0634\u062e\u0635\" title=\"\"><\/p>\n<p><small>\u0648\u0628 \u0633\u0627\u06cc\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 &#8220;\u0627\u0641\u0631\u0627\u062f \u062e\u06cc\u0627\u0644\u06cc&#8221; \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f <a target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/1912.04958\" rel=\"noopener\">StyleGan<\/a>.<\/small><\/p>\n<p> <code>imread()<\/code> \u0631\u0648\u0634 \u0627\u0632 <code>cv2<\/code> \u0645\u0627\u0698\u0648\u0644 (\u0646\u0645\u0627\u06cc\u0646\u062f\u0647 OpenCV) \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.  \u0633\u067e\u0633 &#8211; \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n\nimage_path = <span class=\"hljs-string\">\"generic-face.webp\"<\/span> \nwindow_name = <span class=\"hljs-string\">f\"Detected Objects in <span class=\"hljs-subst\">{image_path}<\/span>\"<\/span> \noriginal_image = cv2.imread(image_path)  \ncv2.namedWindow(window_name, cv2.WINDOW_KEEPRATIO) \ncv2.imshow(window_name, original_image)  \ncv2.resizeWindow(window_name, (<span class=\"hljs-number\">400<\/span>, <span class=\"hljs-number\">400<\/span>))  \ncv2.waitKey(<span class=\"hljs-number\">0<\/span>)  \ncv2.destroyAllWindows()  \n<\/code><\/pre>\n<p>\u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u062f\u060c \u067e\u0646\u062c\u0631\u0647 \u0627\u06cc \u0645\u0627\u0646\u0646\u062f \u0632\u06cc\u0631 \u0638\u0627\u0647\u0631 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-opencv-python-using-a-haar-cascade-classifier-2.PNG\" alt=\"\u067e\u0646\u062c\u0631\u0647 OpenCV \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u0634\u062e\u0635 \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f\" title=\"\"><\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f<\/strong>: \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0634\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u067e\u0646\u062c\u0631\u0647 \u0631\u0627 \u0628\u0647 \u062c\u0644\u0648\u06cc \u0635\u0641\u062d\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0646\u06cc\u0627\u0648\u0631\u062f \u0648 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f \u06a9\u0647 \u06a9\u062f \u0628\u0647 \u0637\u0648\u0631 \u0646\u0627\u0645\u062d\u062f\u0648\u062f \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0627\u0633\u062a.  \u0627\u06af\u0631 \u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f\u060c \u067e\u0646\u062c\u0631\u0647\u200c\u0627\u06cc \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u06a9\u0631\u062f\u06cc\u062f\u060c \u062d\u062a\u0645\u0627\u064b \u0627\u0632 \u067e\u0646\u062c\u0631\u0647\u200c\u0647\u0627\u06cc \u0628\u0627\u0632 \u062e\u0648\u062f \u0639\u0628\u0648\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<p> <code>imread()<\/code> \u0631\u0648\u0634 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u0648 <code>imshow()<\/code> \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u067e\u0646\u062c\u0631\u0647. <code>namedWindow()<\/code> \u0648 <code>resizeWindow()<\/code> \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0633\u0641\u0627\u0631\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f \u0647\u0631 \u06af\u0648\u0646\u0647 \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p> <code>waitKey()<\/code> \u0631\u0648\u0634 \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0642\u062f\u0627\u0631 \u0645\u0634\u062e\u0635\u06cc \u0627\u0632 \u0645\u06cc\u0644\u06cc \u062b\u0627\u0646\u06cc\u0647 \u06cc\u0627 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f \u0641\u0634\u0627\u0631 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f \u0628\u0627\u0632 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f.  \u06cc\u06a9 \u0627\u0631\u0632\u0634 \u0627\u0632 <code>0<\/code> \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 OpenCV \u067e\u0646\u062c\u0631\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0646\u0627\u0645\u062d\u062f\u0648\u062f \u0628\u0627\u0632 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0633\u062a\u0646 \u0622\u0646 \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u0645. <code>destroyAllWindows()<\/code> \u0645\u062a\u062f \u0628\u0647 OpenCV \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u062a\u0645\u0627\u0645 \u067e\u0646\u062c\u0631\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f \u0628\u0628\u0646\u062f\u062f.<\/p>\n<p>\u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u0648\u0644\u06cc\u0647\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u0631\u0627\u062d\u0644 \u0628\u0639\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0628\u0627 OpenCV \u0628\u0631\u062f\u0627\u0631\u06cc\u0645.  \u0628\u0627\u06cc\u062f \u0628\u0641\u0647\u0645\u06cc\u0645:<\/p>\n<ol>\n<li>\u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV (\u0628\u0631\u0627\u06cc &#8220;\u0645\u062d\u0644\u06cc \u06a9\u0631\u062f\u0646&#8221; \/ \u0637\u0631\u062d \u06a9\u0644\u06cc \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u0635\u0648\u0631\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc)<\/li>\n<li>\u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0628\u0634\u0627\u0631 Haar (\u0686\u06af\u0648\u0646\u0647 OpenCV \u0627\u0634\u06cc\u0627 \u0631\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f)<\/li>\n<\/ol>\n<h3 id=\"howtodrawusingopencv\"><span class=\"ez-toc-section\" id=\"%da%86%da%af%d9%88%d9%86%d9%87_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_opencv_%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%da%a9%d9%86%db%8c%d9%85%d8%9f\"><\/span>\u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>OpenCV \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0634\u06a9\u0627\u0644 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u0633\u062a\u0637\u06cc\u0644\u060c \u062f\u0627\u06cc\u0631\u0647 \u0648 \u062e\u0637\u0648\u0637 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u062f.  \u0645\u0627 \u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>putText()<\/code> \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u06af\u0630\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0628\u0631\u0686\u0633\u0628 \u0628\u0627 \u0634\u06a9\u0644  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u06a9 \u0634\u06a9\u0644 \u0645\u0633\u062a\u0637\u06cc\u0644\u06cc \u0633\u0627\u062f\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u06a9\u0634\u06cc\u0645 <code>rectangle()<\/code> \u0631\u0648\u0634\u06cc \u06a9\u0647 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a\u06cc\u060c \u0631\u0646\u06af \u0648 \u0636\u062e\u0627\u0645\u062a \u0634\u06a9\u0644 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<p>\u06cc\u06a9 \u062e\u0637 \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f <em>\u067e\u0633 \u0627\u0632 \u062e\u0648\u0627\u0646\u062f\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0642\u0628\u0644 \u0627\u0632 \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u067e\u0646\u062c\u0631\u0647<\/em>:<\/p>\n<pre><code class=\"hljs\">\n...\n\noriginal_image = cv2.imread(image_path)\nrectangle = cv2.rectangle(original_image, \n                          (<span class=\"hljs-number\">200<\/span>, <span class=\"hljs-number\">100<\/span>), \n                          (<span class=\"hljs-number\">900<\/span>, <span class=\"hljs-number\">800<\/span>), \n                          (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">0<\/span>), \n                          <span class=\"hljs-number\">2<\/span>)\ncv2.namedWindow(window_name, cv2.WINDOW_KEEPRATIO)\n\n\n...\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u06a9\u062f \u062e\u0648\u062f \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u06cc\u06a9 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0634\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-opencv-python-using-a-haar-cascade-classifier-3.PNG\" alt=\"\u067e\u0646\u062c\u0631\u0647 OpenCV \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u06cc\u06a9 \u0641\u0631\u062f \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647\u200c\u0627\u0634 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u062d\u0644 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0631\u0627 \u0628\u0627 \u0639\u0644\u0627\u0645\u062a \u062b\u0627\u0628\u062a \u06a9\u0631\u062f\u06cc\u0645 <code>cv2.rectangle()<\/code> \u0632\u0646\u06af \u0632\u062f\u0646.  \u0627\u06cc\u0646 \u0645\u06a9\u0627\u0646 \u0647\u0627 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0627\u0633\u062a\u060c \u0646\u0647 \u062d\u062f\u0633 \u0632\u062f\u0647.  \u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 OpenCV \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0627\u0631\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f!  \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f &#8211; \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u062c\u0627\u06cc \u0622\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u06a9\u0634\u06cc\u062f\u0646 \u06cc\u06a9 \u0645\u0633\u062a\u0637\u06cc\u0644 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0634\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0631\u0633\u0645 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627 (\u06cc\u0627 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627) \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0627\u0634\u06cc\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0648\u0627\u0636\u062d \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06a9\u0646\u06cc\u0645 (\u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645).<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0637\u0631\u0627\u062d\u06cc \u0628\u0627 OpenCV \u062a\u0645\u0627\u0645 \u0634\u062f\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0645\u0641\u0647\u0648\u0645 the \u0628\u06cc\u0627\u0646\u062f\u0627\u0632\u06cc\u0645 <em>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0622\u0628\u0634\u0627\u0631 \u0647\u0627\u0631<\/em>\u060c \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0627\u0634\u06cc\u0627\u0621 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u0645!<\/p>\n<h3 id=\"haarcascadeclassifier\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%a8%d9%82%d9%87_%d8%a8%d9%86%d8%af%db%8c_%da%a9%d9%86%d9%86%d8%af%d9%87_%d9%87%d8%a7%d8%b1-%d8%a2%d8%a8%d8%b4%d8%a7%d8%b1\"><\/span>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u0631-\u0622\u0628\u0634\u0627\u0631<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Haar-Cascade Classifier \u06cc\u06a9 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0647\u0627\u0631<\/strong>.  \u0627\u06cc\u0646 \u062f\u0631 \u062a\u062c\u0633\u0645 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a <code>cv2.CascadeClassifier<\/code> \u06a9\u0644\u0627\u0633  \u0686\u0646\u062f\u06cc\u0646 \u0641\u0627\u06cc\u0644 XML \u0628\u0627 OpenCV \u0627\u0632 \u067e\u06cc\u0634 \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u062f\u0627\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0647\u0633\u062a\u0646\u062f <strong>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0647\u0627\u0631<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0645\u062e\u062a\u0644\u0641<\/p>\n<blockquote>\n<p><em>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0647\u0627\u0631<\/em> \u0628\u0647 \u0631\u0648\u0634\u06cc \u0645\u0634\u0627\u0628\u0647 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f <em>\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc<\/em> \u0645\u0646\u0638\u0645 <em>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 (CNN)<\/em>.<\/p>\n<\/blockquote>\n<p>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0646\u0627\u0637\u0642 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0634\u062f\u062a \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627 \u062c\u0645\u0639 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0648\u062f.  \u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0646\u062c\u0631 \u0628\u0647 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0633\u0627\u062f\u0647 \u0634\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u06a9\u0647 \u062f\u0642\u062a \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0647\u0627\u06cc Haar-Cascade \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.  \u062c\u0630\u0627\u0628\u06cc\u062a \u0627\u0635\u0644\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0647\u0627\u0631 \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u0631 \u0622\u0628\u0634\u0627\u0631 \u0633\u0631\u0639\u062a \u0622\u0646 \u0627\u0633\u062a.  \u0648\u0627\u0642\u0639\u0627\u064b \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a <strong>\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong>\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f \u0622\u0646 \u0631\u0627 \u0645\u06cc \u0628\u06cc\u0646\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 OpenCV \u0631\u0627 \u0646\u0635\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc XML \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc Haar \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u062f\u0633\u062a\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a:<\/p>\n<ol>\n<li>\u0686\u0634\u0645 \u0647\u0627<\/li>\n<li>\u0635\u0648\u0631\u062a \u062c\u0644\u0648\u06cc\u06cc<\/li>\n<li>\u062a\u0645\u0627\u0645 \u0642\u062f<\/li>\n<li>\u0642\u0633\u0645\u062a \u0628\u0627\u0644\u0627\u06cc \u0628\u062f\u0646<\/li>\n<li>\u067e\u0627\u06cc\u06cc\u0646 \u062a\u0646\u0647<\/li>\n<li>\u06af\u0631\u0628\u0647 \u0647\u0627<\/li>\n<li>\u0639\u0644\u0627\u0626\u0645 \u062a\u0648\u0642\u0641<\/li>\n<li>\u067e\u0644\u0627\u06a9 \u0648 \u063a\u06cc\u0631\u0647<\/li>\n<\/ol>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0631\u0633\u0645\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f <a target=\"_blank\" rel=\"nofollow noopener\" noreferrer=\"https:\/\/github.com\/opencv\/opencv\/tree\/master\/data\/haarcascades\">\u0645\u062e\u0632\u0646 GitHub<\/a>.<\/p>\n<p>\u0627\u06cc\u0646\u0647\u0627 \u0637\u06cc\u0641 \u0646\u0633\u0628\u062a\u0627\u064b \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f!  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645 <em>\u0686\u0634\u0645 \u0647\u0627<\/em> \u0648 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0686\u0634\u0645\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u062f \u0648 \u06cc\u06a9 \u0645\u0633\u062a\u0637\u06cc\u0644 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0634\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0628\u06a9\u0634\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n\nimage_path = <span class=\"hljs-string\">\"face_image.jpg\"<\/span>\nwindow_name = <span class=\"hljs-string\">f\"Detected Objects in <span class=\"hljs-subst\">{image_path}<\/span>\"<\/span>\noriginal_image = cv2.imread(image_path)\n\n\nimage_grey = cv2.cvtColor(original_image, cv2.COLOR_RGB2GRAY)\n\ncascade_classifier = cv2.CascadeClassifier(\n    <span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{cv2.data.haarcascades}<\/span>haarcascade_eye.xml\"<\/span>)\ndetected_objects = cascade_classifier.detectMultiScale(image_grey, minSize=(<span class=\"hljs-number\">50<\/span>, <span class=\"hljs-number\">50<\/span>))\n\n\n<span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-built_in\">len<\/span>(detected_objects) != <span class=\"hljs-number\">0<\/span>:\n    <span class=\"hljs-keyword\">for<\/span> (x, y, width, height) <span class=\"hljs-keyword\">in<\/span> detected_objects:\n        cv2.rectangle(original_image, (x, y),\n                      (x + height, y + width),\n                      (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">0<\/span>), <span class=\"hljs-number\">2<\/span>)\n\ncv2.namedWindow(window_name, cv2.WINDOW_KEEPRATIO)\ncv2.imshow(window_name, original_image)\ncv2.resizeWindow(window_name, <span class=\"hljs-number\">400<\/span>, <span class=\"hljs-number\">400<\/span>)\ncv2.waitKey(<span class=\"hljs-number\">0<\/span>)\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<p>\u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0627\u06cc\u062f \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-opencv-python-using-a-haar-cascade-classifier-4.PNG\" alt=\"\u067e\u0646\u062c\u0631\u0647 OpenCV \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u0634\u062e\u0635\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u0634\u0645\u0627\u0646\u0634 \u062a\u0648\u0633\u0637 \u06a9\u062f \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc\u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647 \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 (\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u06cc\u0634\u062a\u0631).  \u0631\u0646\u06af \u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062a\u0634\u062e\u06cc\u0635 \u062e\u06cc\u0644\u06cc \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0686\u0634\u0645 \u0647\u0627 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0686\u0647 \u0631\u0646\u06af\u06cc \u0628\u0627\u0634\u0646\u062f \u0648 \u0686\u0647 \u0646\u0628\u0627\u0634\u0646\u062f\u060c \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u0646\u062f.<\/p>\n<p> <code>cascade_classifier<\/code> \u0647\u0633\u062a \u06cc\u06a9 <code>CascadeClassifier<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0647\u0627\u0631 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0686\u0634\u0645.  \u0645\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 f-Strings \u0645\u06a9\u0627\u0646 \u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645!<\/p>\n<p> <code>detectMultiScale()<\/code> \u0631\u0648\u0634 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0645\u0627\u0646 \u0634\u06cc \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631\u060c \u0635\u0631\u0641 \u0646\u0638\u0631 \u0627\u0632 \u0645\u0642\u06cc\u0627\u0633  \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0645\u062e\u062a\u0635\u0627\u062a \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0645\u0633\u062a\u0637\u06cc\u0644 (\u062a\u0628\u0644) \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0627\u06cc\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0645\u0633\u062a\u0637\u06cc\u0644 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645!  \u0628\u0631\u0627\u06cc \u0647\u0631 \u0686\u0646\u062f \u062a\u0627\u06cc\u06cc \u0627\u0632 <code>(x, y, width, height)<\/code> \u0648\u0627\u0642\u0639 \u062f\u0631 <code>detected_objects<\/code>\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<p> <code>minSize<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u062d\u062f\u0627\u0642\u0644 \u0627\u0646\u062f\u0627\u0632\u0647 \u06cc\u06a9 \u0634\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06af\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0631\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u06a9\u0648\u0686\u06a9 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f <em>\u0632\u06cc\u0627\u062f<\/em> \u0627\u0632 \u0645\u062b\u0628\u062a \u06a9\u0627\u0630\u0628 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631.  \u0627\u06cc\u0646 \u0645\u0639\u0645\u0648\u0644\u0627 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f \u0631\u0648\u06cc \u0648\u0636\u0648\u062d \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0628\u0627 \u0622\u0646\u0647\u0627 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0634\u06cc.  \u062f\u0631 \u0639\u0645\u0644\u060c \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0647\u0627\u06cc \u0645\u0639\u0642\u0648\u0644 \u062a\u0633\u062a \u0645\u06cc \u0631\u0633\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0646\u062f\u0627\u0632\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0627 \u0631\u0648\u06cc \u0622\u0646 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645 <code>(0, 0)<\/code> \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0622\u0646\u0686\u0647 \u06a9\u0647 \u0628\u0631\u062f\u0627\u0634\u062a \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-opencv-python-using-a-haar-cascade-classifier-5.PNG\" alt=\"\u062a\u063a\u06cc\u06cc\u0631 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 minsize multiScaleDetect()\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631\u060c \u06a9\u0631\u06a9 \u062f\u06cc\u06af\u0631\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0686\u0634\u0645 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0631\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0641\u0642\u0637 \u062f\u0648 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u062f\u0627\u0631\u06cc\u0645.  \u06cc\u06a9\u06cc \u062f\u0631 \u062e\u0648\u062f \u0686\u0634\u0645 \u0648 \u06cc\u06a9\u06cc \u0631\u0648\u06cc \u0686\u0627\u0646\u0647!  \u0628\u0633\u062a\u0647 \u0628\u0647 \u0631\u0648\u06cc \u0631\u0632\u0648\u0644\u0648\u0634\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a\u060c \u062a\u0646\u0638\u06cc\u0645 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0645 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0642\u0633\u0645\u062a \u062e\u0648\u0628\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0646\u062f.<\/p>\n<blockquote>\n<p> process \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u06cc\u06af\u0631 \u06cc\u06a9\u0633\u0627\u0646 \u0627\u0633\u062a.  \u0634\u0645\u0627 \u062f\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f <code>detectMultiScale()<\/code> \u0648 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0628\u0627\u0644\u0627\u06cc <code>detected_objects<\/code>.<\/p>\n<\/blockquote>\n<p>\u0634\u0627\u06cc\u0627\u0646 \u0630\u06a9\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0686\u0646\u062f\u06cc\u0646 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f!  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0635\u0648\u0631\u062a\u060c \u0686\u0634\u0645 \u0647\u0627 \u0648 \u062f\u0647\u0627\u0646 \u06cc\u06a9 \u0641\u0631\u062f \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u062f \u0648 \u0646\u0642\u0627\u0634\u06cc \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0647\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0646\u0648\u0639 \u0634\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n\nimage_path = <span class=\"hljs-string\">\"face_image.jpg\"<\/span>\nwindow_name = <span class=\"hljs-string\">f\"Detected Objects in <span class=\"hljs-subst\">{image_path}<\/span>\"<\/span>\noriginal_image = cv2.imread(image_path)\n\n\nimage_grey = cv2.cvtColor(original_image, cv2.COLOR_RGB2GRAY)\n\neye_classifier = cv2.CascadeClassifier(\n    <span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{cv2.data.haarcascades}<\/span>haarcascade_eye.xml\"<\/span>)\n\nface_classifier = cv2.CascadeClassifier(\n    <span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{cv2.data.haarcascades}<\/span>haarcascade_frontalface_alt.xml\"<\/span>)\n\nsmile_classifier = cv2.CascadeClassifier(\n    <span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{cv2.data.haarcascades}<\/span>haarcascade_smile.xml\"<\/span>)\n\n\ndetected_eyes = eye_classifier.detectMultiScale(image_grey, minSize=(<span class=\"hljs-number\">50<\/span>, <span class=\"hljs-number\">50<\/span>))\ndetected_face = face_classifier.detectMultiScale(image_grey, minSize=(<span class=\"hljs-number\">50<\/span>, <span class=\"hljs-number\">50<\/span>))\ndetected_smile = smile_classifier.detectMultiScale(image_grey, minSize=(<span class=\"hljs-number\">200<\/span>, <span class=\"hljs-number\">200<\/span>))\n\n\n<span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-built_in\">len<\/span>(detected_eyes) != <span class=\"hljs-number\">0<\/span>:\n    <span class=\"hljs-keyword\">for<\/span> (x, y, width, height) <span class=\"hljs-keyword\">in<\/span> detected_eyes:\n        cv2.rectangle(original_image, (x, y),\n                      (x + height, y + width),\n                      (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">0<\/span>), <span class=\"hljs-number\">2<\/span>)\n\n<span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-built_in\">len<\/span>(detected_face) != <span class=\"hljs-number\">0<\/span>:\n    <span class=\"hljs-keyword\">for<\/span> (x, y, width, height) <span class=\"hljs-keyword\">in<\/span> detected_face:\n        cv2.rectangle(original_image, (x, y),\n                      (x + height, y + width),\n                      (<span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">0<\/span>), <span class=\"hljs-number\">2<\/span>)\n        \n\n<span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-built_in\">len<\/span>(detected_smile) != <span class=\"hljs-number\">0<\/span>:\n    <span class=\"hljs-keyword\">for<\/span> (x, y, width, height) <span class=\"hljs-keyword\">in<\/span> detected_smile:\n        cv2.rectangle(original_image, (x, y),\n                      (x + height, y + width),\n                      (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>), <span class=\"hljs-number\">2<\/span>)\n\ncv2.namedWindow(window_name, cv2.WINDOW_KEEPRATIO)\ncv2.imshow(window_name, original_image)\ncv2.resizeWindow(window_name, <span class=\"hljs-number\">400<\/span>, <span class=\"hljs-number\">400<\/span>)\ncv2.waitKey(<span class=\"hljs-number\">0<\/span>)\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u062f\u0631 \u0633\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 &#8211; \u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0644\u0628\u062e\u0646\u062f\u060c \u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0686\u0634\u0645 \u0647\u0627 \u0648 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0631\u0627\u06cc \u0686\u0647\u0631\u0647 \u0647\u0627.  \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0645\u0627 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <em>\u0647\u0645\u0647<\/em> \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647\u060c \u0631\u0646\u06af \u0622\u0645\u06cc\u0632\u06cc \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0627\u0633 \u0634\u06cc:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-opencv-python-using-a-haar-cascade-classifier-6.PNG\" alt=\"\u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 haar-cascade on \u0647\u0645\u0627\u0646 \u062a\u0635\u0648\u06cc\u0631\" title=\"\"><\/p>\n<p>\u0644\u0628\u062e\u0646\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062e\u0648\u0628\u06cc \u06af\u0631\u0641\u062a\u0647 \u0646\u0634\u062f &#8211; \u0634\u0627\u06cc\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u06a9\u0647 \u0644\u0628\u062e\u0646\u062f \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0646\u062b\u06cc \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u06cc\u06a9 \u0646\u06cc\u0633\u062a <em>\u0644\u0628\u062e\u0646\u062f \u0641\u0631\u0627\u062e<\/em>\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0633\u062a \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0628\u0628\u0631\u062f.<\/p>\n<h2 id=\"objectdetectioninavideousingopencv\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%a7%d8%b4%db%8c%d8%a7_%d8%af%d8%b1_%db%8c%da%a9_%d9%88%db%8c%d8%af%db%8c%d9%88_%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 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u0645\u0633\u06cc\u0631 &#8211; \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0628\u0631\u0648\u06cc\u0645.  \u0628\u0647 \u0647\u0631 \u062d\u0627\u0644 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0641\u0642\u0637 \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u067e\u0634\u062a \u0633\u0631 \u0647\u0645 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0646\u062f\u060c \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 process \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0628\u0627\u0631\u060c \u0622\u0646\u0647\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f \u0631\u0648\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648\u060c \u0645\u0631\u062d\u0644\u0647 \u0627\u0648\u0644\u06cc\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a.  \u067e\u0633 \u0627\u0632 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc\u060c \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648 \u0631\u0627 \u0641\u0631\u06cc\u0645 \u0628\u0647 \u0641\u0631\u06cc\u0645 \u062c\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 \u0642\u0628\u0644\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<h3 id=\"loadingavideousingopencv\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%a7%d8%b1%da%af%db%8c%d8%b1%db%8c_%db%8c%da%a9_%d9%88%db%8c%d8%af%db%8c%d9%88_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_opencv\"><\/span>\u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a href=\"https:\/\/www.pexels.com\/video\/cat-on-the-top-of-a-tree-4768520\/\" rel=\"noopener nofollow\" target=\"_blank\">\u06cc\u06a9 \u06af\u0631\u0628\u0647 \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u0631\u062e\u062a<\/a>\u060c \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 <code>cat-\u0631\u0648\u06cc-tree.mp4<\/code> \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc  \u0628\u0647 \u06af\u0641\u062a\u0647 \u0633\u0627\u0632\u0646\u062f\u0647 \u0648\u06cc\u062f\u06cc\u0648\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u0627\u06cc\u0645!<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n<span class=\"hljs-keyword\">import<\/span> time\n\nvideo_path = <span class=\"hljs-string\">\"cat-\u0631\u0648\u06cc-tree.mp4\"<\/span>\nwindow_name = <span class=\"hljs-string\">f\"Detected Objects in <span class=\"hljs-subst\">{video_path}<\/span>\"<\/span>\nvideo = cv2.VideoCapture(video_path)\n\n<span class=\"hljs-keyword\">while<\/span> <span class=\"hljs-literal\">True<\/span>:\n    \n    ret, frame = video.read()\n    \n    <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">not<\/span> ret:\n        <span class=\"hljs-keyword\">break<\/span>\n    \n    cv2.namedWindow(window_name, cv2.WINDOW_NORMAL)\n    cv2.imshow(window_name, frame)\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    time.sleep(<span class=\"hljs-number\">1<\/span>\/<span class=\"hljs-number\">30<\/span>)\n\nvideo.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0646\u062f \u0648 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0622\u0646 \u0631\u0627 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0644\u06cc\u062f \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f <code>Esc<\/code> \u06a9\u0644\u06cc\u062f \u0641\u0634\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <code>VideoCapture()<\/code> \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0627\u0632 \u0645\u0633\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0628\u062f\u0647\u06cc\u0645 <code>0<\/code> \u062f\u0631 \u0631\u0648\u0634\u060c \u0648\u0628 \u06a9\u0645 \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0641\u0631\u06cc\u0645 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u062e\u0648\u0627\u0646\u062f.  \u0645\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f <em>\u0628\u0639\u062f<\/em> \u0648 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0627 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0645\u062d\u0644\u06cc \u0633\u0631 \u0648 \u06a9\u0627\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 Haar-Cascade \u0631\u0627 \u0645\u0627\u0646\u0646\u062f \u0642\u0628\u0644 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0648\u06cc\u062f\u06cc\u0648:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n<span class=\"hljs-keyword\">import<\/span> time\n\nvideo_path = <span class=\"hljs-string\">\"cat-\u0631\u0648\u06cc-tree.mp4\"<\/span>\nwindow_name = <span class=\"hljs-string\">f\"Detected Objects in <span class=\"hljs-subst\">{video_path}<\/span>\"<\/span>\nvideo = cv2.VideoCapture(video_path)\n\n<span class=\"hljs-keyword\">while<\/span> <span class=\"hljs-literal\">True<\/span>:\n    \n    ret, frame = video.read()\n    \n    <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">not<\/span> ret:\n        <span class=\"hljs-keyword\">break<\/span>\n    cv2.namedWindow(window_name, cv2.WINDOW_NORMAL)\n    \n    image = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n    \n    cascade_classifier = cv2.CascadeClassifier(\n        <span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{cv2.data.haarcascades}<\/span>haarcascade_frontalcatface.xml\"<\/span>)\n    \n    detected_objects = cascade_classifier.detectMultiScale(\n        image, minSize=(<span class=\"hljs-number\">50<\/span>, <span class=\"hljs-number\">50<\/span>))\n    \n    <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-built_in\">len<\/span>(detected_objects) != <span class=\"hljs-number\">0<\/span>:\n        <span class=\"hljs-keyword\">for<\/span> (x, y, height, width) <span class=\"hljs-keyword\">in<\/span> detected_objects:\n            cv2.rectangle(\n                frame, (x, y), ((x + height), (y + width)), (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">0<\/span>), <span class=\"hljs-number\">15<\/span>)\n    \n    cv2.imshow(window_name, frame)\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\nvideo.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<p>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc <em>\u062c\u0644\u0648\u06cc\u06cc<\/em> \u062a\u0635\u0627\u0648\u06cc\u0631 \u06af\u0631\u0628\u0647 \u0647\u0627\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0648\u0627\u0642\u0639\u0627 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0647\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.  \u062f\u0631 \u0628\u062e\u0634 \u062e\u0648\u0628\u06cc \u0627\u0632 \u0648\u06cc\u062f\u0626\u0648\u060c \u06af\u0631\u0628\u0647 \u0627\u0632 \u0646\u0645\u0627\u06cc\u0647 \u0627\u06cc \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0633\u0645\u062a \u062f\u0648\u0631\u0628\u06cc\u0646 \u062d\u0631\u06a9\u062a \u062f\u0647\u062f &#8211; \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0647\u0627\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u0632\u06cc\u0627\u062f\u06cc \u0648\u062c\u0648\u062f \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a.<\/p>\n<p>\u0627\u062a\u0641\u0627\u0642\u0627\u064b \u067e\u0633\u200c\u0632\u0645\u06cc\u0646\u0647 \u062a\u0627\u0631 \u062f\u0627\u0631\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0635\u0648\u0631\u062a \u06af\u0631\u0628\u0647\u200c\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0627\u06af\u0631\u0686\u0647\u060c \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0633\u0631 \u062e\u0648\u062f \u0631\u0627 \u062d\u0631\u06a9\u062a \u0645\u06cc \u062f\u0647\u062f &#8211; \u0628\u0647 \u0648\u0636\u0648\u062d \u0631\u0648\u06cc \u0635\u0648\u0631\u062a \u062e\u0648\u062f \u0642\u0641\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0648\u0642\u062a\u06cc \u06af\u0631\u0628\u0647 \u0628\u0647 \u067e\u0647\u0644\u0648 \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-opencv-in-python-05.png\" alt=\"\u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0622\u0628\u0634\u0627\u0631 Haar \u06af\u0631\u0628\u0647 \u0631\u0627 \u0647\u0646\u06af\u0627\u0645 \u0646\u06af\u0627\u0647 \u06a9\u0631\u062f\u0646 \u0628\u0647 \u067e\u0647\u0644\u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0645\u06cc\u200c\u062f\u0647\u062f\" title=\"\"><\/p>\n<p>\u0648 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u06af\u0631\u0628\u0647 \u0631\u0627 \u0647\u0646\u06af\u0627\u0645 \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0645\u06cc \u06af\u06cc\u0631\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-opencv-in-python-06.png\" alt=\"Haar Cascade Classifier \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u06af\u0631\u0628\u0647 \u0631\u0627 \u0647\u0646\u06af\u0627\u0645 \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u062f\u0648\u0631\u0628\u06cc\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u062f\" title=\"\"><\/p>\n<p>\u0645\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u062f\u0631 \u062d\u0627\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u06cc\u0646 \u062c\u0639\u0628\u0647 \u0647\u0627 \u0647\u0633\u062a\u06cc\u0645 <strong>\u0628\u0647 \u0645\u0648\u0642\u0639<\/strong> \u062f\u0631 \u0648\u06cc\u062f\u06cc\u0648  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc\u200c\u0634\u062f\u0647 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u0645 (\u062f\u0648\u0628\u0627\u0631\u0647\u060c \u0641\u0642\u0637 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f) \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u0648 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0631\u0646\u062f\u0631 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0634\u0648\u062f. \u0631\u0648\u06cc \u0642\u062f\u0631\u062a CPU \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a \u0631\u0648\u06cc.<\/p>\n<h2 id=\"objectdetectioninrealtimeusingopencv\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%b4%db%8c_%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_opencv\"><\/span>\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627\u0632 \u0647\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0647\u06cc\u0686 \u062a\u0641\u0627\u0648\u062a\u06cc \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0632 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u06cc\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u062f\u0627\u0631\u062f.  \u0645\u0627 \u0635\u0648\u0631\u062a \u06af\u0631\u0628\u0647 \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0631\u0648\u06cc \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0648\u06cc\u062f\u06cc\u0648 \u0645\u062d\u0644\u06cc \u0628\u0648\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0627\u0632 \u06cc\u06a9 \u0648\u0628 \u06a9\u0645 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645!  \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u0627\u0632 \u0648\u0628\u200c\u06a9\u0645\u060c \u0628\u0627\u06cc\u062f \u062a\u063a\u06cc\u06cc\u0631\u06cc \u062c\u0632\u0626\u06cc \u062f\u0631 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 <code>VideoCapture()<\/code> \u0632\u0646\u06af \u0632\u062f\u0646.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0630\u06a9\u0631 \u0634\u062f\u060c \u0628\u0647 \u062c\u0627\u06cc \u062f\u0627\u062f\u0646 \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u0641\u0627\u06cc\u0644\u060c \u0628\u0647 \u0622\u0646 \u06cc\u06a9 \u0639\u062f\u062f \u0645\u06cc \u062f\u0647\u06cc\u0645 (\u062f\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0645\u0648\u0627\u0631\u062f\u060c <code>0<\/code> \u0648\u0642\u062a\u06cc \u06cc\u06a9 \u0648\u0628 \u06a9\u0645 \u062f\u0627\u0631\u06cc\u062f):<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n\nwindow_name = <span class=\"hljs-string\">\"Detected Objects in webcam\"<\/span>\nvideo = cv2.VideoCapture(<span class=\"hljs-number\">0<\/span>)\n\n<span class=\"hljs-keyword\">while<\/span> video.isOpened():\n    ret, frame = video.read()\n    <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">not<\/span> ret:\n        <span class=\"hljs-keyword\">break<\/span>\n    cv2.imshow(window_name, frame)\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\nvideo.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f<\/strong>: \u062f\u0631 macOS\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0644\u0627\u0632\u0645 \u0628\u0627\u0634\u062f \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f\u060c \u0628\u0647 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u06cc\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc \u06a9\u0647 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0645\u062c\u0648\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0628 \u06a9\u0645 \u0628\u062f\u0647\u06cc\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0645\u0627\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645\u060c \u06cc\u0639\u0646\u06cc \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0641\u0631\u06cc\u0645 \u0628\u0647 \u0641\u0631\u06cc\u0645 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0622\u0646\u200c\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0627\u0647\u0646\u06af \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cv2\n\nwindow_name = <span class=\"hljs-string\">\"Detected Objects in webcam\"<\/span>\nvideo = cv2.VideoCapture(<span class=\"hljs-number\">0<\/span>)\n\n<span class=\"hljs-keyword\">while<\/span> video.isOpened():\n    ret, frame = video.read()\n\n    <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">not<\/span> ret:\n        <span class=\"hljs-keyword\">break<\/span>\n\n    image = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n    cascade_classifier = cv2.CascadeClassifier(\n        <span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{cv2.data.haarcascades}<\/span>haarcascade_frontalface_default.xml\"<\/span>)\n    detected_objects = cascade_classifier.detectMultiScale(\n        image, minSize=(<span class=\"hljs-number\">20<\/span>, <span class=\"hljs-number\">20<\/span>))\n\n    <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-built_in\">len<\/span>(detected_objects) != <span class=\"hljs-number\">0<\/span>:\n        <span class=\"hljs-keyword\">for<\/span> (x, y, height, width) <span class=\"hljs-keyword\">in<\/span> detected_objects:\n            cv2.rectangle(\n                frame, (x, y), ((x + height), (y + width)), (<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">0<\/span>), <span class=\"hljs-number\">5<\/span>)\n    cv2.imshow(window_name, frame)\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\nvideo.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06a9\u062f \u0628\u0627\u0644\u0627 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0627\u0632 \u0648\u0628 \u06a9\u0645 \u0634\u0645\u0627 \u0628\u0627\u0632 \u0645\u06cc \u0634\u0648\u062f \u0648 \u06cc\u06a9 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u0647\u0631\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc \u06a9\u0646\u062f!  \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0632\u06cc\u0627\u062f \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u06a9\u062f \u0642\u0628\u0644\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f\u060c \u0632\u06cc\u0631\u0627 \u0648\u0628 \u06a9\u0645 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u0648\u0636\u0648\u062d \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645 \u0647\u0632\u06cc\u0646\u0647 \u062a\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p>\u0627\u06af\u0631 \u062f\u0631 \u0627\u062a\u0627\u0642\u06cc \u0628\u0627 \u0646\u0648\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0646\u0634\u06cc\u0646\u06cc\u062f\u060c \u06cc\u0627 \u0627\u06af\u0631 \u062d\u062f\u0627\u0642\u0644 \u0645\u0646\u0628\u0639 \u0646\u0648\u0631\u06cc \u0628\u0647 \u0633\u0645\u062a \u0635\u0648\u0631\u062a \u062e\u0648\u062f \u062f\u0627\u0631\u06cc\u062f\u060c \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\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 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 \u0627\u0632 OpenCV \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 Haar-Cascade \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0628\u0627 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647\u060c \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc Haar \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0622\u0634\u0646\u0627 \u0634\u062f\u0647\u200c\u0627\u06cc\u0645 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0641\u06cc\u0644\u0645 \u0647\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0627\u0632 \u06cc\u06a9 \u0648\u0628 \u06a9\u0645!<\/p>\n<p>\u06af\u0627\u0645 \u0628\u0639\u062f\u06cc \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV\u060c \u06a9\u0634\u0641 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a <em>\u06cc\u0648\u0644\u0648<\/em> \u0648 <em>mobilenetv3<\/em> \u0632\u06cc\u0631\u0627 \u062f\u0642\u062a\u06cc \u06a9\u0647 \u0627\u0632 Haar Cascades \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0636\u0639\u06cc\u0641 \u0627\u0633\u062a.<\/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 1403-01-07 09:00:06<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;14991&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;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&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;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0628\u0627 OpenCv-Python \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0622\u0628\u0634\u0627\u0631 HAAR&quot;,&quot;width&quot;:&quot;0&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: 0px;\">\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            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/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\"> 10<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0627\u0631\u062f \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648\u06cc\u0698\u0646\u060c \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u0647\u0631 \u0686\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642. \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 OCR \u0631\u0648\u06cc \u0627\u0633\u0646\u0627\u062f\u06cc \u06a9\u0647 \u0628\u0647 \u0631\u0648\u0628\u0627\u062a \u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f &#8220;\u0628\u0628\u06cc\u0646\u0646\u062f&#8221; &#8211; \u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647 \u06cc\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u0648 \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a! OpenCV \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u060c \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062a\u0642\u0627\u0628\u0644 \u067e\u0644\u062a\u0641\u0631\u0645 \u0627\u0633\u062a \u060c \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":14992,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-14991","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\/14991","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=14991"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/14991\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/14992"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=14991"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=14991"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=14991"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}