{"id":8498,"date":"2023-07-12T15:55:38","date_gmt":"2023-07-12T07:55:38","guid":{"rendered":"https:\/\/hfsecurity.cn\/?page_id=8498"},"modified":"2023-07-12T15:55:44","modified_gmt":"2023-07-12T07:55:44","slug":"dependencies-of-face-recognition-application","status":"publish","type":"page","link":"https:\/\/hfsecurity.cn\/ar\/\u062a\u0628\u0639\u064a\u0627\u062a-\u062a\u0637\u0628\u064a\u0642-\u0627\u0644\u062a\u0639\u0631\u0641-\u0639\u0644\u0649-\u0627\u0644\u0648\u062c\u0647\/","title":{"rendered":"\u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u061f"},"content":{"rendered":"<p class=\"has-medium-font-size\">\u062a\u062a\u0637\u0644\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 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\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a <a href=\"http:\/\/www.hfteco.com\" target=\"_blank\" rel=\"noreferrer noopener\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647<\/a>\u0646\u0627\u0642\u0634 \u0623\u0646\u0638\u0645\u0629 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 MySQL \u0648PostgreSQL \u0648MongoDB\u060c \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u062a\u062e\u0632\u064a\u0646\u064b\u0627 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u064b\u0627 \u0641\u0639\u0627\u0644\u064a\u0646 \u0644\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0639\u0631\u0641. \u0627\u0634\u0631\u062d \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u062e\u062a\u064a\u0627\u0631 \u062d\u0644 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-graphical-user-interface-gui-dependencies\">\u062a\u0628\u0639\u064a\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GUI):<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0633\u062a\u0643\u0634\u0641 \u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062b\u0644 Tkinter \u0648PyQt \u0648wxPython\u060c \u0627\u0644\u062a\u064a \u062a\u0645\u0643\u0646 \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u0648\u0627\u062c\u0647\u0627\u062a \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u0646\u0627\u0642\u0634 \u0645\u064a\u0632\u0627\u062a\u0647\u0627 \u0648\u062a\u0648\u0627\u0641\u0642\u0647\u0627 \u0645\u0639 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-additional-dependencies\">\u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629:<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">\u0642\u0645 \u0628\u062a\u0633\u0644\u064a\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u0637\u0644\u0648\u0628\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647. \u0648\u0642\u062f \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a\u060c \u0623\u0648 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0644\u0623\u0645\u0627\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u0627\u0644\u0646\u0634\u0631.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062e\u0627\u062a\u0645\u0629:<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0645\u0639 \u0627\u0644\u062a\u0623\u0643\u064a\u062f \u0639\u0644\u0649 \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u064a\u0646. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646\u0647\u0627 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0625\u0646\u0634\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0642\u0648\u064a\u0629 \u0648\u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0646 \u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0627\u0644\u0628\u064a\u0648\u0645\u062a\u0631\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0645\u0646\u064a\u0629 \u0648\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u062e\u0635\u064a\u0629.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"727\" height=\"442\" src=\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/03\/ayo63-hg9u3.webp\" alt=\"\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644\" class=\"wp-image-1441\" srcset=\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/03\/ayo63-hg9u3.webp 727w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/03\/ayo63-hg9u3-300x182.webp 300w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/03\/ayo63-hg9u3-600x365.webp 600w\" sizes=\"(max-width: 727px) 100vw, 727px\" \/><figcaption class=\"wp-element-caption\">\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-choosing-the-right-programming-language-and-libraries-for-face-recognition\">\u0627\u062e\u062a\u064a\u0627\u0631 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u064a\u0644\u0639\u0628 \u0627\u062e\u062a\u064a\u0627\u0631 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631. \u062a\u0633\u062a\u0643\u0634\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0648\u062a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0645\u0632\u0627\u064a\u0627\u0647\u0627 \u0648\u0639\u064a\u0648\u0628\u0647\u0627 \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u062f\u0627\u062e\u0644 \u0643\u0644 \u0644\u063a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-python\">\u0628\u0627\u064a\u062b\u0648\u0646:<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">Python \u0647\u064a \u0644\u063a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0648\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u062a\u062c\u0639\u0644\u0647\u0627 \u0628\u0633\u0627\u0637\u062a\u0647\u0627 \u0648\u0646\u0638\u0627\u0645\u0647\u0627 \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0644\u0645\u0643\u062a\u0628\u0629 \u0648\u0642\u0648\u0627\u0639\u062f\u0647\u0627 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u0631\u0627\u0621\u0629 \u062e\u064a\u0627\u0631\u064b\u0627 \u0634\u0627\u0626\u0639\u064b\u0627. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0628\u0627\u0631\u0632\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a Python \u0645\u0627 \u064a\u0644\u064a: OpenCV: \u0645\u0643\u062a\u0628\u0629 \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0642\u0648\u064a\u0629 \u062a\u0648\u0641\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Dlib: \u064a\u0648\u0641\u0631 \u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647\u060c \u0648\u0645\u062d\u0627\u0630\u0627\u0629 \u0627\u0644\u0648\u062c\u0647\u060c \u0648\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">TensorFlow \u0648 Keras: \u0623\u0637\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0648\u0646\u0634\u0631\u0647\u0627.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627: \u0642\u0648\u0627\u0639\u062f \u0646\u062d\u0648\u064a\u0629 \u0633\u0647\u0644\u0629 \u0627\u0644\u0642\u0631\u0627\u0621\u0629\u060c \u0648\u062f\u0639\u0645 \u0645\u062c\u062a\u0645\u0639\u064a \u0648\u0627\u0633\u0639\u060c \u0648\u0645\u0643\u062a\u0628\u0627\u062a \u063a\u0646\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0644\u0633 \u0645\u0639 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0644\u0639\u064a\u0648\u0628: \u0633\u0631\u0639\u0629 \u062a\u0646\u0641\u064a\u0630 \u0623\u0628\u0637\u0623 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u062a\u0631\u062c\u0645\u0629\u060c \u0648\u063a\u064a\u0631 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062d\u0643\u0645\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-java\">\u062c\u0627\u0641\u0627:<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0634\u062a\u0647\u0631 Java \u0628\u0627\u0633\u062a\u0642\u0644\u0627\u0644\u064a\u062a\u0647\u0627 \u0639\u0646 \u0627\u0644\u0645\u0646\u0635\u0629 \u0648\u0642\u0648\u062a\u0647\u0627. \u0648\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0647\u0627 \u0623\u0642\u0644 \u0634\u0647\u0631\u0629 \u0645\u0646 Python \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0625\u0644\u0627 \u0623\u0646 Java \u062a\u0642\u062f\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0623\u0637\u0631 \u0639\u0645\u0644 \u062a\u0633\u0647\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0645\u062b\u0644:JavaCV: \u062a\u0648\u0641\u0631 \u0631\u0648\u0627\u0628\u0637 Java \u0644\u0640 OpenCV\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u064a\u0632\u0627\u062a\u0647\u0627 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">DeepJavaLibrary (DJL): \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0634\u0647\u064a\u0631\u0629 \u0645\u062b\u0644 TensorFlow \u0648 PyTorch.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627: \u0627\u0633\u062a\u0642\u0644\u0627\u0644 \u0627\u0644\u0645\u0646\u0635\u0629\u060c \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0645\u062a\u0627\u0632\u060c \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0634\u0627\u0645\u0644\u0629\u060c \u0648\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0642\u0648\u064a \u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0644\u0639\u064a\u0648\u0628: \u0627\u0644\u0625\u0637\u0646\u0627\u0628\u060c \u0648\u0639\u062f\u062f \u0623\u0642\u0644 \u0646\u0633\u0628\u064a\u064b\u0627 \u0645\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Python.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-c\">\u0633\u064a++:<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">C++ \u0647\u064a \u0644\u063a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u064a\u062a\u0645 \u0627\u062e\u062a\u064a\u0627\u0631\u0647\u0627 \u063a\u0627\u0644\u0628\u064b\u0627 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0642\u062f\u0631\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u062d\u0648\u0633\u0628\u0629. \u062a\u062a\u0636\u0645\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0623\u0637\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0641\u064a C++ \u0645\u0627 \u064a\u0644\u064a:OpenCV: \u062a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a C++ \u0628\u0623\u062f\u0627\u0621 \u0645\u062d\u0633\u0646 \u0644\u0645\u0647\u0627\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647 \u0648\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Dlib: \u064a\u0648\u0641\u0631 \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a C++ \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0645\u062d\u0627\u0630\u0627\u0629 \u0627\u0644\u0648\u062c\u0647\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u0648\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627: \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u064a\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0636\u062e\u0645\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0643\u0648\u062f\u060c \u0648\u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0644\u0639\u064a\u0648\u0628: \u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0623\u0643\u062b\u0631 \u062d\u062f\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0648\u0627\u0644\u0625\u0637\u0646\u0627\u0628 \u0646\u0633\u0628\u064a\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0644\u063a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0639\u0644\u0649.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-c-1\">C#:<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">C# \u0647\u0648 \u062e\u064a\u0627\u0631 \u0634\u0627\u0626\u0639 \u0644\u062a\u0637\u0648\u064a\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Windows \u0648\u064a\u0648\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0623\u0637\u0631 \u0639\u0645\u0644 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u062b\u0644: Emgu CV: \u063a\u0644\u0627\u0641 .NET \u0644\u0640 OpenCV\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647 \u0648\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u062f\u0627\u062e\u0644 C#.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Accord.NET: \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u064a\u0648\u0641\u0631 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627: \u0642\u0648\u0627\u0639\u062f \u0646\u062d\u0648\u064a\u0629 \u0645\u0623\u0644\u0648\u0641\u0629 \u0644\u0645\u0637\u0648\u0631\u064a Windows\u060c \u062a\u0643\u0627\u0645\u0644 \u0633\u0644\u0633 \u0645\u0639 \u0646\u0638\u0627\u0645 .NET \u0627\u0644\u0628\u064a\u0626\u064a\u060c \u062f\u0639\u0645 \u0642\u0648\u064a \u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0644\u0639\u064a\u0648\u0628: \u062a\u0648\u0627\u0641\u0642 \u0645\u062d\u062f\u0648\u062f \u0628\u064a\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Python \u0623\u0648 C++.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0639\u062a\u0645\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0639\u0644\u0649 \u0639\u0648\u0627\u0645\u0644 \u0645\u062b\u0644 \u062e\u0628\u0631\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0645\u0646\u0635\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a\/\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u062a\u0639\u062f \u0644\u063a\u0629 Python \u0628\u0646\u0638\u0627\u0645\u0647\u0627 \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u0634\u0627\u0645\u0644\u060c \u0648\u0644\u063a\u0629 Java \u0628\u0627\u0633\u062a\u0642\u0644\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0646\u0635\u0629\u060c \u0648\u0644\u063a\u0629 C++ \u0628\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u064a\u060c \u0648\u0644\u063a\u0629 C# \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 Windows\u060c \u062e\u064a\u0627\u0631\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642. \u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0644\u0645\u0634\u0631\u0648\u0639\u0643 \u0648\u0627\u0633\u062a\u0641\u062f \u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062a\u064a \u0627\u062e\u062a\u0631\u062a\u0647\u0627 \u0644\u062a\u0637\u0648\u064a\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0648\u0627\u0644\u062f\u0642\u064a\u0642\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-understanding-the-role-of-image-processing-in-face-recognition\">\u0641\u0647\u0645 \u062f\u0648\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0644\u0639\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u062f\u0648\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u062a\u062a\u0639\u0645\u0642 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0641\u064a \u0623\u0647\u0645\u064a\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0645\u0633\u0628\u0642\u064b\u0627 \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0643\u062a\u0634\u0627\u0641 \u062f\u0642\u064a\u0642 \u0644\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-preprocessing-techniques\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-image-resizing\">\u062a\u063a\u064a\u064a\u0631 \u062d\u062c\u0645 \u0627\u0644\u0635\u0648\u0631\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0633\u0627\u0639\u062f \u062a\u063a\u064a\u064a\u0631 \u062d\u062c\u0645 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u062f\u0642\u0629 \u0642\u064a\u0627\u0633\u064a\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-noise-removal\">\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0642\u062f \u064a\u0624\u062f\u064a \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0645\u062b\u0644 Gaussian blur \u0623\u0648 median blur \u0625\u0644\u0649 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u062a\u0639\u0632\u064a\u0632 \u0648\u0636\u0648\u062d \u0645\u0644\u0627\u0645\u062d \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-illumination-normalization\">\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u0625\u0636\u0627\u0621\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0645\u0639\u0627\u062f\u0644\u0629 \u0627\u0644\u0647\u064a\u0633\u062a\u0648\u063a\u0631\u0627\u0645 \u0623\u0648 \u0645\u0639\u0627\u062f\u0644\u0629 \u0627\u0644\u0647\u064a\u0633\u062a\u0648\u063a\u0631\u0627\u0645 \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0636\u0645\u0627\u0646 \u0625\u0636\u0627\u0621\u0629 \u0645\u062a\u0633\u0642\u0629 \u0639\u0628\u0631 \u0627\u0644\u0635\u0648\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-face-detection\">\u0643\u0634\u0641 \u0627\u0644\u0648\u062c\u0647:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-viola-jones-algorithm\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0641\u064a\u0648\u0644\u0627 \u062c\u0648\u0646\u0632:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u064a\u0632\u0627\u062a \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0640 Haar \u0648\u0645\u0635\u0646\u0641 \u0645\u062a\u062a\u0627\u0644\u064a \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0648\u062c\u0648\u0647 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-convolutional-neural-networks-cnn\">\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0644\u0642\u062f \u0623\u0638\u0647\u0631\u062a \u0646\u0645\u0627\u0630\u062c CNN \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 MTCNN \u0648RetinaFace \u062a\u0642\u062f\u0645\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062f\u0642\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-libraries-frameworks-1\">\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a\/\u0627\u0644\u0623\u0637\u0631:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0648\u0641\u0631 OpenCV \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0648\u0641\u0631 Dlib \u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647\u060c \u0648\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0628\u062f\u0642\u0629.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"HFSecurity X05 Android IRIS Face Fingerprint NFC \u0648\u0642\u062a \u0627\u0644\u062d\u0636\u0648\u0631 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/eoYPUhGte40?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-feature-extraction\">\u0645\u064a\u0632\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-local-binary-patterns-lbp\">\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 (LBP):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0642\u0648\u0645 LBP \u0628\u0627\u0644\u062a\u0642\u0627\u0637 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0644\u0645\u0633 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0648\u062c\u0627\u0631\u0627\u062a\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0648\u062c\u0647 \u0628\u0634\u0643\u0644 \u0642\u0648\u064a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-histogram-of-oriented-gradients-hog\">\u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0623\u0644\u0648\u0627\u0646 \u0627\u0644\u0645\u0648\u062c\u0647\u0629 (HOG):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u062d\u0633\u0628 HOG \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u062c \u0641\u064a \u0628\u0642\u0639 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0648\u062a\u0644\u062a\u0642\u0637 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0634\u0643\u0644 \u0648\u0627\u0644\u062d\u0627\u0641\u0629 \u0627\u0644\u0645\u0647\u0645\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-deep-convolutional-neural-networks-dcnn\">\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (DCNN):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0633\u062a\u062e\u0631\u062c \u0646\u0645\u0627\u0630\u062c DCNN \u0645\u062b\u0644 VGGFace \u0648FaceNet \u0648DeepFace \u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-face-recognition\">\u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0648\u062c\u0648\u0647:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-principal-component-analysis-pca\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 (PCA):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0639\u0645\u0644 \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA) \u0639\u0644\u0649 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0645\u0633\u0627\u062d\u0629 \u0630\u0627\u062a \u0623\u0628\u0639\u0627\u062f \u0623\u0642\u0644\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0645\u064a\u064a\u0632\u064b\u0627 \u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-linear-discriminant-analysis-lda\">\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a \u0627\u0644\u062e\u0637\u064a (LDA):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0647\u062f\u0641 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0625\u0644\u0649 \u062a\u0639\u0638\u064a\u0645 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u062f\u0627\u062e\u0644 \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-medium-font-size\" id=\"h-deep-metric-learning\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062a\u0631\u064a \u0627\u0644\u0639\u0645\u064a\u0642:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u062a\u0639\u0644\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0645\u064a\u0629 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0632\u0632 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629 \u0644\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0648\u062c\u0648\u0647.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1016\" height=\"617\" src=\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/HFSecurity-Access-control-application.jpg\" alt=\"\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 HFSecurity\" class=\"wp-image-6186\" srcset=\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/HFSecurity-Access-control-application.jpg 1016w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/HFSecurity-Access-control-application-300x182.jpg 300w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/HFSecurity-Access-control-application-768x466.jpg 768w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/HFSecurity-Access-control-application-600x364.jpg 600w\" sizes=\"(max-width: 1016px) 100vw, 1016px\" \/><figcaption class=\"wp-element-caption\">\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 HFSecurity<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-libraries-and-frameworks\">\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-opencv\">\u0623\u0648\u0628\u0646 \u0633\u064a \u0641\u064a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0648\u0641\u0631 OpenCV \u0645\u062c\u0645\u0648\u0639\u0629 \u0634\u0627\u0645\u0644\u0629 \u0645\u0646 \u0648\u0638\u0627\u0626\u0641 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647\u060c \u0648\u062a\u063a\u064a\u064a\u0631 \u062d\u062c\u0645 \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0648\u0627\u0644\u062a\u0635\u0641\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-medium-font-size\" id=\"h-dlib\">\u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0648\u0641\u0631 Dlib \u0623\u062f\u0648\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-scikit-image\">\u0635\u0648\u0631\u0629 scikit:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0645\u0643\u062a\u0628\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0635\u0648\u0631 \u0642\u0648\u064a\u0629 \u0641\u064a Python \u062a\u0642\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0648\u0627\u0644\u062a\u0644\u0627\u0639\u0628.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062e\u0627\u062a\u0645\u0629:<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0639\u062f \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0628\u0645\u062b\u0627\u0628\u0629 \u0631\u0643\u064a\u0632\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0646\u062c\u0627\u062d \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a\u060c \u062a\u0639\u0645\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u062a\u0639\u0632\u064a\u0632 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0648\u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0628\u0634\u0643\u0644 \u0642\u0648\u064a \u0648\u062f\u0642\u064a\u0642. \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0645\u062b\u0644 OpenCV \u0648Dlib \u0648scikit-image \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u062a\u0637\u0628\u064a\u0642 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u064a\u0645\u0643\u0646 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u0623\u0639\u0644\u0649 \u0648\u0623\u062f\u0627\u0621 \u0645\u062d\u0633\u0646 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u0633\u0646\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0642\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u064a\u0648\u064a\u0629 \u0648\u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0634\u062e\u0635\u064a\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-building-a-real-time-face-recognition-application-hardware-and-camera-dependencies\">\u0625\u0646\u0634\u0627\u0621 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a: \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0639\u062a\u0645\u062f \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0644\u0649 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629 \u0644\u0636\u0645\u0627\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u062f\u0642\u064a\u0642\u0629 \u0648\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0627\u0644\u0645\u0628\u0627\u0634\u0631. \u062a\u0633\u062a\u0643\u0634\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u062d\u0627\u0633\u0645\u0629 \u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0648\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-camera-input-options\">\u062e\u064a\u0627\u0631\u0627\u062a \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-webcams\">\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0648\u064a\u0628:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0646\u0638\u0631\u064b\u0627 \u0644\u0631\u062e\u0635 \u062b\u0645\u0646\u0647\u0627 \u0648\u062a\u0648\u0627\u0641\u0631\u0647\u0627 \u0648\u0633\u0647\u0648\u0644\u0629 \u062f\u0645\u062c\u0647\u0627. \u062a\u062a\u0635\u0644 \u0639\u0628\u0631 USB \u0648\u062a\u0648\u0641\u0631 \u062d\u0644\u0627\u064b \u0645\u0644\u0627\u0626\u0645\u064b\u0627 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0628\u062b \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0627\u0644\u0645\u0628\u0627\u0634\u0631.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-ip-cameras\">\u0643\u0627\u0645\u064a\u0631\u0627\u062a IP:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0648\u0641\u0631 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a (IP) \u062f\u0642\u0629 \u0623\u0639\u0644\u0649 \u0648\u0645\u064a\u0632\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0648\u064a\u0628. \u0641\u0647\u064a \u062a\u062a\u0635\u0644 \u0628\u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u062a\u062a\u064a\u062d \u0627\u0644\u0648\u0635\u0648\u0644 \u0639\u0646 \u0628\u064f\u0639\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-depth-cameras\">\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0642:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0644\u062a\u0642\u0637 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0642\u060c \u0645\u062b\u0644 Microsoft Kinect \u0623\u0648 Intel RealSense\u060c \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0642 \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0628\u064a\u0627\u0646\u0627\u062a RGB. \u062a\u062a\u064a\u062d \u0647\u0630\u0647 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u062c\u0647 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0642\u0627\u0637 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0642 \u0648\u0627\u0644\u0645\u0643\u0627\u0646.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-hardware-requirements\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-processing-power\">\u0642\u0648\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u062a\u0637\u0644\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0642\u0648\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0643\u0627\u0641\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0625\u062c\u0631\u0627\u0621 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0631\u0643\u0632\u064a\u0629 \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-memory\">\u0630\u0627\u0643\u0631\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0639\u062f \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0643\u0627\u0641\u064a\u0629 (RAM) \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0643\u0627\u0641\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062d\u062c\u0645 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0623\u064a \u0647\u064a\u0627\u0643\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0633\u064a\u0637\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-graphics-processing-unit-gpu\">\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062e\u0635\u0635\u0629 \u0625\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0623\u062f\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0648\u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u062a\u0648\u0641\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0642\u062f\u0631\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0648\u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-compatibility-considerations\">\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0641\u0642:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-device-drivers\">\u0628\u0631\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062c\u0647\u0627\u0632:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0627\u0644\u062a\u064a \u062a\u062e\u062a\u0627\u0631\u0647\u0627 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0628\u0631\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641. \u062a\u062d\u0642\u0642 \u0645\u0646 \u062a\u0648\u0641\u0631 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0627\u0644\u062f\u0639\u0645 \u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a\/\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-software-development-kits-sdks\">\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a (SDKs):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0648\u0641\u0631 \u0628\u0639\u0636 \u0634\u0631\u0643\u0627\u062a \u062a\u0635\u0646\u064a\u0639 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0627\u0645\u062c \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0648\u0627\u0644\u062a\u0642\u0627\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u062a\u0623\u0643\u062f \u0645\u0646 \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-camera-resolution-and-frame-rate\">\u062f\u0642\u0629 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0627\u0644\u062f\u0642\u0629 \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u064a\u0646 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647. \u062a\u062a\u064a\u062d \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0623\u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644\u064b\u0627 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0644\u0644\u0648\u062c\u0647\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u0642\u062f \u062a\u062a\u0637\u0644\u0628 \u0642\u0648\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u0643\u0628\u0631. \u064a\u0639\u062f \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-integration-with-face-recognition-libraries\">\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647:<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0645\u0643\u062a\u0628\u0627\u062a\/\u0623\u0637\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0643\u062a\u0634\u0627\u0641\u0647\u0627. \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a. \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0634\u0647\u064a\u0631\u0629 \u0645\u062b\u0644 OpenCV \u0648Dlib \u0648\u0623\u0637\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 TensorFlow \u0648PyTorch \u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0648\u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u062e\u064a\u0627\u0631\u0627\u062a \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062e\u0627\u062a\u0645\u0629:<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0639\u062a\u0645\u062f \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0641\u064a 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\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u062e\u0635\u064a\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-data-management-in-face-recognition-applications-database-and-storage-dependencies\">\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647: \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u064f\u0639\u062f \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0646\u062c\u0627\u062d \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u062a\u0633\u0644\u0637 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0623\u0647\u0645\u064a\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u062a\u0633\u062a\u0643\u0634\u0641 \u0623\u0646\u0638\u0645\u0629 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646. \u0648\u062a\u063a\u0637\u064a \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 \u062a\u062e\u0632\u064a\u0646 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0625\u062f\u0627\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0638\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-importance-of-data-management-in-face-recognition\">\u0623\u0647\u0645\u064a\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-storing-face-templates\">\u062a\u062e\u0632\u064a\u0646 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0647:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u062e\u0632\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0639\u0627\u062f\u0629\u064b \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0623\u0648 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0642\u0629 \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0648\u0647. \u062a\u062d\u062a\u0648\u064a \u0647\u0630\u0647 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0645\u0637\u0627\u0628\u0642\u062a\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-user-data-management\">\u0625\u062f\u0627\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0636\u0645\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0625\u062f\u0627\u0631\u0629 \u0645\u0644\u0641\u0627\u062a \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0648\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647\u0627 \u0648\u0623\u0630\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644. \u062a\u0636\u0645\u0646 \u0625\u062f\u0627\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629 \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0644\u0633 \u0645\u0639 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-database-systems-for-face-recognition\">\u0623\u0646\u0638\u0645\u0629 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-relational-databases\">\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 (RDBMS) \u0645\u062b\u0644 MySQL \u0648PostgreSQL \u0648Oracle \u0644\u062a\u062e\u0632\u064a\u0646 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0648\u0647\u064a \u062a\u0648\u0641\u0631 \u062a\u062e\u0632\u064a\u0646\u064b\u0627 \u0645\u0646\u0638\u0645\u064b\u0627 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u0641\u0647\u0631\u0633\u0629 \u0648\u062f\u0639\u0645\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-nosql-databases\">\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a NoSQL:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0648\u0641\u0631 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a NoSQL \u0645\u062b\u0644 MongoDB \u0648Cassandra \u0648Redis \u062a\u062e\u0632\u064a\u0646\u064b\u0627 \u0645\u0631\u0646\u064b\u0627 \u0628\u062f\u0648\u0646 \u0645\u062e\u0637\u0637\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u062e\u0632\u064a\u0646\u064b\u0627 \u0641\u0639\u0627\u0644\u0627\u064b \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647. \u0648\u0647\u064a \u062a\u062a\u0645\u064a\u0632 \u0628\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0648\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062d\u062c\u0645\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u064a\u064a\u0646.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-graph-databases\">\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0639\u062a\u0628\u0631 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062b\u0644 Neo4j \u0623\u0648 Amazon Neptune \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u062d\u064a\u062b \u064a\u0644\u0632\u0645 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0623\u0648 \u0627\u0644\u0623\u0634\u064a\u0627\u0621. \u062a\u062a\u0645\u064a\u0632 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u0628\u0627\u0644\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629 \u0623\u0648 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-storage-options-for-face-recognition-data\">\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-local-file-system\">\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0639\u062f \u062a\u062e\u0632\u064a\u0646 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0646\u0647\u062c\u064b\u0627 \u0645\u0628\u0627\u0634\u0631\u064b\u0627. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0642\u062f \u064a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0641\u0639\u0651\u0627\u0644 \u0648\u0622\u0644\u064a\u0627\u062a \u0623\u0645\u0627\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-cloud-storage\">\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u0648\u0641\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0645\u062b\u0644 Amazon S3 \u0623\u0648 Google Cloud Storage \u0623\u0648 Microsoft Azure Blob Storage \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647. \u0643\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0644\u0633 \u0645\u0639 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0648\u064a\u0648\u0641\u0631 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u062a\u0631\u062f\u0627\u062f\u0647\u0627 \u0628\u0639\u062f \u0627\u0644\u0643\u0648\u0627\u0631\u062b.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-distributed-file-systems\">\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0648\u0641\u0631 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0645\u062b\u0644 Hadoop HDFS \u0623\u0648 Apache Cassandra \u0642\u0627\u0628\u0644\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062a\u0633\u0627\u0645\u062d \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0625\u062f\u0627\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0638\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-performance\">\u0623\u062f\u0627\u0621:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0642\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0623\u062f\u0627\u0621 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u062e\u062a\u0631 \u0646\u0638\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0648\u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-scalability\">\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0641\u064a \u062d\u062c\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u062e\u062a\u0631 \u0646\u0638\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0648\u0633\u0639 \u0623\u0641\u0642\u064a\u064b\u0627 \u0623\u0648 \u0631\u0623\u0633\u064a\u064b\u0627 \u0644\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-security-and-privacy\">\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0646\u0638\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f \u064a\u0648\u0641\u0631 \u0645\u064a\u0632\u0627\u062a \u0623\u0645\u0627\u0646 \u0642\u0648\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644\u060c \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-integration-and-ecosystem\">\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0644\u0646\u0638\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0627\u0631 \u0645\u0639 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0623\u0648 \u0627\u0644\u0623\u0637\u0631 \u0623\u0648 \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642. \u0643\u0645\u0627 \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u062a\u0642\u064a\u064a\u0645 \u0645\u062f\u0649 \u062a\u0648\u0641\u0631 \u062f\u0639\u0645 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062e\u0627\u062a\u0645\u0629:<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0625\u0646 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a \u0644\u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u0625\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0638\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0644\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u064a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0638\u0627\u0645 \u0648\u0642\u0627\u0628\u0644\u064a\u062a\u0647 \u0644\u0644\u062a\u0648\u0633\u0639. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0639\u0648\u0627\u0645\u0644 \u0645\u062b\u0644 \u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u062a\u0646\u0641\u064a\u0630 \u062d\u0644\u0648\u0644 \u0625\u062f\u0627\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0648\u064a\u0629 \u062a\u062f\u0639\u0645 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629\u060c \u0648\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0634\u062e\u0635\u064a\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-challenges-and-solutions-common-dependencies-issues-in-face-recognition\">\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644: \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u062a\u0636\u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0634\u0643\u0644 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u062a\u062d\u062f\u064a\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u0646\u0634\u0631. \u062a\u062a\u0646\u0627\u0648\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647\u0647\u0627 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u062a\u0642\u062f\u0645 \u062d\u0644\u0648\u0644\u0627\u064b \u0648\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0644\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u062c\u0631\u0628\u0629 \u062a\u0637\u0648\u064a\u0631 \u0648\u0646\u0634\u0631 \u0633\u0644\u0633\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-compatibility-issues\">\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u0648\u0627\u0641\u0642:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-operating-system-compatibility\">\u062a\u0648\u0627\u0641\u0642 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0642\u062f \u062a\u062a\u0637\u0644\u0628 \u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0623\u0637\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u062a\u0648\u0627\u0641\u0642 \u0645\u062d\u062f\u062f\u0629 \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644. \u062a\u0623\u0643\u062f \u0645\u0646 \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0628\u064a\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629 \u0648\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u060c \u0648\u0641\u0643\u0631 \u0641\u064a \u062d\u0644\u0648\u0644 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0625\u0630\u0627 \u0644\u0632\u0645 \u0627\u0644\u0623\u0645\u0631.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-library-versioning\">\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0628\u0629:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0635\u062f\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0648\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631. \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636 \u0648\u0645\u0639 \u0625\u0635\u062f\u0627\u0631 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-integration-challenges\">\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-language-and-framework-integration\">\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0644\u063a\u0629 \u0648\u0627\u0644\u0625\u0637\u0627\u0631:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0642\u062f \u064a\u0643\u0648\u0646 \u062f\u0645\u062c \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0623\u0648 \u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627. \u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0623\u0648 \u0623\u063a\u0644\u0641\u0629 \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 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\u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629. \u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0645\u062b\u0644 \u0645\u062f\u064a\u0631\u064a \u0627\u0644\u062d\u0632\u0645 \u0644\u062d\u0644 \u0627\u0644\u062a\u0639\u0627\u0631\u0636\u0627\u062a \u0648\u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0644\u0633.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-performance-optimization\">\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-resource-utilization\">\u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0627\u0644\u0645\u0648\u0627\u0631\u062f:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u062a\u0637\u0644\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u063a\u0627\u0644\u0628\u064b\u0627 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0641\u0639\u0651\u0627\u0644 \u0644\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0642\u0645 \u0628\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0648\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0642\u062f\u0631\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 (\u0645\u062b\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a) \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-data-processing-bottlenecks\">\u0627\u062e\u062a\u0646\u0627\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u062a\u062d\u062f\u064a\u0627\u062a \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u062e\u062a\u0646\u0627\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0642\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0647\u064a\u0627\u0643\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0622\u0644\u064a\u0627\u062a \u062a\u062e\u0632\u064a\u0646 \u0645\u0624\u0642\u062a \u0641\u0639\u0627\u0644\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-dependency-updates-and-maintenance\">\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u062a\u0628\u0639\u064a\u0629 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-library-api-updates\">\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0628\u0629\/\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0642\u0645 \u0628\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0646\u062a\u0638\u0645 \u0644\u0636\u0645\u0627\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0623\u062d\u062f\u062b \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u062a\u0635\u062d\u064a\u062d\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0627\u062e\u062a\u0628\u0631 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0628\u062f\u0642\u0629 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0623\u0648 \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0641\u0642.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-legacy-code-support\">\u062f\u0639\u0645 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0642\u062f\u064a\u0645:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0642\u062f \u064a\u0643\u0648\u0646 \u0646\u0642\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0625\u0644\u0649 \u062a\u0628\u0639\u064a\u0627\u062a \u0623\u0648 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0623\u062d\u062f\u062b \u0623\u0645\u0631\u064b\u0627 \u0645\u0639\u0642\u062f\u064b\u0627. \u062e\u0637\u0637 \u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0646\u0642\u0644 \u0628\u0639\u0646\u0627\u064a\u0629\u060c \u0648\u0642\u0645 \u0628\u0625\u062f\u062e\u0627\u0644 \u062a\u0628\u0639\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 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\u0648\u0625\u0635\u0644\u0627\u062d\u0647\u0627. \u0627\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0645\u0648\u062b\u0642\u0629 \u062c\u064a\u062f\u064b\u0627\u060c \u0648\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0648\u062b\u064a\u0642\u0647\u0627 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0630\u0644\u0643 \u0645\u0645\u0643\u0646\u064b\u0627.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-active-community-support\">\u062f\u0639\u0645 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0646\u0634\u0637:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0627\u0644\u0645\u0646\u062a\u062f\u064a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0648\u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u062e\u0628\u0631\u0627\u062a \u0648\u0627\u0643\u062a\u0633\u0627\u0628 \u0631\u0624\u0649 \u062d\u0648\u0644 \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0627\u0644\u0646\u0634\u0637\u0629 \u0623\u0646 \u062a\u0642\u062f\u0645 \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0648\u062d\u0644\u0648\u0644\u0627\u064b \u0642\u064a\u0645\u0629 \u0644\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062e\u0627\u062a\u0645\u0629:<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u0625\u0646 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a 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src=\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/07\/Korean-application-1024x767.jpg\" alt=\"\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0643\u0648\u0631\u064a\" class=\"wp-image-2664\" srcset=\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/07\/Korean-application-1024x767.jpg 1024w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/07\/Korean-application-300x225.jpg 300w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/07\/Korean-application-768x575.jpg 768w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/07\/Korean-application-600x449.jpg 600w, https:\/\/hfsecurity.cn\/wp-content\/uploads\/2022\/07\/Korean-application.jpg 1440w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-future-trends-emerging-dependencies-in-face-recognition\">\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a 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\u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cloud-based-services\">\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-scalable-storage-and-processing\">\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0648\u0641\u0631 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u062d\u0644\u0648\u0644\u0627\u064b \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u062d\u064a\u062b 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\u0648\u0627\u0633\u0639.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-api-based-face-recognition\">\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0628\u0633\u0647\u0648\u0644\u0629 \u0625\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 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\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u062a\u0633\u0645\u062d \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0623\u0648 \u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u062d\u0627\u0641\u0629\u060c \u0628\u0623\u0648\u0642\u0627\u062a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0633\u0631\u064a\u0639\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0648\u0642\u062a \u0623\u0648 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-privacy-and-security\">\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0646:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062d\u0627\u0641\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062e\u0627\u0648\u0641 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u062d\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u0631\u0633\u0627\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0625\u0644\u0649 \u062e\u0648\u0627\u062f\u0645 \u062e\u0627\u0631\u062c\u064a\u0629. \u064a\u0639\u0632\u0632 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0645\u0627\u0646\u0647\u0627 \u0645\u0639 \u0627\u0644\u0633\u0645\u0627\u062d \u0628\u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0645\u062d\u0644\u064a \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-gpu-acceleration\">\u062a\u0633\u0631\u064a\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a:<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-enhanced-performance\">\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0639\u0632\u0632:<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0648\u0641\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPUs) \u0642\u0648\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0647\u0627\u0626\u0644\u0629 \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u064a\u062a\u064a\u062d \u062a\u0633\u0631\u064a\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0623\u0648\u0642\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0623\u0633\u0631\u0639 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0645 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-deep-learning-framework-integration\">\u062a\u0643\u0627\u0645\u0644 \u0625\u0637\u0627\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642:<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0648\u0641\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u062f\u0639\u0645 \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u062b\u0644 TensorFlow \u0648PyTorch \u0648Caffe. \u064a\u0639\u0645\u0644 \u062f\u0645\u062c \u062a\u0633\u0631\u064a\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0623\u0637\u0631 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-advancements-in-machine-learning-frameworks\">\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0623\u0637\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-transfer-learning\">\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u064a \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0648\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0643\u062a\u0633\u0628\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0643\u062b\u0641. \u0643\u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u0637\u0648\u064a\u0631 \u0648\u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-on-device-learning\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0628\u0627\u0634\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0644\u063a\u064a \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0628\u0627\u0644\u0634\u0628\u0643\u0629. \u064a\u0639\u0632\u0632 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u064a\u0642\u0644\u0644 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0648\u064a\u0633\u0645\u062d \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0628\u0627\u0644\u0639\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-privacy-preserving-techniques\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-federated-learning\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0641\u064a\u062f\u0631\u0627\u0644\u064a:<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0641\u064a\u062f\u0631\u0627\u0644\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0627\u0648\u0646\u064a \u0639\u0628\u0631 \u0623\u062c\u0647\u0632\u0629 \u0623\u0648 \u0645\u0624\u0633\u0633\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u062f\u0648\u0646 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645. \u0643\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u0644\u064a\u0629 \u0645\u0639 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0623\u062f\u0627\u0626\u0647 \u0628\u0634\u0643\u0644 \u062c\u0645\u0627\u0639\u064a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-secure-multi-party-computation-smpc\">\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0622\u0645\u0646\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0637\u0631\u0627\u0641 (SMPC):<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u062a\u0645\u0643\u0646 \u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644\u0627\u062a SMPC \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u062d\u062a\u0649 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062d\u0633\u0627\u0628. \u062a\u0633\u0647\u0644 \u062a\u0642\u0646\u064a\u0627\u062a SMPC \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0622\u0645\u0646 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0641\u064a \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u0642\u0635\u0648\u0649.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u062e\u0627\u062a\u0645\u0629:<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u064a\u062a\u0623\u062b\u0631 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0628\u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 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\u0627\u0644\u062f\u0642\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0628\u0646\u064a \u0647\u0630\u0647 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0625\u0646\u0634\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u062a\u0644\u0628\u064a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u062e\u0635\u064a\u0629. \u0625\u0646 \u0645\u0648\u0627\u0643\u0628\u0629 \u0647\u0630\u0647 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u064a\u0636\u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062a\u0637\u0648\u0631 \u0648\u064a\u0637\u0644\u0642 \u0627\u0644\u0639\u0646\u0627\u0646 \u0644\u0644\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u064a\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion-what-could-be-the-dependencies-of-face-recognition-application\">\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u062a\u0628\u0639\u064a\u0627\u062a \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u064a\u0639\u062a\u0645\u062f \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0639\u0644\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0644\u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-medium-font-size\">\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644: \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0645\u062a\u0648\u0627\u0641\u0642\u064b\u0627 \u0645\u0639 \u0646\u0638\u0627\u0645 \u062a\u0634\u063a\u064a\u0644 \u0645\u062d\u062f\u062f \u0645\u062b\u0644 Windows \u0623\u0648 macOS \u0623\u0648 Linux.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629: \u064a\u0645\u0643\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0645\u0639\u064a\u0646\u0629 \u0645\u062b\u0644 Python \u0623\u0648 Java \u0623\u0648 C++ \u0623\u0648 C#. \u0633\u064a\u062d\u062f\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0644\u063a\u0629 \u0645\u062f\u0649 \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a\/\u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u0637\u0648\u064a\u0631\u064a\u0629: \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0645\u062b\u0644 OpenCV \u0623\u0648 Dlib \u0623\u0648 TensorFlow \u0623\u0648 PyTorch \u0623\u0648 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0646\u0645\u0627\u0630\u062c \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u0645\u0643\u062a\u0628\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631: \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0645\u062b\u0644 PIL \u0623\u0648 scikit-image \u0623\u0648 NumPy \u0644\u0644\u062a\u0644\u0627\u0639\u0628 \u0628\u0627\u0644\u0635\u0648\u0631 \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0645\u0633\u0628\u0642\u064b\u0627.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\/\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: \u062a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0623\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 scikit-learn \u0623\u0648 TensorFlow \u0623\u0648 Keras \u0623\u0648 PyTorch \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0646\u0634\u0631\u0647\u0627.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u062c\u0648\u0647: \u0642\u062f 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\u0627\u0644\u0641\u0639\u0644\u064a \u0625\u0644\u0649 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0643\u0627\u0645\u064a\u0631\u0627 \u0623\u0648 \u062c\u0647\u0627\u0632 \u0625\u062f\u062e\u0627\u0644 \u0641\u064a\u062f\u064a\u0648. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 OpenCV \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642 \u0627\u0644\u0641\u064a\u062f\u064a\u0648.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GUI): \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u064a\u062a\u0637\u0644\u0628 \u0648\u0627\u062c\u0647\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 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\u0648\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0639\u0631\u0641.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629: \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629\u060c \u0642\u062f \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u0628\u0639\u064a\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0645\u062b\u0644 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629 \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a\u060c \u0623\u0648 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0644\u0623\u0645\u0627\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629.<\/li>\n<\/ol>\n\n\n\n<p class=\"has-medium-font-size\">\u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0645\u0644\u0627\u062d\u0638\u0629 \u0623\u0646 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0642\u062f \u062a\u062e\u062a\u0644\u0641 \u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u0644\u0645\u0646\u0635\u0629 \u0648\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629 \u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647. \u064a\u0639\u062f \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0648\u0625\u062f\u0627\u0631\u062a\u0647\u0627 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0648\u062b\u0648\u0642 \u0648\u0627\u0644\u0641\u0639\u0627\u0644.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/hfsecurity.cn\/ar\/\u0627\u062a\u0635\u0644-\u0628\u0646\u0627\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0627\u062a\u0635\u0644 \u0628\u0646\u0627<\/a><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>A face recognition application typically requires several dependencies to function properly. Here are some common dependencies that may be needed: An overview of the key dependencies required to develop a face recognition application Introducing the fascinating world of face recognition technology, this article provides an in-depth exploration of the key dependencies required to develop a [&hellip;]<\/p>","protected":false},"author":1,"featured_media":2325,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-8498","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>What could be the dependencies of face recognition application HF<\/title>\n<meta name=\"description\" content=\"A face recognition application typically requires several dependencies to function properly. 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