{"id":8920,"date":"2020-11-04T12:34:02","date_gmt":"2020-11-04T09:04:02","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=8920"},"modified":"2020-11-04T16:34:46","modified_gmt":"2020-11-04T13:04:46","slug":"facial-recognition-happiness-mode","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/facial-recognition-happiness-mode\/","title":{"rendered":"\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0644\u0628\u062e\u0646\u062f \u0628\u0633\u0627\u0632\u06cc\u0645"},"content":{"rendered":"<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u062e\u0646\u062f \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u06cc\u0645.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 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class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/facial-recognition-happiness-mode\/#%D8%A2%D9%86%DA%86%D9%87_%D8%B4%D9%85%D8%A7_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%D8%A7%D8%AE%D8%AA_%D8%B1%D8%AF%DB%8C%D8%A7%D8%A8_%D8%B4%D8%A7%D8%AF%DB%8C_%D9%86%DB%8C%D8%A7%D8%B2_%D8%AF%D8%A7%D8%B1%DB%8C%D8%AF\" >\u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0631\u062f\u06cc\u0627\u0628 \u0634\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/facial-recognition-happiness-mode\/#%DB%B2-_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87_%DB%8C_Haar\" >\u06f2- \u0627\u0628\u0632\u0627\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u06cc Haar<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/facial-recognition-happiness-mode\/#%DB%B3-_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_OpenCV_%D9%88_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7\" >\u06f3- \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 OpenCV \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/facial-recognition-happiness-mode\/#%DB%B4-_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%AA%D8%A7%D8%A8%D8%B9_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87_%D8%8C_%DA%86%D8%B4%D9%85_%D9%87%D8%A7_%D9%88_%D9%84%D8%A8%D8%AE%D9%86%D8%AF\" >\u06f4- \u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u060c \u0686\u0634\u0645 \u0647\u0627 \u0648 \u0644\u0628\u062e\u0646\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/facial-recognition-happiness-mode\/#%DB%B5-_%D9%86%D9%85%D8%A7%DB%8C%D8%B4_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C_%D9%88%D8%A8_%DA%A9%D9%85\" >\u06f5- \u0646\u0645\u0627\u06cc\u0634 \u062e\u0631\u0648\u062c\u06cc \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-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/facial-recognition-happiness-mode\/#%DB%B6-_%D8%AC%D9%85%D8%B9_%D8%A8%D9%86%D8%AF%DB%8C\" >\u06f6- \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B1-_%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span><strong>\u06f1- 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justify;\">\u0645\u0627\u0634\u06cc\u0646 \u0647\u0627 \u0648 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u062d\u0648\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062e\u0648\u0634\u062d\u0627\u0644\u06cc \u0627\u0641\u0631\u0627\u062f \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f \u0648 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u062e\u0648\u0634\u062d\u0627\u0644\u06cc \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 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\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0634\u06a9\u0644 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u0634\u06a9\u0644 \u0622\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0634\u0628\u06cc\u0647 \u0646\u0648\u0639 \u0635\u0627\u0641 \u0634\u062f\u0647 \u06cc &#8216;U&#8217; \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\ud83d\ude42<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u0627\u062d\u0644 \u0628\u0639\u062f\u06cc\u060c \u06a9\u062f \u067e\u0631\u0648\u0698\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0648 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u062a\u0634\u062e\u0635\u06cc \u0644\u0628\u062e\u0646\u062f \u0686\u0647 \u0628\u0627\u06cc\u062f \u06a9\u0631\u062f. \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u060c \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0627 \u062f\u0631\u0645\u0648\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 <a href=\"https:\/\/medium.com\/swlh\/the-intuition-behind-facial-detection-the-viola-jones-algorithm-29d9106b6999\" target=\"_blank\" rel=\"noopener\">Viola-Jones<\/a> \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"971\" height=\"813\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f.gif\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u062e\u0646\u062f\" class=\"wp-image-8921\" title=\"\"><\/figure>\n\n\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D9%86%DA%86%D9%87_%D8%B4%D9%85%D8%A7_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%D8%A7%D8%AE%D8%AA_%D8%B1%D8%AF%DB%8C%D8%A7%D8%A8_%D8%B4%D8%A7%D8%AF%DB%8C_%D9%86%DB%8C%D8%A7%D8%B2_%D8%AF%D8%A7%D8%B1%DB%8C%D8%AF\"><\/span>\u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0631\u062f\u06cc\u0627\u0628 \u0634\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0622\u0646\u0627\u06a9\u0648\u0646\u062f\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0644\u06cc\u0646\u0648\u06a9\u0633 (Anaconda Navigator ) : :<a href=\"https:\/\/docs.anaconda.com\/anaconda\/navigator\/\" target=\"_blank\" rel=\"noopener\">https:\/\/docs.anaconda.com\/anaconda\/navigator\/<\/a><\/li>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 OpenCV :<br><a href=\"https:\/\/opencv.org\/\" target=\"_blank\" rel=\"noopener\">https:\/\/opencv.org\/<\/a><\/li>\n<li>\u0627\u0628\u0632\u0627\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u0647\u0627\u0627\u0631 ( Haar Cascades ) : \u0644\u06cc\u0646\u06a9 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 Spyder \u062f\u0631 Anaconda \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u0627\u0645\u0627 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 Jupyter Nb \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u067e\u0633 \u0627\u0632 \u062f\u0627\u0634\u062a\u0646 \u0627\u0628\u0632\u0627\u0631 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645\u060c \u0648\u0627\u0631\u062f IDE (\u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u06a9\u062f) \u0634\u0648\u06cc\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0627\u0632 spyder \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0628\u0627\u06cc\u062f \u0635\u0641\u062d\u0647 \u0627\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc \u060c \u062d\u062a\u0645\u0627\u064b \u0627\u0628\u0632\u0627\u0631 haar \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f (\u0628\u062e\u0634 \u0628\u0639\u062f\u06cc)<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f.jpg\"><img decoding=\"async\" width=\"500\" height=\"282\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u062e\u0646\u062f\" class=\"wp-image-8922\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f-300x169.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/a><\/figure><\/div>\n\n\n<h2><span class=\"ez-toc-section\" id=\"%DB%B2-_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87_%DB%8C_Haar\"><\/span><strong>\u06f2- \u0627\u0628\u0632\u0627\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u06cc Haar<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0648\u06cc\u0648\u0644\u0627-\u062c\u0648\u0646\u0632 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 Haar \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0635\u0648\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631\u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9\u06cc \u067e\u0633 \u0627\u0632 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0622\u0646 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0641\u06cc\u0644\u062a\u0631\u0647\u0627 \u062f\u0631 \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627\u06cc XML \u062e\u0648\u062f \u062f\u0631 \u0645\u062e\u0632\u0646 Haar Cascade GitHub \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>&#8211;&nbsp;<a class=\"de fb\" href=\"https:\/\/github.com\/opencv\/opencv\/blob\/master\/data\/haarcascades\/haarcascade_eye.xml\" rel=\"noopener nofollow\" target=\"_blank\">haarcascade_eye.xml<\/a><br>&#8211;&nbsp;<a class=\"de fb\" href=\"https:\/\/github.com\/opencv\/opencv\/blob\/master\/data\/haarcascades\/haarcascade_smile.xml\" rel=\"noopener nofollow\" target=\"_blank\">haarcascade_smile.xml<\/a><br>&#8211;&nbsp;<a class=\"de fb\" href=\"https:\/\/github.com\/opencv\/opencv\/blob\/master\/data\/haarcascades\/haarcascade_frontalface_default.xml\" rel=\"noopener nofollow\" target=\"_blank\">haarcascade_frontalface_default.xml<\/a><\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0647\u0627 \u0627\u0628\u0632\u0627\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0635\u0648\u0631\u062a\u060c \u0686\u0634\u0645 \u0647\u0627 \u0648 \u0644\u0628\u062e\u0646\u062f\u0647\u0627 \u0647\u0633\u062a\u0646\u062f. \u0627\u06af\u0631 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627 \u0686\u0647\u0631\u0647 \u0627\u06cc \u0634\u0627\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645. \u06a9\u062f \u0647\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9 \u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f \u060c \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0645\u062a\u0646 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f \u0648 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0646\u0627\u0645 \u0647\u0627\u06cc \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f. \u0647\u0631 \u0633\u0647 \u067e\u0631\u0648\u0646\u062f\u0647 XML \u0631\u0627 \u062f\u0631 \u0647\u0645\u0627\u0646 \u067e\u0648\u0634\u0647 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0646\u0648\u062a \u0628\u0648\u06a9 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 Haas Cascades \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u0648\u0627\u0631\u062f \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0634\u0648\u06cc\u0645.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"400\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f-2.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u062e\u0646\u062f 2\" class=\"wp-image-8923\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f-2.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f-2-300x240.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/figure><\/div>\n\n\n<h4 style=\"text-align: center;\">\u0627\u0644\u0627\u0646 \u0628\u0627\u0644\u0627\u062e\u0631\u0647 \u0648\u0642\u062a \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc\u0647<\/h4>\n<h2><span class=\"ez-toc-section\" id=\"%DB%B3-_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_OpenCV_%D9%88_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7\"><\/span><strong>\u06f3- \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 OpenCV \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">import cv2\ncascade_face = cv2.CascadeClassifier('haarcascade_frontalface_default.xml')\ncascade_eye = cv2.CascadeClassifier('haarcascade_eye.xml') \ncascade_smile = cv2.CascadeClassifier('haarcascade_smile.xml')<\/pre>\n<p><\/p>\n<p style=\"text-align: justify;\">\u062a\u0646\u0647\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u060cOpenCV \u0645\u06cc \u0628\u0627\u0634\u062f. \u0627\u06af\u0631\u0686\u0647 \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0645\u0648\u062c\u0648\u062f \u0646\u06cc\u0633\u062a. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u062a\u0631 \u0648 \u0628\u0647\u062a\u0631\u06cc \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f \u0627\u0645\u0627 OpenCV \u0647\u0646\u0648\u0632 \u0647\u0645 \u0627\u0628\u0632\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0627\u0633\u062a \u0648 \u0631\u0648\u0634 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0627\u0635\u0648\u0644 \u0634\u0646\u0627\u062e\u062a \u0634\u06cc \u0627\u0633\u062a. \u067e\u0633 \u0627\u0632 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 OpenCV (cv2) \u060c \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u06a9\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0628\u0648\u062f \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0631\u06cc\u062f\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u060c \u0641\u0642\u0637 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0627\u0632 \u062a\u0627\u0628\u0639 OpenCV \u0628\u0647 \u0646\u0627\u0645 CascadeClassifier \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%DB%B4-_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%AA%D8%A7%D8%A8%D8%B9_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87_%D8%8C_%DA%86%D8%B4%D9%85_%D9%87%D8%A7_%D9%88_%D9%84%D8%A8%D8%AE%D9%86%D8%AF\"><\/span><strong>\u06f4- \u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u060c \u0686\u0634\u0645 \u0647\u0627 \u0648 \u0644\u0628\u062e\u0646\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">def detection(grayscale, img):\n    face = cascade_face.detectMultiScale(grayscale, 1.3, 5) \n    for (x_face, y_face, w_face, h_face) in face:\n        cv2.rectangle(img, (x_face, y_face), (x_face+w_face, y_face+h_face), (255, 130, 0), 2) <\/pre>\n<p><\/p>\n<p style=\"text-align: justify;\">\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0631\u0648\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0639\u0645\u0627\u0644 \u0634\u0648\u062f \u060c \u0633\u067e\u0633 \u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Viola-Jones \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0627\u0648\u0644\u06cc\u0646 \u0622\u0631\u06af\u0645\u0627\u0646 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0646\u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0631\u0646\u06af\u06cc \u0628\u0627\u0634\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06cc\u06a9 \u0622\u0631\u06af\u0645\u0627\u0646 \u062f\u06cc\u06af\u0631 img \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u0645. \u0633\u067e\u0633 \u0628\u0627\u06cc\u062f \u0645\u062e\u062a\u0635\u0627\u062a \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0686\u0647\u0631\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u0646\u062f \u060c \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645. \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0627\u06cc\u0646 \u0645\u062e\u062a\u0635\u0627\u062a\u060c \u06f4 \u062d\u0631\u0641 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645: x \u060c y \u060c w \u060c \u0648 h.<\/p>\n<p style=\"text-align: justify;\">x \u0648 y \u0645\u062e\u062a\u0635\u0627\u062a \u06af\u0648\u0634\u0647 \u0628\u0627\u0644\u0627 \u0633\u0645\u062a \u0686\u067e \u0647\u0633\u062a\u0646\u062f \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 w \u0648 h \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0639\u0631\u0636 \u0648 \u0627\u0631\u062a\u0641\u0627\u0639 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u062d\u0631\u0641&nbsp; \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0635\u0648\u0631\u062a \u0645\u062a\u063a\u06cc\u0631 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0627\u0632 \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 OpenCV \u0628\u0647 \u0646\u0627\u0645 detectMultiScale \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u062a\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0627\u06cc\u0646 \u0645\u062e\u062a\u0635\u0627\u062a \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0627\u0632 \u0634\u06cc&nbsp; Cascade_face \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u06f3 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0627\u0632 \u0631\u0648\u0634 DetectMultiScale \u0631\u0648\u06cc \u0622\u0646 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0686\u0648\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0633\u06cc\u0627\u0647 \u0648 \u0633\u0641\u06cc\u062f \u062f\u0631 \u062d\u0627\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a<\/li>\n<li>\u0636\u0631\u06cc\u0628 \u0645\u0642\u06cc\u0627\u0633 \u06cc\u06a9 \u0633\u0648\u0645 (\u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u06f1\/\u06f3 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f)<\/li>\n<li>\u062d\u062f\u0627\u0642\u0644 \u062a\u0639\u062f\u0627\u062f \u0645\u0646\u0627\u0637\u0642 \u0645\u062c\u0627\u0648\u0631 \u067e\u0630\u06cc\u0631\u0641\u062a\u0647 \u0634\u062f\u0647: \u06f5 \u0646\u0642\u0637\u0647 \u0645\u062c\u0627\u0648\u0631.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0628\u0639\u062f \u060c \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627\u060c \u06cc\u06a9 \u062d\u0644\u0642\u0647 for \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0628\u0627 \u06f4 \u062d\u0631\u0641 x_face \u060c y_face \u060c h_face \u060c w_face \u062f\u0631 \u062f\u0627\u062e\u0644 \u0686\u0647\u0631\u0647 \u0647\u0627. \u062f\u0631 \u062d\u0644\u0642\u0647 for \u060c \u0645\u0627 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u06cc\u062f\u0645 \u06a9\u0647 \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0647\u0627\u06cc OpenCV \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0635\u0648\u0631\u062a \u0634\u0645\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p style=\"text-align: justify;\">\u0622\u0631\u06af\u0648\u0645\u0627\u0646 &#8220;img&#8221; \u0632\u06cc\u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0631\u0646\u06af\u06cc \u0645\u0627 \u06a9\u0634\u06cc\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<ul>\n<li style=\"text-align: justify;\">\u0645\u062e\u062a\u0635\u0627\u062a \u06af\u0648\u0634\u0647 \u0628\u0627\u0644\u0627 \u0633\u0645\u062a \u0686\u067e: x \u0648 y<\/li>\n<li style=\"text-align: justify;\">\u0645\u062e\u062a\u0635\u0627\u062a \u06af\u0648\u0634\u0647 \u067e\u0627\u06cc\u06cc\u0646 \u0633\u0645\u062a \u0631\u0627\u0633\u062a: w \u0648 h<\/li>\n<li style=\"text-align: justify;\">\u0631\u0646\u06af \u0645\u0633\u062a\u0637\u06cc\u0644: \u0631\u0646\u06af \u0622\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<li style=\"text-align: justify;\">\u0636\u062e\u0627\u0645\u062a \u0644\u0628\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0637\u06cc\u0644: \u0636\u062e\u0627\u0645\u062a \u06f2 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645 (\u062e\u06cc\u0644\u06cc \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a \u0627\u0645\u0627 \u06f2 \u06af\u0632\u06cc\u0646\u0647 \u062e\u0648\u0628\u06cc \u0627\u0633\u062a)<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u062a\u0648\u062c\u0647: \u06a9\u062f \u0632\u06cc\u0631 \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f ( \u0647\u0645\u0647 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645)<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">ri_grayscale = grayscale[y_face:y_face+h_face, x_face:x_face     + w_face] \n    ri_color = img[y_face:y_face+h_face, x_face:x_face+w_face]<\/pre>\n<p dir=\"ltr\">\n<\/p><p style=\"text-align: justify;\">\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u06a9\u0627\u0631 \u0686\u0647\u0631\u0647 \u062a\u0645\u0627\u0645 \u0634\u062f \u060c \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0686\u0634\u0645 \u0647\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u0645. \u0627\u06cc\u0646 \u062a\u0646\u0647\u0627 \u0628\u062e\u0634 \u0645\u0633\u0626\u0644\u0647 \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0645\u06cc \u0645\u0634\u06a9\u0644 \u0627\u0633\u062a \u0648 \u062f\u0631\u06a9 \u0622\u0646 \u06a9\u0645\u06cc \u062f\u0634\u0648\u0627\u0631\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0633\u0627\u0633\u0627\u064b \u060c \u062f\u0631 \u062e\u0637\u0648\u0637 \u0628\u0627\u0644\u0627 \u0630\u06a9\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0686\u0634\u0645 \u062f\u0631 \u0686\u0647\u0631\u0647 \u0647\u0633\u062a\u06cc\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0686\u0647\u0631\u0647 \u0628\u0647 &#8220;\u0645\u0646\u0637\u0642\u0647 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647&#8221; ( ROI ) \u0645\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0646\u06af\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u0645 \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06cc\u06a9 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u062f\u06cc\u06af\u0631 \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0646\u06af\u06cc \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0633\u0627\u0633\u0627\u064b \u060c \u06f2 \u0645\u0646\u0637\u0642\u0647 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f: \u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0648 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0631\u0646\u06af\u06cc. \u0645\u062a\u0639\u0627\u0642\u0628\u0627\u064b\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 ri_grays \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0628\u0627 \u062f\u0627\u0645\u0646\u0647 \u0645\u062e\u062a\u0635\u0627\u062a \u0645\u0633\u062a\u0637\u06cc\u0644 y: y + h \u0648 x: x + w \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0633\u067e\u0633 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0646\u06af\u06cc\u060c ri_color \u0631\u0627 \u0628\u0627 \u0647\u0645\u0627\u0646 \u0645\u062e\u062a\u0635\u0627\u062a \u0628\u0631\u0627\u06cc \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p dir=\"ltr\">eye = cascade_eye.detectMultiScale(ri_grayscale, 1.2, 18)<\/p>\n<p>for (x_eye, y_eye, w_eye, h_eye) in eye:<br>cv2.rectangle(ri_color,(x_eye, y_eye),(x_eye+w_eye, y_eye+h_eye), (0, 180, 60), 2)<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0686\u0634\u0645 \u0647\u0627\u060c \u0645\u0631\u062d\u0644\u0647 \u0627\u0648\u0644 \u0631\u0627 \u0628\u0627 \u0635\u0648\u0631\u062a \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0628\u0627 cascase_eye \u0634\u06cc\u0626\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0686\u0634\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0627\u0632 \u0631\u0648\u0634 DetectMultiScale \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u06f4 \u0646\u0642\u0637\u0647 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0636\u0631\u06cc\u0628 \u0645\u0642\u06cc\u0627\u0633 \u0631\u0627 \u0628\u0647 \u06f1\u066b\u06f2 \u0648 \u062d\u062f\u0627\u0642\u0644 \u0646\u0642\u0627\u0637 \u0645\u062c\u0627\u0648\u0631 \u0631\u0627 \u0628\u0647 \u06f1\u06f8 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u06cc\u0645 (\u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0646\u062a\u0627\u06cc\u062c \u0639\u0627\u0644\u06cc \u0645\u062c\u0628\u0648\u0631 \u0634\u062f\u06cc\u0645 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u0645).<\/p>\n<p style=\"text-align: justify;\">\u0633\u067e\u0633 \u06cc\u06a9 \u062d\u0644\u0642\u0647 for \u0628\u0631\u0627\u06cc \u0686\u0634\u0645 \u0647\u0627 \u0646\u06cc\u0632 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0648\u0631\u062f \u0642\u0628\u0644\u06cc \u0631\u0627 \u06a9\u067e\u06cc \u067e\u06cc\u0633\u062a \u06a9\u0646\u06cc\u062f \u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0646\u0627\u0645 \u0647\u0627\u06cc \u062d\u0631\u0641 \u0647\u0627 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f \u0648 \u0631\u0646\u06af \u062f\u06cc\u06af\u0631\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<\/p>\n<p dir=\"ltr\">smile = cascade_smile.detectMultiScale(ri_grayscale, 1.7, 20) <br>for (x_smile, y_smile, w_smile, h_smile) in smile:<br>cv2.rectangle(ri_color,(x_smile, y_smile),(x_smile+w_smile, y_smile+h_smile), (255, 0, 130), 2)<\/p>\n<p>return img<\/p>\n<p style=\"text-align: justify;\">\u0633\u067e\u0633 \u062f\u0648\u0628\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u0644\u0628\u062e\u0646\u062f \u060c \u0647\u0645\u0627\u0646 \u0645\u0631\u0627\u062d\u0644 \u062a\u06a9\u0631\u0627\u0631 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0635\u0648\u0631\u062a \u0648 \u0686\u0634\u0645 \u0631\u0627 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 DetectMultiScale \u060c \u0627\u0632 \u0636\u0631\u06cc\u0628 \u0645\u0642\u06cc\u0627\u0633 \u06f1\u066b\u06f7 \u0648 \u062d\u062f\u0627\u0642\u0644 \u0646\u0642\u0627\u0637 \u0645\u062c\u0627\u0648\u0631 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u06f2\u06f0 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">(\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u06af\u0641\u062a\u06cc\u0645 \u060c \u0628\u0631\u0627\u06cc \u0641\u0647\u0645\u06cc\u062f\u0646 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a\u06cc \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a).\u067e\u0633 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u062a\u0645\u0627\u0645 \u0645\u0631\u0627\u062d\u0644 \u060c \u0634\u0645\u0627 \u0641\u0642\u0637 \u0641\u0631\u06cc\u0645 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0628\u0627\u0632\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%DB%B5-_%D9%86%D9%85%D8%A7%DB%8C%D8%B4_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C_%D9%88%D8%A8_%DA%A9%D9%85\"><\/span><strong>\u06f5- \u0646\u0645\u0627\u06cc\u0634 \u062e\u0631\u0648\u062c\u06cc \u0648\u0628 \u06a9\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">vc = cv2.VideoCapture(0)\nwhile True:\n    _, img = vc.read()\n    grayscale = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) \n    final = detection(grayscale, img) \n    cv2.imshow('Video', final)\n    if cv2.waitKey(1) &amp; 0xFF == ord('q'): \n        break \nvc.release() \ncv2.destroyAllWindows() <\/pre>\n<p dir=\"ltr\">\n<\/p><p style=\"text-align: justify;\">\u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u06cc \u0628\u0647 \u0646\u0627\u0645 vc \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0627\u0632 \u06a9\u0644\u0627\u0633 VideoCapture \u0627\u0632 OpenCV \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u062a\u0646\u0647\u0627 \u0628\u0647 \u06cc\u06a9 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645: \u06f0 \u06cc\u0627 \u06f1\u066b\u0627\u06af\u0631 \u0627\u0632 \u0648\u0628 \u06a9\u0645 \u062f\u0627\u062e\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u06f0 \u0627\u06af\u0631 \u062e\u0627\u0631\u062c\u06cc \u0627\u0633\u062a \u06f1\u066b<\/p>\n<p style=\"text-align: justify;\">\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u062a\u0627\u0628\u0639 \u062a\u0634\u062e\u06cc\u0635 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0627\u062d\u062f \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u06a9\u0646\u0648\u0646 \u0645\u062c\u0628\u0648\u0631 \u0647\u0633\u062a\u06cc\u0645 \u0646\u0648\u0639\u06cc \u062d\u0644\u0642\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u06cc\u06a9 \u0633\u0631\u06cc \u0639\u06a9\u0633 \u0631\u0627 \u0628\u062f\u0647\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0646 \u06cc\u06a9 \u062d\u0644\u0642\u0647 while \u0628\u06cc \u0646\u0647\u0627\u06cc\u062a \u0631\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0639\u062f\u0627\u064b \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639 break \u0622\u0646 \u0631\u0627 \u0645\u06cc \u0634\u06a9\u0646\u06cc\u0645. \u062e\u0637\u0648\u0637 \u0628\u0639\u062f\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06af\u06cc\u062c \u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u0646\u062f \u060c \u0627\u0645\u0627 \u0627\u0633\u0627\u0633\u0627\u064b \u060c \u0631\u0648\u0634 \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u0632 VideoCapture \u062f\u0627\u0631\u0627\u06cc \u062f\u0648 \u0639\u0646\u0635\u0631 \u0627\u0633\u062a:<\/p>\n<p style=\"text-align: justify;\">\u06cc\u06a9\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0622\u062e\u0631\u06cc\u0646 \u0641\u0631\u06cc\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0648\u0628 \u06a9\u0645 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0641\u0642\u0637 \u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f\u060c \u0627\u0632 _ \u060c img \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0632\u06cc\u0631\u0627 \u0631\u0648\u0634 \u062e\u0648\u0627\u0646\u062f\u0646 \u06f2 \u0641\u0631\u06cc\u0645 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u0648 \u0634\u0645\u0627 \u0641\u0642\u0637 \u0627\u06cc\u0646 \u06cc\u06a9\u06cc \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f. \u0627\u06a9\u0646\u0648\u0646 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0631\u0627 \u0627\u0632 \u06a9\u0644\u0627\u0633 VideoCapture \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0632 \u062a\u0627\u0628\u0639 cvtColor \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0646\u06af\u06cc \u0631\u0627 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0647 \u06cc\u06a9 \u0642\u0627\u0628 B&amp;W \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u0622\u0646 \u0631\u0627 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0645\u06cc \u0646\u0627\u0645\u06cc\u0645 \u0648 \u06a9\u0644\u0627\u0633 cvtColor \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u0645 \u060c \u06a9\u0647 \u06f2 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f:<\/p>\n<p style=\"text-align: justify;\">&#8211; \u0642\u0627\u0628 (img)<\/p>\n<p style=\"text-align: justify;\">&nbsp;cv2.COLOR_BGR2GRAY &#8211; \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0633\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u060c \u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0648\u0633\u0637 \u0622\u0628\u06cc-\u0633\u0628\u0632-\u0642\u0631\u0645\u0632.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06a9\u0646\u0648\u0646 \u0645\u0646 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u062c\u062f\u06cc\u062f \u0628\u0647 \u0646\u0627\u0645 &#8216;final&#8217; \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645 \u0648 \u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u062a\u0627\u0628\u0639 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0645\u062a\u063a\u06cc\u0631 &#8220;final&#8221; \u060c \u0627\u0632 \u062a\u0627\u0628\u0639 \u062a\u0634\u062e\u06cc\u0635 \u0628\u0627 \u0622\u0631\u06af\u0648\u0645\u0627\u0646\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0648 img \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0627\u0628\u0639 imshow \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 OpenCV \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0646\u06cc\u0645\u06cc\u0634\u0646 \u0647\u0627\u06cc \u0645\u0633\u062a\u0637\u06cc\u0644 \u060c \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u0635\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u0648\u0628 \u06a9\u0645 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0645\u062a\u062d\u0631\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0633\u067e\u0633 \u0627\u0632 \u062a\u0627\u0628\u0639 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0633\u062a\u0646 \u067e\u0646\u062c\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0634\u0631\u0637 if \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0628\u0627 \u0647\u0631 \u0628\u0627\u0631 \u0641\u0634\u0627\u0631 \u062f\u0627\u062f\u0646 \u062f\u06a9\u0645\u0647 &#8216;q&#8217; \u0631\u0648\u06cc \u0635\u0641\u062d\u0647 \u06a9\u0644\u06cc\u062f \u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062e\u0627\u062a\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062d\u0644\u0642\u0647 while \u0645\u06cc \u0634\u06a9\u0646\u062f \u062a\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f \u067e\u0627\u06cc\u0627\u0646 \u06cc\u0627\u0628\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0627\u0632 \u0631\u0648\u0634 \u0627\u0646\u062a\u0634\u0627\u0631 ( release method ) \u0628\u0631\u0627\u06cc \u062e\u0627\u0645\u0648\u0634 \u06a9\u0631\u062f\u0646 \u0648\u0628 \u06a9\u0645 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f DestroyAllWindows \u0628\u0631\u0627\u06cc \u062e\u0627\u062a\u0645\u0647 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0648\u06cc\u0646\u062f\u0648\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u06a9\u062f \u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u06cc\u0631 \u062c\u0627\u06cc\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u062a\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f \u0647\u0631\u06af\u0648\u0646\u0647 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc \u062f\u0631 \u0628\u062e\u0634\u0647\u0627\u06cc \u0628\u0627\u0644\u0627 \u0628\u0647 \u06a9\u062f \u06a9\u0627\u0645\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">#!\/usr\/bin\/env python3\n# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Wed Aug  7 13:43:51 2019\n\n@author: rohangupta\n\"\"\"\n\nimport cv2\n\ncascade_face = cv2.CascadeClassifier('haarcascade_frontalface_default.xml') \ncascade_eye = cv2.CascadeClassifier('haarcascade_eye.xml') \ncascade_smile = cv2.CascadeClassifier('haarcascade_smile.xml')\n\ndef detection(grayscale, img):\n    face = cascade_face.detectMultiScale(grayscale, 1.3, 5)\n    for (x_face, y_face, w_face, h_face) in face:\n        cv2.rectangle(img, (x_face, y_face), (x_face+w_face, y_face+h_face), (255, 130, 0), 2)\n        ri_grayscale = grayscale[y_face:y_face+h_face, x_face:x_face+w_face]\n        ri_color = img[y_face:y_face+h_face, x_face:x_face+w_face] \n        eye = cascade_eye.detectMultiScale(ri_grayscale, 1.2, 18) \n        for (x_eye, y_eye, w_eye, h_eye) in eye:\n            cv2.rectangle(ri_color,(x_eye, y_eye),(x_eye+w_eye, y_eye+h_eye), (0, 180, 60), 2) \n        smile = cascade_smile.detectMultiScale(ri_grayscale, 1.7, 20)\n        for (x_smile, y_smile, w_smile, h_smile) in smile: \n            cv2.rectangle(ri_color,(x_smile, y_smile),(x_smile+w_smile, y_smile+h_smile), (255, 0, 130), 2)\n    return img \n\nvc = cv2.VideoCapture(0) \n\nwhile True:\n    _, img = vc.read() \n    grayscale = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) \n    final = detection(grayscale, img) \n    cv2.imshow('Video', final) \n    if cv2.waitKey(1) &amp; 0xFF == ord('q'):\n        break \n\nvc.release() \ncv2.destroyAllWindows() \n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%DB%B6-_%D8%AC%D9%85%D8%B9_%D8%A8%D9%86%D8%AF%DB%8C\"><\/span>\u06f6- \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u062f\u0644\u0627\u06cc\u0644 \u0632\u06cc\u0627\u062f\u06cc \u0645\u062f\u0644 \u062f\u0631\u0633\u062a \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0631\u062f \u0648 \u0686\u0647\u0631\u0647 \u06cc \u0628\u062f\u0648\u0646 \u0644\u0628\u062e\u0646\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0644\u0628\u062e\u0646\u062f \u0646\u06cc\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0627\u062f. \u0645\u062c\u0628\u0648\u0631 \u0634\u062f\u06cc\u0645 \u0628\u0627 \u0636\u0631\u06cc\u0628 \u0645\u0642\u06cc\u0627\u0633 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062d\u062f\u0627\u0642\u0644 \u0646\u0642\u0627\u0637 \u0645\u062c\u0627\u0648\u0631 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0637\u0644\u0648\u0628\u06cc \u0628\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"414\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/10\/\u062a\u0634\u062e\u06cc\u0635-\u0644\u0628\u062e\u0646\u062f-3.gif\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u062e\u0646\u062f 3\" class=\"wp-image-8924\" title=\"\"><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0647 \u0628\u0627\u0634\u062f. \u0627\u06af\u0631 \u0634\u0645\u0627 \u0647\u0645 \u0645\u062f\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0644\u0628\u062e\u0646\u062f \u06cc\u0627 \u0627\u062d\u0633\u0627\u0633 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f\u060c \u0646\u062a\u0627\u06cc\u062c \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0628\u062e\u0634 \u0646\u0638\u0631\u0627\u062a \u0628\u0627 \u0645\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f:<\/strong><\/h4>\n\n\n<div class=\"wp-block-group has-vivid-green-cyan-color has-text-color\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/machine-learning-tools\/\">\u06f1\u06f0 \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u062a\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0641\u0631\u0627 \u0628\u06af\u06cc\u0631\u06cc\u062f \u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0648\u06cc\u062f!<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/news\/deep-networks\/https-techxplore-com-news-2019-10-deep-localize-human-eyes-images-html\/\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0631\u0648\u06cc \u0686\u0634\u0645 \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/what-is-artificial-intelligence-machine-learning-deep-learning\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/a><\/li><\/ul>\n<\/div><\/div>\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/towardsdatascience.com\/facial-recognition-happiness-bbb3c4293d1d\" class=\"shortc-button small gray \" target=\"_blank\" rel=\"noopener\">Towards Data Science<\/a>\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;8920&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 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0644\u0628\u062e\u0646\u062f \u0628\u0633\u0627\u0632\u06cc\u0645&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        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&hellip;<\/p>\n","protected":false},"author":11,"featured_media":9249,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[22,18],"tags":[84,107,147,205,111],"class_list":["post-8920","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-machine-vision","category-edu","tag-84","tag-107","tag-147","tag-205","tag-111"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/8920","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=8920"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/8920\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/9249"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=8920"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=8920"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=8920"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}