{"id":6101,"date":"2020-04-03T17:40:15","date_gmt":"2020-04-03T13:10:15","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=6101"},"modified":"2020-04-11T09:39:42","modified_gmt":"2020-04-11T05:09:42","slug":"face-detection-recognition-and-emotion-detection-in-8-lines-of-code","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/face-detection-recognition-and-emotion-detection-in-8-lines-of-code\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u060c \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0641\u0642\u0637 \u0628\u0627 \u06f8 \u062e\u0637 \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc!!!"},"content":{"rendered":"<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\" 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href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/face-detection-recognition-and-emotion-detection-in-8-lines-of-code\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D8%B1%D9%81%DB%8C\"><\/span><strong>\u0645\u0639\u0631\u0641\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u062f\u0631 \u0647\u0645\u0647 \u0632\u0645\u0627\u0646 \u0647\u0627 \u0627\u0633\u062a\u0639\u062f\u0627\u062f \u0630\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u062a\u0645\u06cc\u0632 \u062f\u0627\u062f\u0646 \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u0634\u062a\u0647 \u0627\u0646\u062f. \u0627\u06a9\u0646\u0648\u0646 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\u0647\u0645\u0686\u0646\u06cc\u0646 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u06cc ( Pipeline ) \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u060c \u062a\u0634\u062e\u06cc\u0635 \u0648 \u062f\u0631\u06a9 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0628\u0631 \u0631\u0648\u06cc \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0628\u0627 \u062a\u0646\u0647\u0627 \u06f8 \u062e\u0637 \u06a9\u062f \u067e\u0633 \u0627\u0632 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645! \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0631 \u0631\u0648\u06cc \u0633\u0627\u06cc\u062a <a href=\"https:\/\/github.com\/priya-dwivedi\/face_and_emotion_detection\" target=\"_blank\" rel=\"noopener\">Github<\/a> \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0648-\u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc-\u0686\u0647\u0631\u0647.gif\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0648 \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0686\u0647\u0631\u0647\" class=\"wp-image-6102\" title=\"\"><figcaption>\u0628\u06cc\u0648\u0645\u062a\u0631\u06cc\u06a9 \u0686\u0647\u0631\u0647<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u06f3 \u0628\u062e\u0634 \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol style=\"text-align: justify;\">\n<li>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 : \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc 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\u0628\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0635\u0648\u0631\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ol>\n<ul style=\"text-align: justify;\">\n<li>\u062a\u0634\u062e\u06cc\u0635 \u0627\u062d\u0633\u0627\u0633\u0627\u062a : \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0686\u0647\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u0634\u062d\u0627\u0644\u060c \u063a\u0645\u06af\u06cc\u0646\u060c \u0639\u0635\u0628\u0627\u0646\u06cc\u060c \u0637\u0628\u06cc\u0639\u06cc\u060c \u0645\u062a\u0639\u062c\u0628\u060c \u0645\u0646\u0632\u062c\u0631 \u0648 \u062a\u0631\u0633\u06cc\u062f\u0647.<\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B4%D9%86%D8%A7%D8%B3%D8%A7%DB%8C%DB%8C_%DA%86%D9%87%D8%B1%D9%87\"><\/span><strong>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0627\u0648\u0644\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u06cc \u0645\u0627 \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u062f\u0647\u062f. \u0645\u0627 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 <a href=\"https:\/\/github.com\/ageitgey\/face_recognition\" target=\"_blank\" rel=\"noopener\">\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 <\/a>\u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u0646\u0635\u0628 \u0648 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0628\u0633\u06cc\u0627\u0631 \u062f\u0642\u06cc\u0642 \u0627\u0633\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0627\u0633\u06a9\u0646 \u06a9\u0631\u062f\u0647 \u0648 \u062c\u0639\u0628\u0647 \u0645\u062e\u062a\u0635\u0627\u062a \u062a\u0645\u0627\u0645 \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"508\" height=\"268\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0686\u0647\u0631\u0647-\u0627\u0648\u0628\u0627\u0645\u0627.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0627\u0648\u0628\u0627\u0645\u0627\" class=\"wp-image-6103\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0686\u0647\u0631\u0647-\u0627\u0648\u0628\u0627\u0645\u0627.jpg 508w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0686\u0647\u0631\u0647-\u0627\u0648\u0628\u0627\u0645\u0627-300x158.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0686\u0647\u0631\u0647-\u0627\u0648\u0628\u0627\u0645\u0627-310x165.jpg 310w\" sizes=\"(max-width: 508px) 100vw, 508px\" \/><figcaption>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647<\/figcaption><\/figure><\/div>\n\n\n<p>\u062f\u0631 \u0632\u06cc\u0631 \u06a9\u062f \u0647\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">face_locations = face_recognition.face_locations(image)\ntop, right, bottom, left = face_locations[0]\nface_image = image[top:bottom, left:right]<\/pre>\n<p>\u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0631 \u0631\u0648\u06cc \u0633\u0627\u06cc\u062a <a href=\"https:\/\/github.com\/priya-dwivedi\/face_and_emotion_detection\" target=\"_blank\" rel=\"noopener\">Github<\/a> \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7%D8%B2%D8%B4%D9%86%D8%A7%D8%B3%DB%8C_%DA%86%D9%87%D8%B1%D9%87\"><\/span><strong>\u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0686\u0647\u0631\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0686\u0647\u0631\u0647 \u062a\u0627\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0648 \u0686\u0647\u0631\u0647 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06cc\u06a9 \u0641\u0631\u062f \u0647\u0633\u062a\u0646\u062f. \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0686\u0647\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u060c <a href=\"https:\/\/shahaab-co.ir\/mag\/tag\/%d8%a8%db%8c%d9%88%d9%85%d8%aa%d8%b1%db%8c%da%a9\/\" target=\"_blank\" rel=\"noopener\">\u0628\u06cc\u0648\u0645\u062a\u0631\u06cc\u06a9<\/a>\u060c \u0633\u0631\u06af\u0631\u0645\u06cc\u060c \u0627\u0645\u0646\u06cc\u062a \u0634\u062e\u0635\u06cc \u0648&#8230; \u062f\u0627\u0631\u062f. \u0647\u0645\u0627\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0647 \u067e\u06cc\u0634 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u06cc\u0645\u060c \u0647\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0648 \u0647\u0645 \u062f\u0631 \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0686\u0647\u0631\u0647 . \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f. \u0627\u06af\u0631 \u062f\u0648 \u0686\u0647\u0631\u0647 \u06cc\u06a9\u0633\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645\u060c \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0686\u0647\u0631\u0647 \u0628\u0647 \u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u06af\u0641\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0686\u0647\u0631\u0647 \u06cc\u06a9\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631.<\/p>\n<p>\u0645\u0631\u0627\u062d\u0644 \u062f\u062e\u06cc\u0644 \u062f\u0631 \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0686\u0647\u0631\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\u06cc\u0627\u0641\u062a\u0646 \u0686\u0647\u0631\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631<\/li>\n<li>\u062a\u062d\u0644\u06cc\u0644 \u0648 \u0628\u0631\u0631\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0635\u0648\u0631\u062a<\/li>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062f\u0648 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc<\/li>\n<li>\u0627\u06af\u0631 \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0648\u062f \u062c\u0648\u0627\u0628 \u0628\u0644\u0647 \u0648 \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062c\u0648\u0627\u0628 \u062e\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/li>\n<\/ul>\n<p>\u06a9\u062f \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0622\u0648\u0631\u062f\u0647 \u0627\u06cc\u0645. \u0628\u0631\u062f\u0627\u0631 \u0647\u0627\u06cc \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u0686\u0647\u0631\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0648 \u0686\u0647\u0631\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">encoding_1 = face_recognition.face_encodings(image1)[0]\n\nencoding_2 = face_recognition.face_encodings(image1)[0]\n\nresults = face_recognition.compare_faces([encoding_1], encoding_2,tolerance=0.50)\n<\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631 \u062f\u0648 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"alignleft\"><img decoding=\"async\" width=\"195\" height=\"252\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0647\u0631\u0647-\u0644\u0626\u0648\u0646\u0627\u0631\u062f\u0648-\u062f\u06cc\u06a9\u0627\u067e\u0631\u06cc\u0648-\u062a\u0645\u0627\u0645-\u0631\u062e.png\" alt=\"\u0686\u0647\u0631\u0647 \u0644\u0626\u0648\u0646\u0627\u0631\u062f\u0648 \u062f\u06cc\u06a9\u0627\u067e\u0631\u06cc\u0648 \u062a\u0645\u0627\u0645 \u0631\u062e\" class=\"wp-image-6105\" title=\"\"><figcaption>\u0686\u0647\u0631\u0647 \u06f2<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"alignleft\"><img decoding=\"async\" width=\"185\" height=\"252\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0647\u0631\u0647-\u0644\u0626\u0648\u0646\u0627\u0631\u062f\u0648-\u062f\u06cc\u06a9\u0627\u067e\u0631\u06cc\u0648-\u0633\u0647-\u0631\u062e.png\" alt=\"\u0686\u0647\u0631\u0647 \u0644\u0626\u0648\u0646\u0627\u0631\u062f\u0648 \u062f\u06cc\u06a9\u0627\u067e\u0631\u06cc\u0648 \u0633\u0647 \u0631\u062e\" class=\"wp-image-6106\" title=\"\"><figcaption>\u0686\u0647\u0631\u0647 \u06f1<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u0645\u0627 \u062f\u0648 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0644\u0626\u0648\u0646\u0627\u0631\u062f\u0648 \u062f\u06cc\u06a9\u0627\u067e\u0631\u06cc\u0648 \u062f\u0631 \u062f\u0648 \u062d\u0627\u0644\u062a \u0645\u062a\u0641\u0627\u0648\u062a \u062f\u0627\u0631\u06cc\u0645. \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0639\u06a9\u0633 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0633\u062a\u0642\u06cc\u0645 \u06af\u0631\u0641\u062a\u0647 \u0646\u0634\u062f\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0686\u0647\u0631\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0647\u0627\u06cc \u0628\u0627\u0644\u0627 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f\u060c \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0686\u0647\u0631\u0647 \u062e\u0648\u0627\u0647\u062f \u0641\u0647\u0645\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632\u0622\u0646 \u06cc\u06a9 \u0641\u0631\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AD%D8%B3%D8%A7%D8%B3%D8%A7%D8%AA\"><\/span><strong>\u062a\u0634\u062e\u06cc\u0635 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"434\" height=\"456\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u062d\u0633\u0627\u0633-\u0686\u0647\u0631\u0647.jpeg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0627\u062d\u0633\u0627\u0633 \u0686\u0647\u0631\u0647\" class=\"wp-image-6109\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u062d\u0633\u0627\u0633-\u0686\u0647\u0631\u0647.jpeg 434w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u062d\u0633\u0627\u0633-\u0686\u0647\u0631\u0647-286x300.jpeg 286w\" sizes=\"(max-width: 434px) 100vw, 434px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0628\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u0634\u0627\u0646\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u06a9\u0644\u0627\u0645\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0686\u0647\u0631\u0647 \u0627\u0641\u0631\u0627\u062f \u0639\u0627\u062f\u062a \u062f\u0627\u0631\u0646\u062f. \u062d\u0627\u0644\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627 \u0648 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0631\u0627\u0633\u062a\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062f\u0631 \u062d\u0627\u0644 \u0628\u0647\u062a\u0631 \u0634\u062f\u0646 \u0647\u0633\u062a\u0646\u062f. \u062e\u0628 \u0645\u0627 \u0686\u06af\u0648\u0646\u0647 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0641\u0631\u062f\u06cc \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u0645\u061f<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0646\u0627\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 <a href=\"https:\/\/github.com\/npinto\/fer2013\" target=\"_blank\" rel=\"noopener\">\u062a\u0634\u062e\u06cc\u0635 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0686\u0647\u0631\u0647 ( FER )<\/a> \u0627\u0632 <a href=\"https:\/\/www.kaggle.com\/c\/challenges-in-representation-learning-facial-expression-recognition-challenge\/data\" target=\"_blank\" rel=\"noopener\">Kaggle<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0686\u0647\u0631\u0647 \u0647\u0627\u060c \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u06f7 \u0637\u0628\u0642\u0647 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0634\u0648\u0646\u062f &#8211; \u062e\u0648\u0634\u062d\u0627\u0644\u060c \u0639\u0635\u0628\u0627\u0646\u06cc\u060c \u0646\u0627\u0631\u0627\u062d\u062a\u060c \u0645\u062a\u0639\u062c\u0628\u060c \u0637\u0628\u06cc\u0639\u06cc\u060c \u0645\u0646\u0632\u062c\u0631 \u0648 \u062a\u0631\u0633\u06cc\u062f\u0647.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u0627 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u06cc\u0627 CNN \u0631\u0627 \u062f\u0631 \u06f6 \u0644\u0627\u06cc\u0647 \u062f\u0631 Keras \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0627\u0632 \u062a\u0642\u0648\u06cc\u062a \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0645\u0627&nbsp; \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0627\u0632 <a href=\"https:\/\/github.com\/priya-dwivedi\/face_and_emotion_detection\/blob\/master\/src\/EmotionDetector_v2.ipynb\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9<\/a> \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0622\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0641\u0642\u0637 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06f2 \u062e\u0637 \u06a9\u062f \u0632\u06cc\u0631\u060c \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0639\u06a9\u0633 \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">model = load_model(\".\/emotion_detector_models\/model.hdf5\")\npredicted_class = np.argmax(model.predict(face_image)<\/pre>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span><strong>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0645\u0648 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0642\u0637\u0647 \u0622\u063a\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0628\u0627\u0634\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0648\u0633\u06cc\u0644\u0647 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u062f\u06cc\u06af\u0631 \u0631\u0627\u0647 \u062d\u0644 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0634\u0645\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <a href=\"https:\/\/github.com\/priya-dwivedi\/face_and_emotion_detection\" target=\"_blank\" rel=\"noopener\">\u06a9\u062f \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u0627<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h4 style=\"text-align: justify;\"><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/tesla-vision-ai-lane-detection\/\">\u062a\u0633\u0644\u0627 \u0648\u06cc\u0698\u0646 \u0686\u06cc\u0633\u062a \u0648 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062a\u0633\u0644\u0627 \u0686\u06af\u0648\u0646\u0647 \u062e\u0637\u0648\u0637 \u062c\u0627\u062f\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/offline-ai-for-mobile\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06af\u0648\u0634\u06cc<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/which-ai-is-working-now\/\">\u06a9\u062f\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0644\u0627\u0646 \u06a9\u0627\u0631 \u0645\u06cc\u06a9\u0646\u0647\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/how-to-find-hidden-spy-cameras-in-hotels\/\">\u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627\u06cc \u062c\u0627\u0633\u0648\u0633\u06cc \u062f\u0631 \u0647\u062a\u0644 \u0647\u0627! \u0686\u06af\u0648\u0646\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634\u0627\u0646 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/how-autonomous-vehicles-see-surroundings\/\">\u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0646\u0634\u06cc\u0646 \u0686\u06af\u0648\u0646\u0647 \u0645\u062d\u06cc\u0637 \u0627\u0637\u0631\u0627\u0641 \u0631\u0627 \u0645\u06cc \u0628\u06cc\u0646\u0646\u062f\u061f<\/a><\/li>\n<\/ul>\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/towardsdatascience.com\/face-detection-recognition-and-emotion-detection-in-8-lines-of-code-b2ce32d4d5de\" target=\"_blank\" class=\"shortc-button small gray \" 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;6101&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 \u0686\u0647\u0631\u0647 \u060c \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0641\u0642\u0637 \u0628\u0627 8 \u062e\u0637 \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc!!!&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        <\/div>\n      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