{"id":6253,"date":"2020-04-08T20:46:10","date_gmt":"2020-04-08T16:16:10","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=6253"},"modified":"2020-04-08T21:18:04","modified_gmt":"2020-04-08T16:48:04","slug":"automate-surveillance-with-deep-learning","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/automate-surveillance-with-deep-learning\/","title":{"rendered":"\u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0622\u0645\u0648\u0632\u0634\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc ( Surveillance )\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc ( Object Detection ) \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u060c \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0639\u0627\u0628\u0631 \u067e\u06cc\u0627\u062f\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc ( GPU Multiprocessing ) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0646\u0638\u0627\u0631\u062a\u060c \u06cc\u06a9 \u0628\u062e\u0634 \u062c\u062f\u0627\u06cc\u06cc \u0646\u0627\u067e\u0630\u06cc\u0631 \u0627\u0632 \u0627\u0645\u0646\u06cc\u062a \u0648 \u067e\u0627\u0633\u0628\u0627\u0646\u06cc \u0627\u0633\u062a. \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u062e\u0634 \u0647\u0627\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0632\u0645\u0627\u0646 \u0637\u0648\u0644\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0645\u0631\u0627\u0642\u0628\u062a \u0648 \u062a\u0648\u062c\u0647 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0631\u062e\u062f\u0627\u062f \u0645\u0633\u0626\u0644\u0647 \u0627\u06cc \u0646\u0627\u0645\u0637\u0644\u0648\u0628 \u0627\u062d\u0633\u0627\u0633 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06af\u0631\u0686\u0647 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062f\u0631 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height=\"363\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0631\u062e-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u0648-\u0628\u06cc\u0646\u0627\u06cc\u06cc-\u0645\u0627\u0634\u06cc\u0646-\u062f\u0631-Imagenet.png\" alt=\"\u0646\u0631\u062e \u062e\u0637\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 Imagenet\" class=\"wp-image-6254\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0631\u062e-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u0648-\u0628\u06cc\u0646\u0627\u06cc\u06cc-\u0645\u0627\u0634\u06cc\u0646-\u062f\u0631-Imagenet.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0631\u062e-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u0648-\u0628\u06cc\u0646\u0627\u06cc\u06cc-\u0645\u0627\u0634\u06cc\u0646-\u062f\u0631-Imagenet-300x136.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0631\u062e-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u0648-\u0628\u06cc\u0646\u0627\u06cc\u06cc-\u0645\u0627\u0634\u06cc\u0646-\u062f\u0631-Imagenet-768x348.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><figcaption>\u0646\u0631\u062e \u062e\u0637\u0627 \u0631\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 ImageNet \u062f\u0631 \u0637\u06cc \u0632\u0645\u0627\u0646\u060c \u0628\u0631\u0627\u06cc \u0627\u0646\u0633\u0627\u0646\u060c \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u0631\u0633\u0648\u0645 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 . <a href=\"https:\/\/www.dsiac.org\/resources\/journals\/dsiac\/winter-2017-volume-4-number-1\/real-time-situ-intelligent-video-analytics\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u0645\u0646\u0628\u0639 (\u062f\u0631 \u06cc\u06a9 \u0628\u0631\u06af\u0647 \u062c\u062f\u06cc\u062f \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f)\">\u0645\u0646\u0628\u0639<\/a><\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0644\u0647\u060c \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0647\u0645\u0627\u0646 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0648 \u06cc\u0627 \u062d\u062a\u06cc \u0628\u0647\u062a\u0631 \u0627\u0632 \u0622\u0646\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u0628\u0627 \u0627\u0633\u062a\u0646\u0627\u062f \u0628\u0631 \u0627\u06cc\u0646 \u06af\u0641\u062a\u0647\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0646\u0638\u0627\u0631\u062a\u060c \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0646\u0638\u0627\u0631\u062a \u06cc\u06a9 \u06a9\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0627 \u0627\u0641\u062a\u0627\u062f\u0647 \u0645\u06cc \u0628\u0627\u0634\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0645\u0627 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0686\u0646\u0627\u0646\u0686\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0627\u0645\u0631 \u0646\u0638\u0627\u0631\u062a \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0635\u0648\u0631\u062a \u0631\u062e\u062f\u0627\u062f \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u0646\u0627\u062f\u0631\u0633\u062a\u060c \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0644\u0627\u0632\u0645 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0648 \u0646\u0638\u0627\u0631\u062a \u0648\u0633\u0639\u062a \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0641\u0631\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0633\u062a. \u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627\u06cc \u062b\u0627\u0628\u062a \u0646\u06cc\u0632 \u062f\u06cc\u062f \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u0646\u062f. \u0628\u0627 \u0648\u062c\u0648\u062f \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a\u06cc \u0645\u062a\u062d\u0631\u06a9 (\u0645\u0627\u0646\u0646\u062f \u0645\u06cc\u06a9\u0631\u0648 \u067e\u0647\u067e\u0627\u062f \u0647\u0627) \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u0627\u062a \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u0646\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u0627\u0645\u0646\u06cc\u062a \u0646\u06cc\u0633\u062a\u0646\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06af\u0631\u062f\u062f\u060c \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u062c\u0645\u0644\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631 \u0647\u0627\u06cc \u06a9\u0648\u062f\u06a9 \u0648 \u06cc\u0627 \u062a\u062d\u0648\u06cc\u0644 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062d\u0635\u0648\u0644 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u00a0<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D9%82%D9%88%D9%84%D8%A7%D9%86%D9%87_%D8%A7%D8%B3%D8%AA_%D8%A7%D9%85%D8%A7_%DA%86%DA%AF%D9%88%D9%86%D9%87_%D9%85%DB%8C_%D8%AA%D9%88%D8%A7%D9%86_%D8%A2%D9%86_%D8%B1%D8%A7_%D8%AE%D9%88%D8%AF%DA%A9%D8%A7%D8%B1_%D9%86%D9%85%D9%88%D8%AF%D8%9F\"><\/span>\u0645\u0639\u0642\u0648\u0644\u0627\u0646\u0647 \u0627\u0633\u062a. \u0627\u0645\u0627 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0646\u0645\u0648\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0626\u0648\u0631\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0646\u0638\u0627\u0631\u062a \u062f\u0631 \u062d\u0627\u0644\u062a \u0639\u0627\u062f\u06cc \u0686\u06af\u0648\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u0645\u0627 \u0628\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u0646 \u0628\u0627 \u0686\u06cc\u0632 \u063a\u06cc\u0631\u0639\u0627\u062f\u06cc\u060c \u0648\u0627\u0631\u062f \u0639\u0645\u0644 \u0645\u06cc \u0634\u0648\u06cc\u0645. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062f\u0631 \u0627\u0635\u0644\u060c \u0641\u0646\u0627\u0648\u0631\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631\u060c \u0628\u0627\u06cc\u062f \u0647\u0631 \u0641\u0631\u06cc\u0645 \u0627\u0632 \u0648\u06cc\u062f\u0626\u0648 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0645\u062a\u0648\u062c\u0647 \u0645\u0648\u0627\u0631\u062f \u063a\u06cc\u0631\u0639\u0627\u062f\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u0622\u0634\u0646\u0627 \u0628\u0646\u0638\u0631 \u0646\u0645\u06cc \u0631\u0633\u062f\u061f<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062d\u062f\u0633 \u0632\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f<strong>\u060c \u0647\u0645\u0627\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0645\u062d\u0644\u06cc \u0633\u0627\u0632\u06cc (<\/strong><strong>Object Detection with Localization <\/strong><strong>\u00a0)<\/strong> \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0627 \u0641\u0631\u0627\u06cc\u0646\u062f \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc\u060c \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u0646\u0633\u062a\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a \u062f\u0642\u06cc\u0642 \u0634\u06cc \u062f\u0627\u0631\u062f\u060c \u0627\u0646\u062f\u06a9\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0634\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062c\u0632\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-\u0645\u062d\u0644\u06cc-\u0633\u0627\u0632\u06cc.jpg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"700\" height=\"771\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-\u0645\u062d\u0644\u06cc-\u0633\u0627\u0632\u06cc.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 \u0645\u062d\u0644\u06cc \u0633\u0627\u0632\u06cc\" class=\"wp-image-6255\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-\u0645\u062d\u0644\u06cc-\u0633\u0627\u0632\u06cc.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-\u0645\u062d\u0644\u06cc-\u0633\u0627\u0632\u06cc-272x300.jpg 272w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/a><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a \u062f\u0642\u06cc\u0642\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0627 \u0628\u0627\u06cc\u062f \u0647\u0631 \u0628\u062e\u0634 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0648\u062c\u0648\u062f \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0633\u062e\u062a \u062a\u0631 \u0627\u0632 \u0622\u0646 \u0686\u06cc\u0632\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0628\u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f. \u0627\u0645\u0627 \u0627\u0632 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f4\u060c \u0628\u0627 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u06a9\u0631\u0631 \u0648 \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u062d\u0648\u0632\u0647 \u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0634\u06cc\u0627 \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc ( Real-Time ) \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0633\u0631\u0639\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u062e\u062a\u0644\u0641-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"323\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0633\u0631\u0639\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u062e\u062a\u0644\u0641-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x323.png\" alt=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0633\u0631\u0639\u062a \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6256\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0633\u0631\u0639\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u062e\u062a\u0644\u0641-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x323.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0633\u0631\u0639\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u062e\u062a\u0644\u0641-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x95.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0633\u0631\u0639\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u062e\u062a\u0644\u0641-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x242.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0633\u0631\u0639\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u062e\u062a\u0644\u0641-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png 1370w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0631 \u0637\u06cc \u062f\u0648 \u0633\u0627\u0644 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0686\u0646\u062f\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631\u0648\u0646 \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632 : Faster RCNN\u060c YOLO \u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc SSD ( Single Shot Detector ).<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0633\u0631\u0639\u062a-\u0648-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"609\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0633\u0631\u0639\u062a-\u0648-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x609.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0631\u0639\u062a \u0648 \u062f\u0642\u062a \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6260\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0633\u0631\u0639\u062a-\u0648-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x609.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0633\u0631\u0639\u062a-\u0648-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x179.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0633\u0631\u0639\u062a-\u0648-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x457.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0633\u0631\u0639\u062a-\u0648-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u0645\u0635\u0627\u0644\u062d\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062f\u0642\u062a. \u06cc\u06a9 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062f\u0642\u062a \u0645\u062a\u0648\u0633\u0637 ( mAP ) \u0628\u0627\u0644\u0627\u062a\u0631 \u0648 \u0632\u0645\u0627\u0646 GPU \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631 \u0628\u0647\u06cc\u0646\u0647 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0647\u0631 \u0645\u062f\u0644 \u0628\u0647 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u067e\u0627\u06cc\u0647 \u0648\u0627\u0628\u0633\u062a\u0647 \u0627\u0633\u062a\u060c \u06a9\u0647 \u062a\u0627 \u062d\u062f \u0632\u06cc\u0627\u062f\u06cc \u0631\u0648\u06cc \u062f\u0642\u062a \u0646\u0647\u0627\u06cc\u06cc \u0648 \u0646\u06cc\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u06cc \u0634\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0634\u062f\u062a \u0631\u0648\u06cc \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0646\u06cc\u0632 \u062f\u0642\u062a \u0646\u0647\u0627\u06cc\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u0634\u0648\u062f\u060c \u0647\u0645\u0648\u0627\u0631\u0647 \u0645\u0635\u0627\u0644\u062d\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062f\u0642\u062a \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/strong><\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645\u060c \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u060c \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc \u0633\u0627\u062f\u0647 \u0627\u0645\u0627 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0633\u0627\u0632\u06cc\u0645. \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0634\u06cc \u0627\u0632 \u0645\u0627\u0647\u06cc\u062a \u06a9\u0627\u0631 \u0646\u0638\u0627\u0631\u062a \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AD%D8%AF%D9%88%D8%AF%DB%8C%D8%AA_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B9%D9%85%DB%8C%D9%82_%D8%AF%D8%B1_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA\"><\/span>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0646\u0638\u0627\u0631\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0627\u063a\u0644\u0628 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u06cc\u0645 \u0631\u0648\u06cc \u0648\u0633\u0639\u062a \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646 \u0646\u0638\u0627\u0631\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0639\u0648\u0627\u0645\u0644\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0646\u0638\u0627\u0631\u062a \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B1-_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D9%88%DB%8C%D8%AF%DB%8C%D9%88%DB%8C%DB%8C\"><\/span><strong>\u06f1- <\/strong><strong>\u062a\u0635\u0648\u06cc\u0631 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0628\u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc\u060c \u0628\u0631\u0627\u06cc \u0645\u0631\u0627\u0642\u0628\u062a \u0627\u0632 \u06cc\u06a9 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0632\u0631\u06af\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0628\u0627\u0634\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0622\u0646\u060c \u0627\u06cc\u0646 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062c\u0627\u06cc\u06cc\u060c \u062e\u0648\u0627\u0647 \u0628\u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0648 \u06cc\u0627 \u062f\u0631 \u0645\u06a9\u0627\u0646\u06cc \u062f\u0648\u0631\u062f\u0633\u062a\u060c \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0648\u0631\u0628\u06cc\u0646-\u0646\u0638\u0627\u0631\u062a\u06cc.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0648\u0631\u0628\u06cc\u0646-\u0646\u0638\u0627\u0631\u062a\u06cc-1024x682.jpeg\" alt=\"\u062f\u0648\u0631\u0628\u06cc\u0646 \u0646\u0638\u0627\u0631\u062a\u06cc\" class=\"wp-image-6263\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0648\u0631\u0628\u06cc\u0646-\u0646\u0638\u0627\u0631\u062a\u06cc-1024x682.jpeg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0648\u0631\u0628\u06cc\u0646-\u0646\u0638\u0627\u0631\u062a\u06cc-300x200.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0648\u0631\u0628\u06cc\u0646-\u0646\u0638\u0627\u0631\u062a\u06cc-768x512.jpeg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0648\u0631\u0628\u06cc\u0646-\u0646\u0638\u0627\u0631\u062a\u06cc-310x205.jpeg 310w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0648\u0631\u0628\u06cc\u0646-\u0646\u0638\u0627\u0631\u062a\u06cc.jpeg 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u060c \u0646\u0633\u0628\u062a \u0628\u0647 \u06cc\u06a9 \u0641\u06cc\u0644\u0645 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u06cc\u06cc\u0646 \u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc RGB\u060c \u0633\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc BW \u0627\u0633\u062a. \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0646\u0647\u0627 \u0645\u0642\u062f\u0627\u0631 \u0645\u062d\u062f\u0648\u062f\u06cc \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u06a9\u06cc\u0641\u06cc\u062a \u0627\u063a\u0644\u0628 \u067e\u0627\u06cc\u06cc\u0646 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062a\u0627 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0639 \u0631\u0627 \u0627\u0632 \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0628\u0627\u06cc\u062f \u0642\u0627\u062f\u0631 \u0628\u0627\u0634\u062f 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justify;\">\u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648\u06cc \u062f\u0648\u0631\u0628\u06cc\u0646\u060c \u0628\u0635\u0648\u0631\u062a \u0641\u0631\u06cc\u0645 \u0628\u0647 \u0641\u0631\u06cc\u0645 \u0631\u0648\u06cc \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u0648 \u06cc\u0627 \u06cc\u06a9 \u062e\u0648\u0634\u0647 (\u06a9\u0644\u0627\u0633\u062a\u0631) \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627 \u062f\u0642\u062a \u0647\u0627\u06cc \u0628\u0627\u0644\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0634\u06a9\u0644 \u0628\u0627\u0631\u0632 \u062a\u0623\u062e\u06cc\u0631 \u0627\u0633\u062a\u061b \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u062a\u0623\u062e\u06cc\u0631 \u062f\u0627\u0631\u06cc\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0627\u06af\u0631 \u0634\u0645\u0627 \u0627\u0632 \u06cc\u06a9 API \u062a\u062c\u0627\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u06a9\u0646\u06cc\u062f\u060c \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0633\u0631\u0648\u0631 \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0628\u0627\u0634\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062d\u0627\u0641\u0638\u0647-\u0645\u0648\u0631\u062f-\u0646\u06cc\u0627\u0632-\u0648-\u0632\u0645\u0627\u0646-\u067e\u0631\u062f\u0627\u0632\u0634-Gpu-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"690\" height=\"408\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062d\u0627\u0641\u0638\u0647-\u0645\u0648\u0631\u062f-\u0646\u06cc\u0627\u0632-\u0648-\u0632\u0645\u0627\u0646-\u067e\u0631\u062f\u0627\u0632\u0634-Gpu-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062d\u0627\u0641\u0638\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0648 \u0632\u0645\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 Gpu \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6265\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062d\u0627\u0641\u0638\u0647-\u0645\u0648\u0631\u062f-\u0646\u06cc\u0627\u0632-\u0648-\u0632\u0645\u0627\u0646-\u067e\u0631\u062f\u0627\u0632\u0634-Gpu-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png 690w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062d\u0627\u0641\u0638\u0647-\u0645\u0648\u0631\u062f-\u0646\u06cc\u0627\u0632-\u0648-\u0632\u0645\u0627\u0646-\u067e\u0631\u062f\u0627\u0632\u0634-Gpu-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x177.png 300w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><\/a><figcaption>\u0645\u0635\u0631\u0641 \u062d\u0627\u0641\u0638\u0647 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c GPU (\u0645\u06cc\u0644\u06cc \u062b\u0627\u0646\u06cc\u0647). \u0628\u06cc\u0634\u062a\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627\u0644\u0627 \u062d\u0627\u0641\u0638\u0647 \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u0645\u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f. (<a href=\"https:\/\/arxiv.org\/pdf\/1611.10012.pdf\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u0645\u0646\u0628\u0639 (\u062f\u0631 \u06cc\u06a9 \u0628\u0631\u06af\u0647 \u062c\u062f\u06cc\u062f \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f)\">\u0645\u0646\u0628\u0639<\/a>)<\/figcaption><\/figure><\/div>\n\n\n<ul>\n<li style=\"text-align: justify;\"><a href=\"https:\/\/fa.wikipedia.org\/wiki\/%D8%B1%D8%A7%DB%8C%D8%A7%D9%86%D8%B4_%D9%84%D8%A8%D9%87%E2%80%8C%D8%A7%DB%8C\" target=\"_blank\" rel=\"noopener noreferrer\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0648\u06cc \u0644\u0628\u0647<\/a><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u062a\u0635\u0627\u0644 \u06cc\u06a9 \u0631\u06cc\u0632\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06a9\u0648\u0686\u06a9\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 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src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u067e\u0631\u062f\u0627\u0632\u0634-\u0628\u0631-\u062b\u0627\u0646\u06cc\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x534.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0631 \u062b\u0627\u0646\u06cc\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6269\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u067e\u0631\u062f\u0627\u0632\u0634-\u0628\u0631-\u062b\u0627\u0646\u06cc\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x534.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u067e\u0631\u062f\u0627\u0632\u0634-\u0628\u0631-\u062b\u0627\u0646\u06cc\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x157.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u067e\u0631\u062f\u0627\u0632\u0634-\u0628\u0631-\u062b\u0627\u0646\u06cc\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x401.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0646\u0645\u0648\u062f\u0627\u0631-\u067e\u0631\u062f\u0627\u0632\u0634-\u0628\u0631-\u062b\u0627\u0646\u06cc\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png 1395w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u0642\u0627\u0628\u0644\u06cc\u062a FPS \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0634\u06cc<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0639\u06cc\u0628 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0631\u06cc\u0632\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 GPU \u0647\u0627\u060c \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0646\u0645\u06cc \u0628\u0627\u0634\u0646\u062f \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u062d\u0628\u0648\u0631 \u0634\u0648\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u062f\u0642\u062a \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0627\u06cc\u06cc\u062f. \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u0647\u0627\u06cc \u0622\u0646\u0628\u0648\u0631\u062f\u060c \u062d\u0644 \u0646\u0645\u0648\u062f\u060c \u0627\u0645\u0627 \u0631\u0627\u0647 \u062d\u0644\u06cc \u06af\u0631\u0627\u0646 \u0645\u06cc \u0628\u0627\u0634\u062f. \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u062c\u0627\u0644\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0645\u0627\u0646\u0646\u062f TensorRT \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0647\u06cc\u0646\u0647 \u0646\u0645\u0627\u06cc\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%DB%8C%DA%A9_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA%DB%8C\"><\/span>\u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0646\u062d\u0648\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0639\u0627\u0628\u0631\u0627\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0632 API \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062a\u0627 \u0645\u0627\u0698\u0648\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0627\u06cc\u06cc\u0645. \u0645\u0627 \u0628\u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u0646\u062d\u0648\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc API \u0648 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0646\u0638\u0627\u0631\u062a \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 <a href=\"https:\/\/medium.freecodecamp.org\/how-to-play-quidditch-using-the-tensorflow-object-detection-api-b0742b99065d\" target=\"_blank\" rel=\"noopener noreferrer\">\u0648\u0628\u0644\u0627\u06af<\/a> \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0641\u0631\u0627\u06cc\u0646\u062f \u06a9\u0644\u06cc \u062f\u0631 \u0633\u0647 \u0645\u0631\u062d\u0644\u0647 \u0628\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<ul>\n<li style=\"text-align: justify;\">\u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/li>\n<li style=\"text-align: justify;\">\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/li>\n<li style=\"text-align: justify;\">\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0631\u062e\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u0628-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0639\u0645\u06cc\u0642.jpg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"684\" height=\"1024\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0631\u062e\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u0628-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0639\u0645\u06cc\u0642-684x1024.jpg\" alt=\"\u0686\u0631\u062e\u0647 \u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u0628 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642\" class=\"wp-image-6271\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0631\u062e\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u0628-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0639\u0645\u06cc\u0642-684x1024.jpg 684w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0631\u062e\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u0628-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0639\u0645\u06cc\u0642-200x300.jpg 200w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0631\u062e\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u0628-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0639\u0645\u06cc\u0642.jpg 700w\" sizes=\"(max-width: 684px) 100vw, 684px\" \/><\/a><figcaption>\u0686\u0631\u062e\u0647 \u06cc \u06a9\u0627\u0631\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0686\u0646\u0627\u0646\u0686\u0647 \u0627\u062d\u0633\u0627\u0633 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u062a\u0627\u06cc\u062c\u060c \u0627\u0646\u06af\u06cc\u0632\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u062f\u0627\u0645\u0647 \u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f\u060c 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\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0642\u062f\u06cc\u0645\u06cc\u060c \u0634\u0627\u06cc\u062f \u062f\u0642\u06cc\u0642 \u062a\u0631\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f. \u0627\u0645\u0627 \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f\u060c \u06af\u0631\u0641\u062a\u0646 \u0686\u0646\u06cc\u0646 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062f\u0634\u0648\u0627\u0631 \u0645\u06cc \u0628\u0627\u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u060c \u062a\u0627 \u0627\u0647\u062f\u0627\u0641 \u0645\u0627 \u0631\u0627 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0639\u0627\u062f\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062d\u0627\u0634\u06cc\u0647-\u0646\u0648\u06cc\u0633\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062d\u0627\u0634\u06cc\u0647-\u0646\u0648\u06cc\u0633\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x576.jpeg\" alt=\"\u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6274\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062d\u0627\u0634\u06cc\u0647-\u0646\u0648\u06cc\u0633\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x576.jpeg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062d\u0627\u0634\u06cc\u0647-\u0646\u0648\u06cc\u0633\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x169.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062d\u0627\u0634\u06cc\u0647-\u0646\u0648\u06cc\u0633\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x432.jpeg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062d\u0627\u0634\u06cc\u0647-\u0646\u0648\u06cc\u0633\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.jpeg 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062a\u0635\u0648\u06cc\u0631 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0634\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646\u06af\u0648\u0646\u0647 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u06af\u0641\u062a\u0647 \u0634\u062f\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0634\u0645\u0627 \u062f\u0627\u0631\u0627\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631\u06cc \u0647\u0633\u062a\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u062f\u0631\u0686\u0646\u06cc\u0646 \u0634\u0631\u0627\u06cc\u0637\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f. \u06cc\u06a9 \u0631\u0648\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0628\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc ( Data Augmentation ) \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 <u>\u0627\u06cc\u0646 \u0633\u0627\u06cc\u062a<\/u> \u062a\u0634\u0631\u06cc\u062d \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0633\u0627\u0633\u0627\u064b \u0628\u0627\u06cc\u062f \u0645\u0642\u062f\u0627\u0631\u06cc \u0646\u0648\u06cc\u0632 \u0627\u0636\u0627\u0641\u0647 \u0646\u0645\u0648\u062f\u060c \u062a\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0645 \u0634\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0641\u06a9\u062a \u0647\u0627\u06cc \u062a\u0627\u0631\u06cc \u0648 \u0633\u0627\u06cc\u06cc\u062f\u06af\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0627\u0632 <a href=\"http:\/\/www.robots.ox.ac.uk\/ActiveVision\/Research\/Projects\/2009bbenfold_headpose\/project.html#datasets\" target=\"_blank\" rel=\"noopener noreferrer\">\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 TownCentre<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0627\u0632 \u06f3\u06f6\u06f0\u06f0 \u0641\u0631\u06cc\u0645 \u0646\u062e\u0633\u062a \u0648\u06cc\u062f\u0626\u0648\u060c \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0648 \u0627\u0632 \u06f9\u06f0\u06f0 \u0641\u0631\u06cc\u0645 \u0628\u0627\u0642\u06cc\u0645\u0627\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u062f\u0631 <a href=\"https:\/\/github.com\/thatbrguy\/Pedestrian-Detector\" target=\"_blank\" rel=\"noopener noreferrer\">\u06af\u06cc\u062a \u0647\u0627\u0628<\/a> \u0645\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u067e\u0627\u06cc\u06af\u0627\u062f\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B2_%D8%AD%D8%A7%D8%B4%DB%8C%D9%87_%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span><strong>\u06af\u0627\u0645 \u06f2 : \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u06cc \u0645\u0627\u0646\u0646\u062f LabelImg \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc ( Annotation ) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u06a9\u0627\u0631 \u062e\u0633\u062a\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0648\u0644\u06cc \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0647\u0627 \u0628\u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc XML \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647\u060c \u0645\u0627\u0644\u06a9\u0627\u0646 <a href=\"http:\/\/www.robots.ox.ac.uk\/ActiveVision\/Research\/Projects\/2009bbenfold_headpose\/project.html#datasets\" target=\"_blank\" rel=\"noopener noreferrer\">\u067e\u0627\u06cc\u06af\u0627\u062f\u0647 \u062f\u0627\u062f\u0647 TownCentre<\/a>\u060c \u062d\u0627\u0634\u06cc\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0641\u0631\u0645\u062a csv \u0622\u0645\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f. \u0645\u0646 \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062d\u0627\u0634\u06cc\u0647 \u0647\u0627 \u0628\u0647 \u0641\u0631\u0645\u062a XML \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0646\u0648\u0634\u062a\u0645 \u06a9\u0647 \u062f\u0631 <a href=\"https:\/\/github.com\/thatbrguy\/Pedestrian-Detector\" target=\"_blank\" rel=\"noopener noreferrer\">\u06af\u06cc\u062a \u0647\u0627\u0628<\/a> \u0645\u0646 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B3_%DB%8C%DA%A9_%DA%A9%D9%BE%DB%8C_%D8%A7%D8%B2_%D9%85%D8%AE%D8%B2%D9%86_%DA%AF%DB%8C%D8%AA_%D9%87%D8%A7%D8%A8_%D9%85%D9%86_%D8%AA%D9%87%DB%8C%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u06af\u0627\u0645 \u06f3 : <\/strong><strong>\u06cc\u06a9 \u06a9\u067e\u06cc \u0627\u0632 \u0645\u062e\u0632\u0646 \u06af\u06cc\u062a \u0647\u0627\u0628 \u0645\u0646 \u062a\u0647\u06cc\u0647 \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0645\u0644\u0632\u0648\u0645\u0627\u062a \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc Protobuf \u0631\u0627 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u0633\u06cc\u0631 \u0631 \u0627\u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">pip install -r requirements.txt\nsudo apt-get install protobuf-compiler\nprotoc object_detection\/protos\/*.proto --python_out=.\nexport PYTHONPATH=$PYTHONPATH:`pwd`:`pwd`\/slim<\/pre>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B4_%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%88%D8%B1%D9%88%D8%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86\"><\/span><strong>\u06af\u0627\u0645 \u06f4 : \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0628\u0627\u06cc\u062f \u0634\u0646\u0627\u0633\u0647 \u0627\u06cc \u0628\u0647 \u0647\u062f\u0641 \u0645\u0627 \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u0627\u0628\u062f. \u0627\u06cc\u0646 \u0634\u0646\u0627\u0633\u0647 \u062f\u0631 \u0641\u0627\u06cc\u0644 label_map.pbtxt \u0628\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">item {\n id: 1\n name: \u2018target\u2019\n}<\/pre>\n<p style=\"text-align: justify;\">\u0633\u067e\u0633 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0645\u062a\u0646\u06cc \u0628\u0627 \u0627\u0633\u0627\u0645\u06cc XML \u0648 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u060c \u0627\u06af\u0631 img1.jpg , img2.jpg \u0648 img1.xml , img2.xml \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0641\u0627\u06cc\u0644 trainval.txt \u0628\u0627\u06cc\u062f \u0628\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">img1\nimg2<\/pre>\n<p style=\"text-align: justify;\">\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062f\u0648 \u0641\u0648\u0644\u062f\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f: images \u0648 annotations. <strong>label_map.pbtxt<\/strong> \u0648 <strong>trainval.txt<\/strong> \u0631\u0627 \u062f\u0631 \u0641\u0648\u0644\u062f\u0631 annotations \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f. \u0641\u0648\u0644\u062f\u0631\u06cc \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 <strong>xmls<\/strong> \u062f\u0631 \u062f\u0627\u062e\u0644 \u0641\u0648\u0644\u062f\u0631 annotations \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u062a\u0645\u0627\u0645 XML \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u062f\u0631\u0648\u0646 \u0622\u0646 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f. \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">-base_directory\n|-images\n|-annotations\n||-xmls\n||-label_map.pbtxt\n||-trainval.txt<\/pre>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B5_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%B1%DA%A9%D9%88%D8%B1%D8%AF%D9%87%D8%A7%DB%8C_%D8%AA%D9%86%D8%B3%D9%88%D8%B1%D9%81%D9%84%D9%88\"><\/span><strong>\u06af\u0627\u0645 \u06f5 : \u0627\u06cc\u062c\u0627\u062f \u0631\u06a9\u0648\u0631\u062f\u0647\u0627\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">API \u060c \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0641\u0631\u0645\u062a \u0641\u0627\u06cc\u0644 TFRecords \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f. \u0627\u0632 \u0641\u0627\u06cc\u0644 <strong>create_tf_record.py<\/strong> \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062f\u0631 <a href=\"https:\/\/github.com\/thatbrguy\/Pedestrian-Detector\" target=\"_blank\" rel=\"noopener\">\u06af\u06cc\u062a \u0647\u0627\u0628<\/a> \u0645\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u062a\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647TFRecords \u00a0\u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f. \u0628\u0627\u06cc\u062f \u0641\u0631\u0645\u0627\u0646 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u067e\u0627\u06cc\u0647 \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">python create_tf_record.py \\\n    --data_dir=`pwd` \\\n    --output_dir=`pwd`<\/pre>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u060c \u062f\u0648 \u0641\u0627\u06cc\u0644 <strong>train.record<\/strong> \u0648 <strong>val.record<\/strong> \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%DB%B2_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84\"><\/span>\u0645\u0631\u062d\u0644\u0647 \u06f2 : \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B1_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D9%85%D8%AF%D9%84\"><\/span><strong>\u06af\u0627\u0645 \u06f1 : \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0646\u06af\u0648\u0646\u0647 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0628\u06cc\u0627\u0646 \u0634\u062f\u060c \u0647\u0645\u0648\u0627\u0631\u0647 \u0628\u06cc\u0646 \u062f\u0642\u062a \u0648 \u0633\u0631\u0639\u062a \u0645\u0635\u0627\u0644\u062d\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0633\u0627\u062e\u062a\u0646 \u0648 \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0634\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0632\u0645\u0627\u0646 \u0628\u0631 \u0627\u0633\u062a. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 API \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062a\u0646\u0633\u0648\u0631 \u0641\u0644\u0648\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc ( Transfer Learning ) \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0631\u0648\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0634\u0645\u0627 \u0631\u0627 \u0633\u0631\u0639\u062a \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062f\u0644-\u0647\u0627\u06cc-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0631\u0634-\u062f\u06cc\u062f\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"617\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062f\u0644-\u0647\u0627\u06cc-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0631\u0634-\u062f\u06cc\u062f\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x617.png\" alt=\"\u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0622\u0645\u0648\u0631\u0634 \u062f\u06cc\u062f\u0647 \u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6280\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062f\u0644-\u0647\u0627\u06cc-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0631\u0634-\u062f\u06cc\u062f\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x617.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062f\u0644-\u0647\u0627\u06cc-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0631\u0634-\u062f\u06cc\u062f\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x181.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062f\u0644-\u0647\u0627\u06cc-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0631\u0634-\u062f\u06cc\u062f\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x462.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062f\u0644-\u0647\u0627\u06cc-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0631\u0634-\u062f\u06cc\u062f\u0647-\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png 1101w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 MS COCO<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u06cc\u06a9\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0646 \u0631\u0627 \u062f\u0631 \u062f\u0627\u062e\u0644 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u067e\u0627\u06cc\u0647 \u062e\u0648\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0646\u0645\u0627\u06cc\u06cc\u062f. \u0634\u0645\u0627 \u0646\u0642\u0627\u0637 \u0628\u0631\u0631\u0633\u06cc ( Checkpoint ) \u0645\u062f\u0644\u060c \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 pipeline.config \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B2_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%DA%A9%D8%A7%D8%B1_%D8%A2%D9%85%D9%88%D8%B2%D8%B4\"><\/span><strong>\u06af\u0627\u0645 \u06f2 : \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0627\u0631 \u0622\u0645\u0648\u0632\u0634<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u06a9\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 ( Training Job ) \u0631\u0627 \u062f\u0631 \u0641\u0627\u06cc\u0644 pipeline.config \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u062f\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u067e\u0627\u06cc\u0647 \u062e\u0648\u062f \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f. \u0622\u0646\u0686\u0647 \u0648\u0627\u0642\u0639\u0627\u064b \u0645\u0647\u0645 \u0627\u0633\u062a\u060c \u0686\u0646\u062f \u062e\u0637 \u0622\u062e\u0631 \u0641\u0627\u06cc\u0644 \u0627\u0633\u062a\u061b \u0634\u0645\u0627 \u062a\u0646\u0647\u0627 \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0627\u06cc\u0644\u0627\u06cc\u062a \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0641\u0627\u06cc\u0644 \u062e\u0648\u062f \u062a\u0646\u0637\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">gradient_clipping_by_norm: 10.0\n  fine_tune_checkpoint: \"model.ckpt\"\n  from_detection_checkpoint: true\n  num_steps: 200000\n}\ntrain_input_reader {\n  label_map_path: \"annotations\/label_map.pbtxt\"\n  tf_record_input_reader {\n    input_path: \"train.record\"\n  }\n}\neval_config {\n  num_examples: 8000\n  max_evals: 10\n  use_moving_averages: false\n}\neval_input_reader {\n  label_map_path: \"annotations\/label_map.pbtxt\"\n  shuffle: false\n  num_epochs: 1\n  num_readers: 1\n  tf_record_input_reader {\n    input_path: \"val.record\"\n  }\n}<\/pre>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B3_%D8%B4%D8%B1%D9%88%D8%B9_%D8%A2%D9%85%D9%88%D8%B2%D8%B4\"><\/span><strong>\u06af\u0627\u0645 \u06f3 : \u0634\u0631\u0648\u0639 \u0622\u0645\u0648\u0632\u0634<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0622\u0645\u0648\u0632\u0634\u060c \u0641\u0631\u0645\u0627\u0646 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u06cc \u0628\u0627 \u06cc\u06a9 GPU \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0628\u0632\u0631\u06af (\u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646 \u0646\u0633\u062e\u0647 \u06cc GPU \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0631\u0648\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u0646\u0645\u0627\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">python object_detection\/train.py \\\n--logtostderr \\\n--pipeline_config_path=pipeline.config \\\n--train_dir=train<\/pre>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%DB%B3_%D8%A7%D8%B3%D8%AA%D9%86%D8%AA%D8%A7%D8%AC\"><\/span>\u0645\u0631\u062d\u0644\u0647 \u06f3 : \u0627\u0633\u062a\u0646\u062a\u0627\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B1_%D8%B5%D8%AF%D9%88%D8%B1_%D9%85%D8%AF%D9%84_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87\"><\/span><strong>\u06af\u0627\u0645 \u06f1 : \u0635\u062f\u0648\u0631 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u060c \u0628\u0627\u06cc\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0635\u0627\u062f\u0631 ( Export ) \u06a9\u0646\u06cc\u062f\u060c \u06a9\u0647 \u06a9\u0627\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u061b \u0641\u0642\u0637 \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f (XXXXX \u0631\u0627 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0646\u0642\u0637\u0647 \u0628\u0631\u0631\u0633\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f):<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">python object_detection\/export_inference_graph.py \\\n--input_type=image_tensor \\\n--pipeline_config_path=pipeline.config \\\n--trained_checkpoint_prefix=train\/model.ckpt-xxxxx \\\n--output_directory=output<\/pre>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0641\u0627\u06cc\u0644\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 <strong>frozen_inference_graph.pb<\/strong> \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0646\u0642\u0637\u0647 \u0628\u0631\u0631\u0633\u06cc \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85_%DB%B2_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%A2%D9%86_%D8%B1%D9%88%DB%8C_%DB%8C%DA%A9_%D8%AC%D8%B1%DB%8C%D8%A7%D9%86_%D9%88%DB%8C%D8%AF%D8%A6%D9%88%DB%8C%DB%8C\"><\/span><strong>\u06af\u0627\u0645 \u06f2 : \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0648\u06cc \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0641\u0631\u06cc\u0645 \u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062c\u0632\u0627 \u0627\u0632 \u0648\u06cc\u062f\u0626\u0648\u06cc \u0645\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u0648\u0646\u062f\u060c \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 \u00a0VideoCapture \u062f\u0631 OpenCV \u0628\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">cap = cv2.VideoCapture()\nflag = True\nwhile(flag):\n    flag, frame = cap.read()\n    ## -- Object Detection Code --<\/pre>\n<p style=\"text-align: justify;\">\u06a9\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u06f1\u060c \u0628\u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631\u060c \u0641\u0648\u0644\u062f\u0631 test_images \u0631\u0627 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u0633\u062a \u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0645\u062f\u0644 \u0631\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">python object_detection\/inference.py \\\n--input_dir={PATH} \\\n--output_dir={PATH} \\\n--label_map={PATH} \\\n--frozen_graph={PATH} \\\n--num_output_classes=1 \\\n--n_jobs=1 \\\n--delay=0<\/pre>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4_%D9%87%D8%A7\"><\/span>\u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646\u06af\u0648\u0646\u0647 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0627\u0634\u0627\u0631\u0647 \u0634\u062f\u060c \u0628\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u060c \u0647\u0645\u0648\u0627\u0631\u0647 \u0645\u0635\u0627\u0644\u062d\u0647 \u0627\u06cc \u0628\u06cc\u0646 \u062f\u0642\u062a \u0648 \u0633\u0631\u0639\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0627\u060c \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0641\u0631\u06cc\u0645 ( FPS ) \u0648 \u0646\u06cc\u0632 \u062f\u0642\u062a \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0647 \u0645\u062f\u0644 \u0645\u062e\u062a\u0644\u0641 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0634\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 \u0631\u0648\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 (\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc GPU) \u0627\u062c\u0631\u0627 \u0634\u062f\u0646\u062f. \u0646\u062a\u06cc\u062c\u0647 \u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u060c \u0646\u062a\u0627\u06cc\u062c \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85%D8%A7%D8%AA\"><\/span><strong>\u062a\u0646\u0638\u06cc\u0645\u0627\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 Model Zoo \u00a0\u0627\u0632 API \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0645\u0648\u062c\u0648\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n<ul style=\"text-align: justify;\">\n<li>Faster RCNN with ResNet 50<\/li>\n<li>SSD with MobileNet v1<\/li>\n<li>SSD with InceptionNet v2<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0648\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0648\u0644\u0628 \u062f\u0631 \u06f1\u06f0\u06f0\u06f0\u06f0 \u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0646\u062f (\u06cc\u0627 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0644\u0641\u0627\u062a \u0627\u0634\u0628\u0627\u0639 \u0634\u0648\u062f). \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u060c \u0627\u0632 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 AWS p2.8xlarge \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0642\u062a \u062a\u0639\u062f\u0627\u062f\u060c \u0628\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0645\u062f\u0644\u060c \u0648 \u062d\u0642\u06cc\u0642\u062a \u0645\u0628\u0646\u0627 (<a href=\"https:\/\/en.wikipedia.org\/wiki\/Ground_truth\" target=\"_blank\" rel=\"noopener\">Ground Truth<\/a>) \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0633\u0631\u0639\u062a \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062f\u0631 \u0642\u0627\u0644\u0628 \u0641\u0631\u06cc\u0645 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647 \u062a\u062d\u062a \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0632\u06cc\u0631 \u062a\u0633\u062a \u0634\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u06cc\u06a9 GPU<\/li>\n<li>\u062f\u0648 GPU \u0628\u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc<\/li>\n<li>\u0686\u0647\u0627\u0631 GPU \u0628\u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc<\/li>\n<li>\u0647\u0634\u062a GPU \u0628\u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc<\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\"><\/span>\u0646\u062a\u0627\u06cc\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 FasterRCNN \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a \u0645\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0636\u0645\u06cc\u0645\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0647\u0631 \u0645\u062f\u0644 \u0631\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u0639\u0627\u0628\u0631\u06cc\u0646-\u067e\u06cc\u0627\u062f\u0647.gif\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"480\" height=\"270\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0645\u06cc\u0642-\u0639\u0627\u0628\u0631\u06cc\u0646-\u067e\u06cc\u0627\u062f\u0647.gif\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0639\u0627\u0628\u0631\u06cc\u0646 \u067e\u06cc\u0627\u062f\u0647\" class=\"wp-image-6285\" title=\"\"><\/a><\/figure><\/div>\n\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B2%D9%85%D8%A7%D9%86_%D8%A2%D9%85%D9%88%D8%B2%D8%B4\"><\/span><strong>\u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0646\u0645\u0648\u062f\u0627\u0631 \u0632\u06cc\u0631\u060c \u0632\u0645\u0627\u0646 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0647\u0631 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0637\u06cc \u06f1\u06f0\u06f0\u06f0\u06f0 \u06af\u0627\u0645 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f (\u062f\u0631 \u0648\u0627\u062d\u062f \u0633\u0627\u0639\u062a). \u0627\u06cc\u0646 \u0632\u0645\u0627\u0646 \u0628\u0647 \u0627\u0633\u062a\u062b\u0646\u0627\u06cc \u0632\u0645\u0627\u0646 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u06cc\u06a9 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Hyperparameter_(machine_learning)\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u0628\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 ( Hyperparameter )<\/a> \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0632\u0645\u0627\u0646-1000-\u06af\u0627\u0645-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"689\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0632\u0645\u0627\u0646-1000-\u06af\u0627\u0645-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x689.jpg\" alt=\"\u0632\u0645\u0627\u0646 1000 \u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6288\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0632\u0645\u0627\u0646-1000-\u06af\u0627\u0645-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x689.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0632\u0645\u0627\u0646-1000-\u06af\u0627\u0645-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x202.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0632\u0645\u0627\u0646-1000-\u06af\u0627\u0645-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x517.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0632\u0645\u0627\u0646-1000-\u06af\u0627\u0645-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-110x75.jpg 110w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0632\u0645\u0627\u0646-1000-\u06af\u0627\u0645-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.jpg 1058w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u0634\u0645\u0627 \u0628\u0627 \u0645\u062f\u0644 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0628\u0647 \u0633\u062e\u062a\u06cc \u0627\u0628\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f. \u0627\u0645\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u0634\u0645\u0627 \u0645\u0634\u0627\u0628\u0647 \u0628\u0627\u0634\u062f\u060c \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u062c\u0627\u0645\u0639 \u0648 \u0641\u0631\u0627\u06af\u06cc\u0631 \u0646\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u0648\u062c\u0648\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0647\u0645\u0686\u0646\u0627\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0628\u0627 \u067e\u0627\u0631\u0645\u062a\u0631 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u0627\u0646\u0646\u062f \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u06cc\u0646\u0647 \u06af\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B3%D8%B1%D8%B9%D8%AA_%D9%81%D8%B1%DB%8C%D9%85_%D8%AF%D8%B1_%D8%AB%D8%A7%D9%86%DB%8C%D9%87\"><\/span><strong>\u0633\u0631\u0639\u062a (\u0641\u0631\u06cc\u0645 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0642\u0633\u0645\u062a\u060c \u062c\u0627\u0644\u0628 \u062a\u0631\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f. \u0647\u0645\u0627\u0646\u06af\u0648\u0646\u0647 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0628\u06cc\u0627\u0646 \u0634\u062f\u060c \u0639\u0645\u0644\u06a9\u0631\u062f FPS \u0631\u0627 \u0631\u0648\u06cc \u0633\u0647 \u0645\u062f\u0644 \u0628\u0627 \u067e\u0646\u062c \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0645\u0646\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0646\u062a\u0627\u06cc\u062c \u0628\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0645\u06cc \u0628\u0627\u0634\u062f:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u062f\u0631-\u0628\u0631\u0627\u0628\u0631-\u062a\u0639\u062f\u0627\u062f-\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647-\u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.jpg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"509\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u062f\u0631-\u0628\u0631\u0627\u0628\u0631-\u062a\u0639\u062f\u0627\u062f-\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647-\u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x509.jpg\" alt=\"\u0633\u0631\u0639\u062a \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6289\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u062f\u0631-\u0628\u0631\u0627\u0628\u0631-\u062a\u0639\u062f\u0627\u062f-\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647-\u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x509.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u062f\u0631-\u0628\u0631\u0627\u0628\u0631-\u062a\u0639\u062f\u0627\u062f-\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647-\u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x149.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u062f\u0631-\u0628\u0631\u0627\u0628\u0631-\u062a\u0639\u062f\u0627\u062f-\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647-\u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x382.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u062f\u0631-\u0628\u0631\u0627\u0628\u0631-\u062a\u0639\u062f\u0627\u062f-\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647-\u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.jpg 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">SSD\u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639 \u0647\u0633\u062a\u0646\u062f \u0648 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 GPU \u0645\u062c\u0632\u0627 \u0633\u0631\u0639\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 Faster RCNN \u062f\u0627\u0631\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c Faster RCNN \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u00a0GPU\u0647\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0628\u062f (\u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc)\u060c \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u0647 SSD \u062e\u0648\u0627\u0647\u062f \u0631\u0633\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c SSD \u0628\u0627 MobileNet \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639 \u062a\u0631 \u0627\u0632 SSD \u0628\u0627 InceptionNet \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631 \u0641\u0648\u0642 \u0627\u06cc\u0646 \u0627\u0633\u062a \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u00a0GPU\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc SSD \u0628\u0627 MobileNet \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645\u060c FPS \u0627\u0646\u062f\u06a9\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u062f\u0648\u06a9\u0633 \u0648\u0627\u0636\u062d \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u0627\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0633\u0631\u06cc\u0639 \u062a\u0631 \u0627\u0632 \u0622\u0646\u0686\u0647 \u062a\u0648\u0633\u0637 \u062a\u0627\u0628\u0639 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0641\u0631\u0627\u0647\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0633\u0631\u0639\u062a \u0633\u06cc\u0633\u062a\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u06cc\u062f\u0626\u0648\u06cc \u0634\u0645\u0627 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0633\u0631\u0639\u062a \u0648\u0631\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0634\u062f.<\/strong><\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0627\u062b\u0628\u0627\u062a \u0627\u06cc\u0646 \u0641\u0631\u0636\u06cc\u0647\u060c \u0641\u0631\u0635\u062a\u06cc \u0628\u0647 \u062a\u0627\u0628\u0639 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0646\u0645\u0648\u062f\u0627\u0631 \u0632\u06cc\u0631 \u0628\u0647\u0628\u0648\u062f FPS \u0631\u0627 \u0628\u0631\u0627\u06cc SSD \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 MobileNet \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f (\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06cc\u06a9 \u062a\u0623\u062e\u06cc\u0631 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f). \u06a9\u0627\u0647\u0634 \u0627\u0646\u062f\u06a9 FPS \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0642\u0628\u0644\u06cc \u0628\u062f\u0644\u06cc\u0644 \u0633\u0631\u0628\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 GPU \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u067e\u0631\u062f\u0627\u0632\u0634-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0648\u0642\u0641\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.jpg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"509\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u067e\u0631\u062f\u0627\u0632\u0634-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0648\u0642\u0641\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x509.jpg\" alt=\"\u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0646\u0633\u0628\u062a \u0628\u0647 \u0648\u0642\u0641\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6291\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u067e\u0631\u062f\u0627\u0632\u0634-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0648\u0642\u0641\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x509.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u067e\u0631\u062f\u0627\u0632\u0634-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0648\u0642\u0641\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x149.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u067e\u0631\u062f\u0627\u0632\u0634-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0648\u0642\u0641\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x382.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0633\u0631\u0639\u062a-\u067e\u0631\u062f\u0627\u0632\u0634-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0648\u0642\u0641\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.jpg 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0627 \u0648\u0627\u0631\u062f \u0646\u0645\u0648\u062f\u0646 \u062a\u0623\u062e\u06cc\u0631\u060c \u06cc\u06a9 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0631 FPS \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0646\u06af\u0646\u0627 \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645. \u0627\u0645\u0627 \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062f \u0646\u0638\u0631 \u0645\u0627\u060c \u0645\u0628\u062d\u062b \u0646\u0638\u0627\u0631\u062a \u0627\u0633\u062a\u060c \u06cc\u06a9 \u062a\u0646\u06af\u0646\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u062f\u0627\u0631\u06cc\u0645. FPS \u062f\u0648\u0631\u0628\u06cc\u0646 \u0645\u062f\u0627\u0631\u0628\u0633\u062a\u0647\u060c \u06a9\u0631\u0627\u0646 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc FPS \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AF%D9%82%D8%AA_%D8%B4%D9%85%D8%A7%D8%B1%D8%B4\"><\/span><strong>\u062f\u0642\u062a \u0634\u0645\u0627\u0631\u0634<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0642\u062a \u062a\u0639\u062f\u0627\u062f\u060c \u0628\u0635\u0648\u0631\u062a \u062f\u0631\u0635\u062f\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0645\u0627\u060c \u0628\u062f\u0631\u0633\u062a\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f\u060c \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u0639\u0631\u06cc\u0641 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u0628\u062d\u062b \u0646\u0638\u0627\u0631\u062a\u060c \u0645\u0646\u0627\u0633\u0628 \u062a\u0631 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0627 \u0628\u06cc\u0627\u0646 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"1024\" height=\"688\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0642\u062a-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0645\u062f\u0644-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x688.jpg\" alt=\"\u062f\u0642\u062a \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\" class=\"wp-image-6292\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0642\u062a-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0645\u062f\u0644-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-1024x688.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0642\u062a-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0645\u062f\u0644-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-300x202.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0642\u062a-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0645\u062f\u0644-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-768x516.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0642\u062a-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0645\u062f\u0644-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-110x75.jpg 110w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062f\u0642\u062a-\u0646\u0633\u0628\u062a-\u0628\u0647-\u0645\u062f\u0644-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc.jpg 1059w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">Faster RCNN \u062f\u0642\u06cc\u0642 \u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0645\u06cc \u0628\u0627\u0634\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f MobileNet \u0628\u0647\u062a\u0631 \u0627\u0632 InceptionNet \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u0633\u0627\u0633 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647\u060c \u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0635\u0627\u0644\u062d\u0647 \u0627\u06cc \u0628\u06cc\u0646 \u0633\u0631\u0639\u062a \u0648 \u062f\u0642\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0686\u0646\u0627\u0646\u0686\u0647 \u0645\u0646\u0627\u0628\u0639 \u06a9\u0627\u0641\u06cc \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0628\u0627\u0634\u062f\u060c \u0627\u0632 \u0645\u062f\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u0648 \u062f\u0631 \u06cc\u06a9 \u0646\u0631\u062e FPS \u062e\u0648\u0628 \u0628\u0627\u0634\u062f. \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 Faster RCNN \u0628\u0627 ResNet-50 \u062f\u0642\u062a \u0628\u0647\u062a\u0631\u06cc \u0631\u0627 \u0628\u062f\u0633\u062a \u0645\u06cc \u062f\u0647\u062f \u0648 \u0632\u0645\u0627\u0646\u06cc \u0646\u0631\u062e \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u0627\u0632 FPS \u0648\u062c\u0648\u062f \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a \u06a9\u0647 \u06f4 \u0648\u0627\u062d\u062f \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0628\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%A7%D8%AD%D9%84_%D8%B2%DB%8C%D8%A7%D8%AF%DB%8C_%D8%B1%D8%A7_%D9%BE%D8%B4%D8%AA_%D8%B3%D8%B1_%DA%AF%D8%B0%D8%A7%D8%B4%D8%AA%DB%8C%D9%85\"><\/span>\u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u067e\u0634\u062a \u0633\u0631 \u06af\u0630\u0627\u0634\u062a\u06cc\u0645!<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062e\u0628&#8230; \u0645\u0646 \u0645\u062e\u0627\u0644\u0641\u062a\u06cc \u0646\u0645\u06cc \u06a9\u0646\u0645. \u0648\u0627\u0642\u0639\u0627 \u062a\u0639\u062f\u0627\u062f \u0645\u0631\u0627\u062d\u0644 \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062a\u0646\u0638\u06cc\u0645 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0628\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062c\u0647\u062a \u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc\u060c \u0628\u0633\u06cc\u0627\u0631 \u0633\u0646\u06af\u06cc\u0646 \u0648 \u067e\u0631\u0647\u0632\u06cc\u0646\u0647 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0631\u0627\u0647 \u062d\u0644 \u0628\u0647\u062a\u0631\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 API \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0635\u0648\u0631\u062a\u06cc\u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0646\u0647\u0627 \u0646\u06af\u0631\u0627\u0646 \u062a\u0648\u0633\u0639\u0647 \u0646\u062a\u06cc\u062c\u0647 \u062e\u0648\u062f \u0628\u0648\u062f. \u0627\u06cc\u0646\u062c\u0627 \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 <a href=\"https:\/\/nanonets.com\/object-detection-api\/?utm_source=Medium&amp;utm_campaign=surveillance%20blog\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627 ( Nanonet )<\/a> \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u0646\u062f. \u0622\u0646 \u0647\u0627 API \u062e\u0648\u062f \u0631\u0627 \u0631\u0648\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0627 GPU \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f\u060c \u0628\u0635\u0648\u0631\u062a\u06cc\u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686\u06af\u0648\u0646\u0647 \u0632\u062d\u0645\u062a\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0646 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631 \u0641\u0631\u0645\u062a XML \u0631\u0627 \u0628\u0647 \u0641\u0631\u0645\u062a JSON \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 API \u0646\u0627\u0646\u0648\u0634\u0628\u06a9\u0647 \u0647\u0627 \u062f\u0627\u062f\u0645. \u062f\u0631 \u062d\u0642\u06cc\u0642\u062a\u060c \u0686\u0646\u0627\u0646\u0686\u0647 \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0622\u0646 \u0647\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u062f\u0647\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0686\u0631\u062e\u0647 \u06cc \u06a9\u0627\u0631\u06cc \u06a9\u0627\u0647\u0634\u06cc \u06cc\u0627\u0641\u062a\u0647 \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"700\" height=\"935\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0631\u062e\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-\u0646\u0627\u0646\u0648-\u0634\u0628\u06a9\u0647-\u0647\u0627.jpg\" alt=\"\u0686\u0631\u062e\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627\" class=\"wp-image-6293\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0631\u062e\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-\u0646\u0627\u0646\u0648-\u0634\u0628\u06a9\u0647-\u0647\u0627.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0686\u0631\u062e\u0647-\u062a\u0634\u062e\u06cc\u0635-\u0634\u06cc-\u0646\u0627\u0646\u0648-\u0634\u0628\u06a9\u0647-\u0647\u0627-225x300.jpg 225w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u06cc \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0628\u0627 \u0646\u0627\u0646\u0648\u0634\u0628\u06a9\u0647 \u0647\u0627<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u067e\u06cc\u0634 \u0627\u0632 \u0627\u06cc\u0646\u060c \u0627\u0634\u0627\u0631\u0647 \u0634\u062f \u06a9\u0647 \u0648\u0627\u062d\u062f \u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a\u06cc \u0645\u062a\u062d\u0631\u06a9 \u0645\u0627\u0646\u0646\u062f \u0645\u06cc\u06a9\u0631\u0648\u067e\u0647\u067e\u0627\u062f \u0647\u0627 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0627 \u062d\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646 \u0686\u0646\u06cc\u0646 \u067e\u0647\u067e\u0627\u062f \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u06cc\u0632\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Raspberry Pi \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f \u0648 \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0647\u0627\u06cc API \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0628\u0627 API \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 <a href=\"https:\/\/medium.com\/nanonets\/how-to-easily-detect-objects-with-deep-learning-on-raspberrypi-225f29635c74\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0642\u0627\u0644\u0647<\/a> \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%D8%A7%DB%8C%D8%AC_%D8%A8%D8%A7_%D9%86%D8%A7%D9%86%D9%88_%D8%B4%D8%A8%DA%A9%D9%87_%D9%87%D8%A7\"><\/span>\u0646\u062a\u0627\u06cc\u062c \u0628\u0627 \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062d\u062f\u0648\u062f \u00a0\u06f2\u0633\u0627\u0639\u062a \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f \u06a9\u0647 \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0641\u0631\u0627\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0628\u0647 \u0627\u062a\u0645\u0627\u0645 \u0628\u0631\u0633\u0627\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0632\u0645\u0627\u0646 \u0634\u0627\u0645\u0644 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0627\u0628\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u06cc\u0632 \u0645\u06cc \u0628\u0627\u0634\u062f. \u0627\u0632 \u0646\u0638\u0631 \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u06af\u0641\u062a \u06a9\u0647 \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0628\u0631\u0646\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u06cc\u0647\u06cc \u0647\u0633\u062a\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0642\u0627\u0644\u0628 \u062f\u0642\u062a \u062a\u0639\u062f\u0627\u062f \u0627\u0632 FasterRCNN \u067e\u06cc\u0634\u06cc \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">FasterRCNN Count Accuracy = 88.77%\nNanonets Count Accuracy = 89.66%<\/pre>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0647\u0631 \u0686\u0647\u0627\u0631 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062a\u0633\u062a \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u062f\u0648 \u0645\u062f\u0644 SSD \u0627\u0646\u062f\u06a9\u06cc \u0646\u0627\u067e\u0627\u06cc\u062f\u0627\u0631 \u0628\u0648\u062f\u0647 \u0648 \u062f\u0642\u062a \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06af\u0631\u0686\u0647 FasterRCNN \u0648 \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u062f\u0642\u062a \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0645\u0627 \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u06a9\u0627\u062f\u0631\u0647\u0627\u06cc \u0645\u062d\u0635\u0648\u0631 \u06a9\u0646\u0646\u062f\u0647 ( Bounding Box ) \u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631\u06cc \u0631\u0627 \u0628\u062f\u0633\u062a \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n\n\n<div id=\"36053352309\"><script type=\"text\/JavaScript\" src=\"https:\/\/www.aparat.com\/embed\/4fdOX?data[rnddiv]=36053352309&#038;data[responsive]=yes\"><\/script><\/div>\n\n\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%DB%8C%D8%A7_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA_%D8%AE%D9%88%D8%AF%DA%A9%D8%A7%D8%B1_%D9%82%D8%A7%D8%A8%D9%84_%D8%A7%D8%AC%D8%B1%D8%A7_%D9%85%DB%8C_%D8%A8%D8%A7%D8%B4%D8%AF%D8%9F\"><\/span>\u0622\u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0634\u06af\u0641\u062a \u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a \u0648 \u0646\u062a\u0627\u06cc\u062c \u062e\u0648\u0628\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0627\u0645\u0627 \u062a\u0627 \u0686\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f\u061f \u0686\u0646\u062f\u06cc\u0646 \u0645\u0648\u0631\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0622\u0646 \u0647\u0627 \u0642\u0627\u0628\u0644 \u0628\u062d\u062b \u0648 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B1-_%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C_%D9%87%D8%A7%DB%8C_%D9%86%D8%A7%D9%85%D9%81%D9%87%D9%88%D9%85\"><\/span><strong>\u06f1-\u00a0\u00a0\u00a0\u00a0 <\/strong><strong>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0646\u0627\u0645\u0641\u0647\u0648\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0646\u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u062c\u0648\u0627\u0628 \u0645\u06cc \u0631\u0633\u062f. \u062d\u062a\u06cc \u0627\u06af\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f \u0648\u0631\u0648\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u062f\u0648\u0646 \u0646\u0642\u0635 \u0628\u0627\u0634\u062f\u060c \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u06a9\u0627\u0630\u0628 \u0648\u062c\u0648\u062f \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u067e\u0644\u06cc\u0633 \u0627\u0646\u06af\u0644\u06cc\u0633 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0641\u06cc\u0644\u062a\u0631\u06cc\u0646\u06af \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u060c \u0648\u0644\u06cc \u0628\u0627\u0639\u062b \u0634\u062f \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u0627\u0632 \u062a\u067e\u0647 \u0647\u0627\u06cc \u0645\u0627\u0633\u0647 \u0627\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u062f\u060c \u0686\u0631\u0627 \u06a9\u0647 \u062a\u0635\u0648\u0631 \u0645\u06cc \u06a9\u0631\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u0627\u0645\u0646\u0627\u0633\u0628\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <a href=\"http:\/\/www.cs.toronto.edu\/~guerzhoy\/321\/lec\/W07\/HowConvNetsSee.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">\u067e\u0633 \u0627\u0646\u062a\u0634\u0627\u0631 \u0647\u062f\u0627\u06cc\u062a \u0634\u062f\u0647<\/a> \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0631\u0627 \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u062a\u0634\u0631\u06cc\u062d \u0646\u0645\u0627\u06cc\u062f\u060c \u0627\u0645\u0627 \u0645\u0627 \u0647\u0645\u0686\u0646\u0627\u0646 \u0631\u0627\u0647\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u062f\u0631 \u067e\u06cc\u0634 \u062f\u0627\u0631\u06cc\u0645.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B2-_%D8%AD%D9%85%D9%84%D8%A7%D8%AA_%D8%AA%D8%AE%D8%A7%D8%B5%D9%85%DB%8C\"><\/span><strong>\u06f2-\u00a0\u00a0\u00a0\u00a0 <\/strong><strong>\u062d\u0645\u0644\u0627\u062a \u062a\u062e\u0627\u0635\u0645\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0634\u06a9\u0646\u0646\u062f\u0647 \u0647\u0633\u062a\u0646\u062f. <a href=\"https:\/\/blog.openai.com\/adversarial-example-research\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u062d\u0645\u0644\u0627\u062a \u062a\u062e\u0627\u0635\u0645\u06cc<\/a>\u060c \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u062a\u0648\u0647\u0645\u0627\u062a \u0646\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f. \u0627\u0645\u0627 \u0628\u062e\u0634 \u062a\u0631\u0633\u0646\u0627\u06a9 \u0622\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0622\u0634\u0641\u062a\u06af\u06cc \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0645\u062c\u0628\u0648\u0631 \u0628\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0646\u0645\u0627\u06cc\u062f. \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0635\u0648\u0644 \u0645\u0634\u0627\u0628\u0647\u060c \u0642\u0627\u062f\u0631 \u0647\u0633\u062a\u0646\u062f \u062a\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <a href=\"https:\/\/www.digitaltrends.com\/cool-tech\/facial-recognition-glasses-security\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0639\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u062a\u062e\u0627\u0635\u0645\u06cc<\/a>\u00a0\u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B3-_%D9%85%D8%AB%D8%A8%D8%AA_%D9%87%D8%A7%DB%8C_%DA%A9%D8%A7%D8%B0%D8%A8\"><\/span><strong>\u06f3-\u00a0\u00a0\u00a0\u00a0 <\/strong><strong>\u0645\u062b\u0628\u062a \u0647\u0627\u06cc \u06a9\u0627\u0630\u0628<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0633\u0626\u0644\u0647 \u062f\u06cc\u06af\u0631 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u0631\u062e\u062f\u0627\u062f \u0645\u062b\u0628\u062a \u0647\u0627\u06cc \u06a9\u0627\u0630\u0628 \u0628\u0627\u06cc\u062f \u0686\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f. \u0634\u062f\u062a \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u060c \u06cc\u06a9 \u0645\u062b\u0628\u062a \u06a9\u0627\u0630\u0628 \u0631\u0648\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u0633\u0628\u0627\u0646\u06cc \u0645\u0631\u0632\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0647\u0645 \u062a\u0631 \u0627\u0632 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u06cc\u0634 \u0628\u0627\u063a\u0686\u0647 \u0628\u0627\u0634\u062f. \u062c\u0647\u062a \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062d\u0648\u0627\u062f\u062b \u0646\u0627\u06af\u0648\u0627\u0631\u060c \u0628\u0627\u06cc\u062f \u0645\u062f\u0627\u062e\u0644\u0647 \u0627\u0646\u0633\u0627\u0646 \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B4-_%DA%86%D9%87%D8%B1%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%B4%D8%A7%D8%A8%D9%87\"><\/span><strong>\u06f4-\u00a0\u00a0\u00a0\u00a0 <\/strong><strong>\u0686\u0647\u0631\u0647 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u062a\u0623\u0633\u0641\u0627\u0646\u0647\u060c \u0686\u0647\u0631\u0647 \u06cc \u0634\u0645\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u062b\u0631 \u0627\u0646\u06af\u0634\u062a \u0634\u0645\u0627 \u0645\u0646\u062d\u0635\u0631 \u0628\u0641\u0631\u062f \u0646\u06cc\u0633\u062a. \u062f\u0648 \u0646\u0641\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0633\u06cc\u0627\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0647\u0645 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u0646\u062f. \u062f\u0648\u0642\u0644\u0648 \u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062b\u0627\u0644 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a. \u06af\u0632\u0627\u0631\u0634 \u0634\u062f\u0647 \u06a9\u0647 Apple Face ID \u0646\u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u062f\u0648 \u0647\u0645\u06a9\u0627\u0631 \u0686\u06cc\u0646\u06cc \u0631\u0627 \u0627\u0632 \u0647\u0645 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0627\u0641\u0631\u0627\u062f \u0648 \u0646\u06cc\u0632 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0622\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0634\u0648\u0627\u0631 \u062a\u0631 \u06a9\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B5-_%D8%B9%D8%AF%D9%85_%D8%AA%D9%86%D9%88%D8%B9_%D8%AF%D8%B1_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D9%87%D8%A7%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span><strong>\u06f5-\u00a0\u00a0\u00a0\u00a0 <\/strong><strong>\u0639\u062f\u0645 \u062a\u0646\u0648\u0639 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631\u0634\u0627\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f \u062e\u0648\u0628 \u0647\u0633\u062a\u0646\u062f. \u0639\u0645\u0648\u0645\u06cc \u062a\u0631\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06cc \u0686\u0647\u0631\u0647 \u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0647\u0627\u060c \u062a\u0646\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0633\u0641\u06cc\u062f \u067e\u0648\u0633\u062a \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc\u06a9\u0647 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u06a9\u0648\u062f\u06a9 \u0647\u0645 \u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0641\u0631\u0627\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0646\u06af \u067e\u0648\u0633\u062a \u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u062f\u0631 \u062d\u0642\u06cc\u0642\u062a\u060c \u06af\u0648\u06af\u0644 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0631\u0648\u0628\u0631\u0648 \u0634\u062f\u060c \u0632\u06cc\u0631\u0627 \u06cc\u06a9 \u0641\u0631\u062f \u0633\u06cc\u0627\u0647 \u067e\u0648\u0633\u062a \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 <a href=\"https:\/\/www.wired.com\/story\/when-it-comes-to-gorillas-google-photos-remains-blind\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06af\u0648\u0631\u06cc\u0644 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f<\/a>.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u0627\u0646\u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627 :<\/strong> \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627 API \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0633\u0647\u06cc\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u0628\u0627\u0634\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u060c \u0628\u0647 \u0633\u0627\u06cc\u062a <a href=\"https:\/\/www.nanonets.com\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.nanonets.com<\/a> \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h4><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:\/\/medium.com\/nanonets\/how-to-automate-surveillance-easily-with-deep-learning-4eb4fa0cd68d\" target=\"_blank\" class=\"shortc-button small grey \" rel=\"noopener\">Medium<\/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;6253&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;\u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642&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            <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>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0622\u0645\u0648\u0632\u0634\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0646\u0638\u0627\u0631\u062a\u06cc ( Surveillance )\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc ( Object Detection ) \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u060c \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0639\u0627\u0628\u0631 \u067e\u06cc\u0627\u062f\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc ( GPU Multiprocessing ) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. &hellip;<\/p>\n","protected":false},"author":7,"featured_media":6285,"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":[19,18],"tags":[166,107,204,97,101,86],"class_list":["post-6253","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-r-cnn","tag-107","tag-204","tag-97","tag-101","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/6253","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\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=6253"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/6253\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/6285"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=6253"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=6253"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=6253"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}