{"id":9936,"date":"2021-01-02T16:00:27","date_gmt":"2021-01-02T12:30:27","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=9936"},"modified":"2021-01-30T17:48:49","modified_gmt":"2021-01-30T14:18:49","slug":"face-liveness-detection-with-python-keras-opencv","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/face-liveness-detection-with-python-keras-opencv\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0632\u0646\u062f\u0647 \u0628\u0648\u062f\u0646 \u0686\u0647\u0631\u0647 \u0628\u0627 Python \u060c Keras \u0648 OpenCV"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0648 \u0645\u0642\u0627\u0644\u0627\u062a \u067e\u0698\u0648\u0647\u0634\u06cc \u0627\u0632 \u062d\u0645\u0644\u0627\u062a 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\u06cc\u06a9 \u0641\u0631\u062f \u0628\u0627 \u0646\u06cc\u062a \u0628\u062f\u060c \u0641\u0642\u0637 \u0628\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0639\u06a9\u0633 \u0634\u062e\u0635 \u0645\u062c\u0627\u0632\u060c \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc\u060c \u0645\u062b\u0644 FaceID \u0627\u067e\u0644 \u060c \u0648\u0627\u0631\u062f \u0628\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f. \u0627\u0645\u0627 \u0627\u06af\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u0686\u0647\u061f<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"458\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u062a\u0634\u062e\u06cc\u0635-\u0632\u0646\u062f\u0647-\u0628\u0648\u062f\u0646-\u0686\u0647\u0631\u0647-\u062d\u0645\u0644\u0627\u062a-\u0639\u06a9\u0633.png\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0632\u0646\u062f\u0647 \u0628\u0648\u062f\u0646 \u0686\u0647\u0631\u0647 \u062d\u0645\u0644\u0627\u062a \u0639\u06a9\u0633\" class=\"wp-image-9937\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u062a\u0634\u062e\u06cc\u0635-\u0632\u0646\u062f\u0647-\u0628\u0648\u062f\u0646-\u0686\u0647\u0631\u0647-\u062d\u0645\u0644\u0627\u062a-\u0639\u06a9\u0633.png 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u062a\u0634\u062e\u06cc\u0635-\u0632\u0646\u062f\u0647-\u0628\u0648\u062f\u0646-\u0686\u0647\u0631\u0647-\u062d\u0645\u0644\u0627\u062a-\u0639\u06a9\u0633-300x196.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0647\u062f\u0641 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0632\u0646\u062f\u0647 \u0628\u0648\u062f\u0646 \u0686\u0647\u0631\u0647 \u060c \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u06a9 \u0632\u062f\u0646 \u0628\u0631\u0627\u06cc \u062e\u0646\u062b\u06cc \u06a9\u0631\u062f\u0646 \u062d\u0645\u0644\u0627\u062a \u0639\u06a9\u0633 \u0627\u0633\u062a. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0628\u06a9\u0645 \u0628\u0635\u0648\u0631\u062a \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0641\u0642\u0637 \u062f\u0631 \u0635\u0648\u0631\u062a \u067e\u0644\u06a9 \u0632\u062f\u0646 \u0646\u0627\u0645 \u0641\u0631\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647\u060c \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f :<\/p>\n<ol style=\"text-align: justify;\">\n<li>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0647\u0627 \u062f\u0631 \u0647\u0631 \u0641\u0631\u06cc\u0645 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0648\u0628\u06a9\u0645<\/li>\n<li>\u062a\u0634\u062e\u06cc\u0635 \u0686\u0634\u0645 \u0647\u0627\u060c \u0628\u0631\u0627\u06cc \u0647\u0631 \u0686\u0647\u0631\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647<\/li>\n<li>\u062a\u0634\u062e\u06cc\u0635 \u0628\u0627\u0632 \u06cc\u0627 \u0628\u0633\u062a\u0647 \u0628\u0648\u062f\u0646 \u0686\u0634\u0645 \u0647\u0627\u060c \u0628\u0631\u0627\u06cc \u0647\u0631 \u0686\u0634\u0645 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647<\/li>\n<li>\u0627\u06af\u0631 \u062f\u0631 \u06cc\u06a9 \u0644\u062d\u0638\u0647\u060c \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f \u06a9\u0647 \u0686\u0634\u0645 \u0647\u0627 \u0628\u0627\u0632 \u0647\u0633\u062a\u0646\u062f\u060c \u0648 \u0633\u067e\u0633 \u0628\u0633\u062a\u0647 \u0648 \u0633\u067e\u0633 \u0628\u0627\u0632 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0646\u062a\u06cc\u062c\u0647 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645 \u06a9\u0647 \u0641\u0631\u062f \u067e\u0644\u06a9 \u0645\u06cc \u0632\u0646\u062f \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0627\u0645 \u0622\u0646 \u0634\u062e\u0635 \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f ( \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0631\u0628 \u0628\u0627\u0632\u06a9\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u060c \u0628\u0647 \u0634\u062e\u0635 \u0627\u062c\u0627\u0632\u0647 \u0648\u0631\u0648\u062f \u0645\u06cc \u062f\u0647\u06cc\u0645 ).<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0647\u0627\u060c &nbsp;\u0628\u0627\u06cc\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 <em>face_recognition<\/em> &nbsp;\u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0631\u0627\u0647\u06a9\u0627\u0631 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0647\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0648\u06cc\u0698\u0647\u060c \u06f3 \u062a\u0627\u0628\u0639<em>Face_locations <\/em>&nbsp;\u060c <em>Face_encodings<\/em> \u0648 <em>compare_faces<\/em> \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0633\u062a\u0646\u062f. \u0631\u0648\u0634 <em>Face_locations<\/em> \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0647\u0631\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648 \u0631\u0648\u0634 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f : \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0627\u06cc \u062c\u0647\u062a \u062f\u0627\u0631 ( HoG ) \u0648 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) . \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u060c \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u0634 HoG \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062a\u0627\u0628\u0639 <em>face_encodings<\/em> \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0627\u0632 \u06f1\u06f2\u06f8 \u0648\u06cc\u0698\u06af\u06cc \u062a\u0628\u062f\u06cc\u0644 ( \u06a9\u062f\u0646\u06af\u0627\u0631\u06cc ) \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u062a\u062c\u0645\u06cc\u0639 \u0634\u062f\u0647 \u0628\u0627\u06cc\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u06cc\u0632 \u0628\u06cc\u0646 \u062f\u0648 \u0634\u062e\u0635 \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c <em>compare_faces<\/em> &nbsp;\u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u0628\u0631\u062f\u0627\u0631 \u062a\u0639\u0628\u06cc\u0647 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u0647\u0631\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u0648\u0628\u06a9\u0645 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0631\u062f\u0627\u0631 \u062a\u0639\u0628\u06cc\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062a\u0645\u0627\u0645 \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc \u06a9\u062f\u0646\u06af\u0627\u0631\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u062f. \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0628\u0627\u06cc\u062f \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0647\u0645\u0627\u0646 \u0634\u062e\u0635 \u0628\u0627\u0634\u062f.<\/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 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/face-liveness-detection-with-python-keras-opencv\/#%DB%B1-_%DA%A9%D8%AF%D9%86%DA%AF%D8%A7%D8%B1%DB%8C_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%B4%D8%AF%D9%87_%DA%86%D9%87%D8%B1%D9%87\" >\u06f1- \u06a9\u062f\u0646\u06af\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0686\u0647\u0631\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/face-liveness-detection-with-python-keras-opencv\/#%DB%B2-_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%B2%D9%86%D8%AF%D9%87_%D8%A8%D9%88%D8%AF%D9%86_%DA%86%D9%87%D8%B1%D9%87\" >\u06f2- \u062a\u0634\u062e\u06cc\u0635 \u0632\u0646\u062f\u0647 \u0628\u0648\u062f\u0646 \u0686\u0647\u0631\u0647<\/a><\/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\/face-liveness-detection-with-python-keras-opencv\/#%DB%B3-_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87_%D8%A7%D9%81%D8%B1%D8%A7%D8%AF_%D8%B2%D9%86%D8%AF%D9%87\" >\u06f3- \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0627\u0641\u0631\u0627\u062f \u0632\u0646\u062f\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%DB%B1-_%DA%A9%D8%AF%D9%86%DA%AF%D8%A7%D8%B1%DB%8C_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%B4%D8%AF%D9%87_%DA%86%D9%87%D8%B1%D9%87\"><\/span><strong>\u06f1- \u06a9\u062f\u0646\u06af\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0686\u0647\u0631\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0642\u0627\u062f\u0631 \u0627\u0633\u062a \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0628\u0627\u0631\u0627\u06a9 \u0627\u0648\u0628\u0627\u0645\u0627 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f. \u0645\u0627 \u062d\u062f\u0648\u062f \u06f1\u06f0 \u0639\u06a9\u0633 \u0627\u0632 \u0647\u0631 \u0641\u0631\u062f \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647\u060c \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u06a9\u062f\u0646\u06af\u0627\u0631\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0645\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/Guarouba\/ec257c28d2c75cf3c3508248af885f22.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u06a9\u062f\u0646\u06af\u0627\u0631\u06cc \u0647\u0627\u06cc \u0647\u0631 \u0634\u062e\u0635\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0627 \u0634\u0646\u0627\u062e\u062a\u06cc\u0645\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0686\u0647\u0631\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0628\u06a9\u0645 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a\u060c \u0628\u0627\u06cc\u062f \u0628\u06cc\u0646 \u0639\u06a9\u0633 \u0686\u0647\u0631\u0647 \u0648 \u0686\u0647\u0631\u0647 \u0632\u0646\u062f\u0647 \u06cc\u06a9 \u0641\u0631\u062f \u062a\u0645\u0627\u06cc\u0632 \u0642\u0627\u0626\u0644 \u0634\u0648\u06cc\u0645.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B2-_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%B2%D9%86%D8%AF%D9%87_%D8%A8%D9%88%D8%AF%D9%86_%DA%86%D9%87%D8%B1%D9%87\"><\/span><strong>\u06f2- \u062a\u0634\u062e\u06cc\u0635 \u0632\u0646\u062f\u0647 \u0628\u0648\u062f\u0646 \u0686\u0647\u0631\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc\u060c \u0647\u062f\u0641 \u062a\u0634\u062e\u06cc\u0635 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u06cc \u0686\u0634\u0645 \u0628\u0627\u0632-\u0628\u0633\u062a\u0647-\u0628\u0627\u0632 \u062f\u0631 \u06cc\u06a9 \u0644\u062d\u0638\u0647 \u0627\u0633\u062a. \u0645\u0627 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u06cc\u0645 \u062a\u0627 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0686\u0634\u0645 \u0628\u0633\u062a\u0647 \u0627\u0633\u062a \u06cc\u0627 \u0628\u0627\u0632. \u0645\u062f\u0644 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 LeNet-5 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc <a href=\"http:\/\/parnec.nuaa.edu.cn\/_upload\/tpl\/02\/db\/731\/template731\/pages\/xtan\/ClosedEyeDatabases.html\" target=\"_blank\" rel=\"noopener noreferrer\">Closed Eyes In The Wild (CEW)<\/a> \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u0627\u0632 \u062d\u062f\u0648\u062f \u06f4\u06f8\u06f0\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u0686\u0634\u0645 \u062f\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f2\u06f4&#215;\u06f2\u06f4 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/Guarouba\/b8638aae1271bffa4749bb1a0c6c4d5d.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0647\u0646\u06af\u0627\u0645 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644\u060c \u0628\u0647 \u062f\u0642\u062a \u06f9\u06f4 % \u0631\u0633\u06cc\u062f\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u06cc\u06a9 \u0686\u0634\u0645 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u06cc\u0645\u060c \u0648\u0636\u0639\u06cc\u062a \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u062e\u0648\u062f \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0648\u0636\u0639\u06cc\u062a \u0686\u0634\u0645 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0634\u062e\u0635 \u062b\u0628\u062a \u0648 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0647 \u06a9\u0645\u06a9 \u062a\u0627\u0628\u0639 \u0632\u06cc\u0631\u060c \u06a9\u0647 \u0633\u0639\u06cc \u062f\u0627\u0631\u062f \u0627\u0644\u06af\u0648\u06cc \u0628\u0633\u062a\u0647 \u0628\u0627\u0632 \u0628\u0633\u062a\u0647 \u0631\u0627 \u062f\u0631 \u0633\u0627\u0628\u0642\u0647 \u0648\u0636\u0639\u06cc\u062a \u0686\u0634\u0645 \u0647\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f\u060c \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u06a9 \u0632\u062f\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/Guarouba\/9db1f911a53000132cde5bb97eeb9a1a.js\"><\/script>\n\n\n<h2><span class=\"ez-toc-section\" id=\"%DB%B3-_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87_%D8%A7%D9%81%D8%B1%D8%A7%D8%AF_%D8%B2%D9%86%D8%AF%D9%87\"><\/span><strong>\u06f3- \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0627\u0641\u0631\u0627\u062f \u0632\u0646\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0647\u0645\u0647 \u0627\u0644\u0645\u0627\u0646 \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0648\u0627\u0642\u0639\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062f\u0627\u0631\u06cc\u0645. \u0645\u0627 \u0641\u0642\u0637 \u0628\u0647 \u06cc\u06a9 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0686\u0647\u0631\u0647 \u0647\u0627 \u0648 \u0686\u0634\u0645 \u0647\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0647\u0627 \u0627\u0632 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 Haar-cascade openCV \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0648 \u0686\u0634\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Haar-cascade \u060c \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <a href=\"https:\/\/docs.opencv.org\/3.4.3\/d7\/d8b\/tutorial_py_face_detection.html\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647<\/a> \u0639\u0627\u0644\u06cc \u0631\u0627 \u0627\u0632 OpenCV \u0628\u062e\u0648\u0627\u0646\u06cc\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/Guarouba\/1897d18ed9e6355346e1a234bf35c1ea.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u062a\u0627\u0628\u0639 \u0628\u0627\u0644\u0627 \u06a9\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0645\u0648\u0627\u0631\u062f\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li>model : \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0686\u0634\u0645 \u0628\u0627\u0632 \/ \u0628\u0633\u062a\u0647 \u0645\u0627<\/li>\n<li>video_capture &nbsp;: \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc<\/li>\n<li>face_detector &nbsp;: \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0686\u0647\u0631\u0647 Haas-cascade . \u0645\u0627 \u0627\u0632 xml \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645<\/li>\n<li>open_eyes_detector : \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0686\u0634\u0645 \u0628\u0627\u0632 &nbsp;Haas-cascade. \u0645\u0627 \u0627\u0632 xml \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645<\/li>\n<li>left_eye_detector : \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0686\u0634\u0645 \u0686\u067e Haar-cascade. \u0645\u0627 \u0627\u0632 haarcascade_lefteye_2 splits.xml \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0634\u0645 \u0628\u0627\u0632 \u06cc\u0627 \u0628\u0633\u062a\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/li>\n<li>right_eye_detector : \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0686\u0634\u0645 \u0631\u0627\u0633\u062a Haar-cascade. \u0645\u0627 \u0627\u0632 xml \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0634\u0645 \u0647\u0627\u06cc \u0628\u0627\u0632 \u06cc\u0627 \u0628\u0633\u062a\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/li>\n<li>data : \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u06cc \u0627\u0632 \u06a9\u062f\u0646\u06af\u0627\u0631\u06cc \u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0648 \u0627\u0633\u0627\u0645\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647<\/li>\n<li>eyes_detected : \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u06cc \u062d\u0627\u0648\u06cc \u0633\u0627\u0628\u0642\u0647 \u0648\u0636\u0639\u06cc\u062a \u0686\u0634\u0645 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0646\u0627\u0645.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u062f\u0631 \u062e\u0637\u0648\u0637 \u06f4-\u06f2 \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u0631\u0627 \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u0648\u0628\u06a9\u0645 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645 \u0648 \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f\u0646 \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u0622\u0646 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u062f\u0631 \u062e\u0637 \u06f1\u06f0 \u0686\u0647\u0631\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0641\u0631\u06cc\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u060c \u0633\u067e\u0633 \u062f\u0631 \u062e\u0637 \u06f2\u06f1 \u060c \u0622\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 -d128 \u06a9\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u062e\u0637 \u06f3\u06f8-\u06f2\u06f3 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u0631\u0627 \u0628\u0627 \u06a9\u062f\u0646\u06af\u0627\u0631\u06cc \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0627 \u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u0645\u0648\u0627\u0631\u062f \u0645\u0646\u0637\u0628\u0642\u060c \u0646\u0627\u0645 \u0634\u062e\u0635 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0645\u0648\u0631\u062f\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0645\u0646\u0637\u0628\u0642 \u0648 \u0647\u0645\u062e\u0648\u0627\u0646 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0627 \u0634\u0631\u0648\u0639 \u062e\u0637 \u06f4\u06f5 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0627\u0632 \u062f\u0631\u0648\u0646 \u06a9\u0627\u062f\u0631 \u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u060c \u0686\u0634\u0645 \u0647\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0628\u062a\u062f\u0627 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0686\u0634\u0645 \u0647\u0627\u06cc \u0628\u0627\u0632 \u0631\u0627 \u0628\u0627 <em>open_eye_detector<\/em> \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u0645. \u0627\u06af\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0645\u0648\u0641\u0642 \u0634\u0648\u062f\u060c \u062f\u0631 \u062e\u0637 \u06f5\u06f4\u060c &#8216;\u06f1&#8217; \u0628\u0647 \u0633\u0627\u0628\u0642\u0647 \u0648\u0636\u0639\u06cc\u062a \u0686\u0634\u0645 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0686\u0634\u0645 \u0647\u0627 \u0628\u0627\u0632 \u0647\u0633\u062a\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 <em>open_eye_detector<\/em> \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0634\u0645 \u0628\u0633\u062a\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631\u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a\u060c \u0627\u06af\u0631 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0627\u0648\u0644 \u0645\u0648\u0641\u0642 \u0646\u0634\u062f\u060c (\u0634\u0627\u06cc\u062f \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0628\u0633\u062a\u0647 \u0628\u0648\u062f\u0646 \u0686\u0634\u0645 \u0647\u0627 \u06cc\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u0634\u0645 \u0647\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0645\u06cc \u062f\u0647\u062f) \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627\u06cc <em>left_eye <\/em><em>&nbsp;<\/em>\u0648 <em>right_eye <\/em>&nbsp;\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0686\u0647\u0631\u0647 \u0628\u0647 \u0646\u06cc\u0645\u0647 \u0686\u067e \u0648 \u0631\u0627\u0633\u062a \u062c\u062f\u0627 \u0627\u0632 \u0647\u0645 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647\u060c \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0634\u0648\u062f. \u0628\u0627 \u0634\u0631\u0648\u0639 \u062e\u0637 \u06f9\u06f2\u060c \u0642\u0633\u0645\u062a \u0686\u0634\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0686\u0634\u0645 \u0647\u0627 \u0628\u0633\u062a\u0647 \u0647\u0633\u062a\u0646\u062f \u06cc\u0627 \u0646\u0647.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u06cc\u06a9 \u0686\u0634\u0645 \u0628\u0633\u062a\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f\u060c \u0622\u0646\u06af\u0627\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f \u0647\u0631 \u062f\u0648 \u0686\u0634\u0645 \u0628\u0633\u062a\u0647 \u0628\u0627\u0634\u062f \u0648 \u06cc\u06a9 &#8216;\u06f0&#8217; \u0628\u0647 \u0633\u0627\u0628\u0642\u0647 \u0648\u0636\u0639\u06cc\u062a \u0686\u0634\u0645 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631\u063a\u06cc\u0631\u0627\u06cc\u0646\u0635\u0648\u0631\u062a\u060c \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0686\u0634\u0645 \u0647\u0627 \u0628\u0627\u0632 \u0647\u0633\u062a\u0646\u062f. \u062f\u0631\u0646\u0647\u0627\u06cc\u062a \u062f\u0631 \u062e\u0637 \u06f1\u06f1\u06f0 \u0627\u0632 \u062a\u0627\u0628\u0639 <em>isBlinking ()<\/em> &nbsp;\u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u06a9 \u0632\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0627\u06af\u0631 \u0641\u0631\u062f \u067e\u0644\u06a9 \u0628\u0632\u0646\u062f\u060c \u0646\u0627\u0645\u0634 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u06a9\u062f \u06a9\u0627\u0645\u0644 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0637\u0631\u06cc\u0642 <a href=\"https:\/\/github.com\/Guarouba\/face_rec\" target=\"_blank\" rel=\"noopener noreferrer\">github<\/a> \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<div id=\"34979905492\"><script type=\"text\/JavaScript\" src=\"https:\/\/www.aparat.com\/embed\/TIXk9?data[rnddiv]=34979905492&amp;data[responsive]=yes\"><\/script><\/div>\n\n\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\/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\/edu\/tensorflow-intro\/\">\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/best-security-camera-apps\/\">\u06f5 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0628\u0631\u062a\u0631 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f0<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/programming-tools\/top-open-source-annotation-tools-computer-vision\/\">\u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/facial-recognition-happiness-mode\/\">\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<\/a><\/li><\/ul>\n\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/towardsdatascience.com\/real-time-face-liveness-detection-with-python-keras-and-opencv-c35dc70dafd3\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Towards Data Science<\/a>\n<\/div><\/div>\n\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;9936&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;\u062a\u0634\u062e\u06cc\u0635 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0632\u0646\u062f\u0647 \u0628\u0648\u062f\u0646 \u0686\u0647\u0631\u0647 \u0628\u0627 Python \u060c Keras \u0648 OpenCV&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        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\u0627\u0632 \u062d\u0645\u0644\u0627\u062a \u0639\u06a9\u0633 (\u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0639\u06a9\u0633 \u0686\u0647\u0631\u0647 \u0628\u062c\u0627\u06cc \u0686\u0647\u0631\u0647 \u06cc \u0648\u0627\u0642\u0639\u06cc \u0641\u0631\u062f) \u062f\u0631 \u0627\u0645\u0627\u0646 \u0646\u06cc\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0647\u0627 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0648 \u062c\u0631\u06cc\u0627\u0646 \u200c\u0647\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0627\u0632 \u0648\u0628\u06a9\u0645 \u0648 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c &hellip;<\/p>\n","protected":false},"author":17,"featured_media":9940,"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":[18,19],"tags":[],"class_list":["post-9936","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-edu","category-deep-learning"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9936","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\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=9936"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9936\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/9940"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=9936"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=9936"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=9936"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}