![\"\u062a\u0643\u0644\u0641\u0629](\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/cost-of-face-recognition-system-1024x768.jpg\")
\u0648\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u0628\u0631\u0632\u062a Face++ \u0643\u062a\u0642\u0646\u064a\u0629 \u0631\u0627\u0626\u062f\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0628\u0641\u0636\u0644 \u062f\u0642\u062a\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0627\u0644\u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u0631\u0627\u062d\u0629 \u0648\u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0634\u062e\u0635\u064a\u0629. \u0648\u0642\u062f \u062f\u0641\u0639\u062a \u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0645\u062c\u0627\u0644 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0625\u0644\u0649 \u0627\u0644\u0623\u0645\u0627\u0645\u060c \u062d\u064a\u062b \u0642\u062f\u0645\u062a \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0648\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627.<\/p>\n\n\n\n
\u0623\u063a\u0631\u0627\u0636 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a Face++ \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629:<\/h2>\n\n\n\n\n- \u0627\u0644\u0623\u0645\u0646 \u0648\u0625\u0646\u0641\u0627\u0630 \u0627\u0644\u0642\u0627\u0646\u0648\u0646:\n
\n- \u064a\u064f\u0633\u062a\u062e\u062f\u0645 Face++ \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0645\u0627\u0646 \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644. \u0641\u0647\u0648 \u064a\u062a\u064a\u062d \u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0648\u062a\u062a\u0628\u0639\u0647\u0645 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0623\u0645\u0627\u0646.<\/li>\n\n\n\n
- \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u0643\u0627\u0644\u0627\u062a \u0625\u0646\u0641\u0627\u0630 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u062a\u0637\u0628\u064a\u0642 Face++ \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u0646\u0627\u0626\u064a \u0648\u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0645\u0634\u062a\u0628\u0647 \u0628\u0647\u0645\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062a\u062d\u0642\u064a\u0642\u0627\u062a \u0627\u0644\u062c\u0646\u0627\u0626\u064a\u0629 \u0648\u062d\u0644 \u0627\u0644\u0642\u0636\u0627\u064a\u0627.<\/li>\n\n\n\n
- \u064a\u0633\u0627\u0639\u062f Face++ \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0645\u0627\u0643\u0646 \u0627\u0644\u0639\u0627\u0645\u0629 \u0648\u0627\u0644\u0645\u0637\u0627\u0631\u0627\u062a \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062d\u062f\u0648\u062f \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0623\u0648 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u064a\u0646 \u0641\u064a \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u0628\u064a\u0639 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u062a\u0633\u0648\u064a\u0642:\n
\n- \u064a\u062a\u064a\u062d Face++ \u0644\u062a\u062c\u0627\u0631 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0627\u0631\u0628 \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621. \u0648\u064a\u0645\u0643\u0646\u0647 \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u062b\u0644 \u0627\u0644\u0639\u0645\u0631 \u0648\u0627\u0644\u062c\u0646\u0633\u060c \u0644\u062a\u0642\u062f\u064a\u0645 \u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0648\u062a\u0648\u0635\u064a\u0627\u062a \u0628\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a.<\/li>\n\n\n\n
- \u062a\u062a\u064a\u062d \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u062a\u0627\u062c\u0631 \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u062a\u0642\u0646\u064a\u0629 Face++ \u062a\u062c\u0627\u0631\u0628 \u062a\u0633\u0648\u0642 \u0645\u062e\u0635\u0635\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062f\u0641\u0639 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0648\u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0645\u0644\u0641\u0627\u062a \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n\n\n\n
- \u064a\u0645\u0643\u0646 \u0644\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 Face++ \u0644\u0642\u064a\u0627\u0633 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0641\u0639\u0627\u0644.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629:\n
\n- \u064a\u0633\u0647\u0644 \u062a\u0637\u0628\u064a\u0642 Face++ \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629 \u0628\u0634\u0643\u0644 \u0622\u0645\u0646 \u0648\u0645\u0631\u064a\u062d \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629. \u0641\u0647\u0648 \u064a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u064a\u0644 (KYC) \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0648\u062c\u0647 \u0627\u0644\u0634\u062e\u0635 \u0628\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0647\u0648\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0648\u064a\u062d\u0633\u0646 \u0639\u0645\u0644\u064a\u0629 \u062f\u0645\u062c \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n\n\n\n
- \u062a\u0642\u0648\u0645 \u0627\u0644\u0628\u0646\u0648\u0643 \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062f\u0641\u0639 \u0628\u062f\u0645\u062c Face++ \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0627\u0644\u0628\u064a\u0648\u0645\u062a\u0631\u064a\u0629\u060c \u0648\u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0623\u0648 \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 (PIN) \u0628\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0622\u0645\u0646\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0631\u0641\u064a\u0647 \u0648\u0627\u0644\u0623\u0644\u0639\u0627\u0628:\n
\n- \u064a\u062f\u0639\u0645 Face++ \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0631\u0641\u064a\u0647. \u0641\u0647\u0648 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 (AR) \u0648\u0627\u0644\u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0627\u0644\u0634\u0647\u064a\u0631\u0629.<\/li>\n\n\n\n
- \u062a\u0633\u062a\u062e\u062f\u0645 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u062a\u0637\u0628\u064a\u0642 Face++ \u0644\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0631\u0645\u0632\u064a\u0629 \u0645\u062e\u0635\u0635\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0631\u0628\u0637 \u0645\u0644\u0627\u0645\u062d \u0648\u062c\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0634\u062e\u0635\u064a\u0627\u062a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0646\u063a\u0645\u0627\u0633 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u062a\u0641\u0627\u0639\u0644\u0647.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0637\u0628\u064a:\n
\n- \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0637\u0628\u064a\u0629 \u0648\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0645\u0631\u0636\u0649. \u0648\u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u062c\u0647 \u0644\u062a\u0634\u062e\u064a\u0635 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0639\u0636 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629.<\/li>\n\n\n\n
- \u064a\u0645\u0643\u0646 \u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0645\u062b\u0644 Face++ \u062f\u0639\u0645 \u062a\u062d\u0644\u064a\u0644 \u062a\u0639\u0627\u0628\u064a\u0631 \u0627\u0644\u0648\u062c\u0647 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0635\u062d\u0629 \u0627\u0644\u0639\u0642\u0644\u064a\u0629 \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0631\u0641\u0627\u0647\u064a\u0629 \u0627\u0644\u0639\u0627\u0637\u0641\u064a\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0636\u0648\u0631:\n
\n- \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Face++ \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0642\u0648\u0649 \u0627\u0644\u0639\u0627\u0645\u0644\u0629 \u0644\u0623\u062a\u0645\u062a\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0636\u0648\u0631. \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0631\u0641 \u0628\u062f\u0642\u0629 \u0639\u0644\u0649 \u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0648\u0642\u062a \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u064a\u062f\u0648\u064a\u0629.<\/li>\n\n\n\n
- \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0642\u0633\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u062a\u0637\u0628\u064a\u0642 Face++ \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0641\u062d\u0635 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646 \u0648\u062a\u0648\u0638\u064a\u0641\u0647\u0645\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0633\u0644\u0627\u0645\u0629 \u0645\u0644\u0641\u0627\u062a \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u064a\u0646.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a:\n
\n- \u064a\u062a\u064a\u062d Face++ \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0645\u0645\u0627 \u064a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0648\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u064a\u0647\u0645 \u0641\u064a \u0627\u0644\u0635\u0648\u0631.<\/li>\n\n\n\n
- \u0625\u0646\u0647 \u064a\u0639\u0632\u0632 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062d\u0631\u064a\u0631 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647\u060c \u0648\u062a\u0645\u0643\u064a\u0646 \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0645\u0643\u064a\u0627\u062c \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u060c \u0648\u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a\u060c \u0648\u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0648\u062c\u0647.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
\u0647\u0630\u0647 \u0645\u062c\u0631\u062f \u0623\u0645\u062b\u0644\u0629 \u0642\u0644\u064a\u0644\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a Face++ \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a. \u0625\u0646 \u062a\u0646\u0648\u0639 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u062f\u0642\u062a\u0647\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0631\u0627\u062d\u0629 \u0648\u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0634\u062e\u0635\u064a\u0629.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 Face++:<\/h2>\n\n\n\n
\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0631\u0627\u0621 Face++ \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u062e\u0627\u0635\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs). \u062a\u0645\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 Face++ \u0645\u0646 \u062a\u062d\u0642\u064a\u0642 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0648\u0627\u0644\u0642\u0648\u064a\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0629:<\/p>\n\n\n\n
\n- \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0645\u0641\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u0642\u062f \u0623\u062b\u0628\u062a \u0641\u0639\u0627\u0644\u064a\u062a\u0647 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627.<\/li>\n\n\n\n
- \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs): \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0647\u064a \u0646\u0648\u0639 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u0648\u0647\u064a \u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0631\u0627\u0628\u0637\u0629 \u0645\u0646 \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0643\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u062f\u0645\u0627\u063a \u0627\u0644\u0628\u0634\u0631\u064a.<\/li>\n\n\n\n
- \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628: \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 CNN \u0645\u062b\u0644 Face++\u060c \u064a\u0644\u0632\u0645 \u0648\u062c\u0648\u062f \u0643\u0645\u064a\u0629 \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629. \u062a\u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u062f\u0629\u064b \u0645\u0646 \u0622\u0644\u0627\u0641 \u0623\u0648 \u062d\u062a\u0649 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u062c\u0648\u0647 \u0645\u0639 \u062a\u0633\u0645\u064a\u0627\u062a \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647\u0627 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u0627\u0644\u0633\u0645\u0627\u062a). \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0641\u064a \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627.<\/li>\n\n\n\n
- \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647: \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a Face++ \u0647\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639\u0647\u0627 \u062f\u0627\u062e\u0644 \u0625\u0637\u0627\u0631 \u0635\u0648\u0631\u0629 \u0623\u0648 \u0641\u064a\u062f\u064a\u0648. \u064a\u062a\u0636\u0645\u0646 \u0630\u0644\u0643 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u062f\u0642\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0648\u062c\u0647 \u0628\u062f\u0642\u0629.<\/li>\n\n\n\n
- \u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647: \u0628\u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0634\u0628\u0643\u0627\u062a CNN \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0639\u0644\u0649 \u0643\u0644 \u0648\u062c\u0647. \u062a\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0645\u0648\u0627\u0642\u0639 \u0645\u062d\u062f\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u062b\u0644 \u0632\u0648\u0627\u064a\u0627 \u0627\u0644\u0639\u064a\u0646\u064a\u0646 \u0648\u0627\u0644\u0623\u0646\u0641 \u0648\u0627\u0644\u0641\u0645. \u064a\u0633\u0627\u0639\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0641\u064a \u062a\u0637\u0628\u064a\u0639 \u0648\u0645\u062d\u0627\u0630\u0627\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0645\u0646 \u0623\u062c\u0644 \u062a\u062d\u0644\u064a\u0644 \u062f\u0642\u064a\u0642 \u0648\u0645\u0642\u0627\u0631\u0646\u0629.<\/li>\n\n\n\n
- \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0648\u0627\u0644\u062a\u0631\u0645\u064a\u0632: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u0628\u0639\u062f \u0630\u0644\u0643 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0633\u0645\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0646 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629 \u0648\u0627\u0644\u0645\u062d\u0627\u0630\u0627\u0629. \u062a\u0644\u062a\u0642\u0637 \u0647\u0630\u0647 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0633\u0645\u0627\u062a \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0644\u0643\u0644 \u0648\u062c\u0647\u060c \u0648\u062a\u0631\u0645\u064a\u0632\u0647\u0627 \u0641\u064a \u062a\u0645\u062b\u064a\u0644 \u0631\u0642\u0645\u064a \u064a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0642\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0648\u062c\u0647.<\/li>\n\n\n\n
- \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627: \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0642\u0648\u0627\u0644\u0628\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0638\u0627\u0645 \u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0648\u062c\u0647\u0627\u0646 \u064a\u0646\u062a\u0645\u064a\u0627\u0646 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0634\u062e\u0635 \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0634\u0627\u0628\u0647\u064b\u0627 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646: \u062a\u062e\u0636\u0639 \u0646\u0645\u0627\u0630\u062c CNN \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a Face++ \u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0645\u0643\u062b\u0641\u0629 \u062d\u064a\u062b \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0628\u062f\u0642\u0629. \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0623\u0645\u0627\u0645\u064a \u0648\u0627\u0644\u062e\u0644\u0641\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0634\u0628\u0643\u0629\u060c \u0648\u0636\u0628\u0637 \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629 (\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0648\u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a) \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0648\u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0634\u0628\u0643\u0629.<\/li>\n<\/ol>\n\n\n\n
\u064a\u062a\u064a\u062d \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0634\u0628\u0643\u0627\u062a CNN \u0644\u0640 Face++ \u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0648\u0645\u062a\u0627\u0646\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647. \u0644\u0642\u062f \u0623\u062f\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0625\u0644\u0649 \u062a\u0642\u062f\u0645 \u0643\u0628\u064a\u0631 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/p>\n\n\n\n
\u0639\u0645\u0644\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629<\/h2>\n\n\n\n
\u062a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0648\u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 Face++ \u0639\u062f\u0629 \u0645\u0631\u0627\u062d\u0644. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u064a\u0629:<\/p>\n\n\n\n
\n- \u0643\u0634\u0641 \u0627\u0644\u0648\u062c\u0647:\n
\n- \u0627\u0644\u0625\u062f\u062e\u0627\u0644: \u062a\u0628\u062f\u0623 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u0635\u0648\u0631\u0629 \u0625\u062f\u062e\u0627\u0644 \u0623\u0648 \u0625\u0637\u0627\u0631 \u0641\u064a\u062f\u064a\u0648 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u062c\u0647 \u0648\u0627\u062d\u062f \u0623\u0648 \u0623\u0643\u062b\u0631.<\/li>\n\n\n\n
- \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629: \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0625\u0630\u0627 \u0644\u0632\u0645 \u0627\u0644\u0623\u0645\u0631.<\/li>\n\n\n\n
- \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN): \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0646\u0645\u0648\u0630\u062c CNN \u0645\u062f\u0631\u0628\u064b\u0627 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647.<\/li>\n\n\n\n
- \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0645\u0646\u0632\u0644\u0642\u0629: \u064a\u0642\u0648\u0645 \u0646\u0645\u0648\u0630\u062c CNN \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0647\u062c \u0627\u0644\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0645\u0646\u0632\u0644\u0642\u0629\u060c \u0648\u0645\u0633\u062d \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0645\u0648\u0627\u0636\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/li>\n\n\n\n
- \u0639\u062a\u0628\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641: \u062a\u0642\u0648\u0645 CNN \u0628\u062a\u0639\u064a\u064a\u0646 \u062f\u0631\u062c\u0629 \u062b\u0642\u0629 \u0644\u0643\u0644 \u0645\u0646\u0637\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0643\u0648\u0646\u0647\u0627 \u0648\u062c\u0647\u064b\u0627.<\/li>\n\n\n\n
- \u0627\u0644\u0642\u0645\u0639 \u063a\u064a\u0631 \u0627\u0644\u0623\u0642\u0635\u0649: \u0644\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0643\u0631\u0631\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629\u060c \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0642\u0645\u0639 \u063a\u064a\u0631 \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0623\u0643\u062b\u0631 \u062b\u0642\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0625\u062e\u0631\u0627\u062c: \u0625\u062e\u0631\u0627\u062c \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0647\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0633\u062a\u0637\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u064a\u0637 \u0628\u0625\u062d\u0643\u0627\u0645 \u0628\u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645:\n
\n- \u0627\u0644\u0625\u062f\u062e\u0627\u0644: \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u062f\u062f \u0627\u0644\u0630\u064a \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647 \u0645\u0646 \u0645\u0631\u062d\u0644\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0643\u0645\u062f\u062e\u0644.<\/li>\n\n\n\n
- \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN): \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0642\u0627\u0626\u0645\u064b\u0627 \u0639\u0644\u0649 CNN \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0641\u064a \u0627\u0644\u0648\u062c\u0647.<\/li>\n\n\n\n
- \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0645\u0639\u0627\u0644\u0645: \u064a\u0642\u0648\u0645 \u0646\u0645\u0648\u0630\u062c CNN \u0628\u062a\u062d\u0644\u064a\u0644 \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0641\u064a \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u062b\u0644 \u0632\u0648\u0627\u064a\u0627 \u0627\u0644\u0639\u064a\u0646\u064a\u0646 \u0648\u0627\u0644\u0623\u0646\u0641 \u0648\u0627\u0644\u0641\u0645.<\/li>\n\n\n\n
- \u0627\u0644\u0625\u062e\u0631\u0627\u062c: \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u062b\u0644 \u0645\u0648\u0627\u0636\u0639 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0645\u0643\u062a\u0634\u0641.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0647:\n
\n- \u0627\u0644\u0625\u062f\u062e\u0627\u0644: \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u0645\u0646 \u0645\u0631\u062d\u0644\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0645\u0646 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n\n\n\n
- \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a: \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u062b\u0644 CNN\u060c \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u0627\u0644\u0642\u0648\u0627\u0644\u0628. \u062a\u0644\u062a\u0642\u0637 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0641\u0631\u064a\u062f\u0629.<\/li>\n\n\n\n
- \u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0648\u062c\u0647: \u064a\u062a\u0645 \u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0641\u064a \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u0642\u0645\u064a\u0629 \u062a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0648\u062c\u0647. \u0647\u0630\u0647 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u0636\u063a\u0648\u0637\u0629 \u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647.<\/li>\n\n\n\n
- \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u062c\u0648\u0647: \u064a\u0642\u0648\u0645 Face++ \u0628\u0645\u0642\u0627\u0631\u0646\u0629 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u064f\u0648\u0644\u062f\u0629 \u0628\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062c\u0639\u064a\u0629 \u0644\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0633\u062c\u0644\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0648 \u0627\u0644\u0647\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629.<\/li>\n\n\n\n
- \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0634\u0627\u0628\u0647: \u064a\u062d\u0633\u0628 Face++ \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0628\u064a\u0646 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u0648\u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u062a\u0634\u0627\u0628\u0647 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0645\u0633\u0627\u0641\u0629 \u0627\u0644\u0625\u0642\u0644\u064a\u062f\u064a\u0629 \u0623\u0648 \u062a\u0634\u0627\u0628\u0647 \u062c\u064a\u0628 \u0627\u0644\u062a\u0645\u0627\u0645\u060c \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629.<\/li>\n\n\n\n
- \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649: \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062f\u0631\u062c\u0629 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u062a\u0637\u0627\u0628\u0642 \u0623\u0648 \u0639\u062f\u0645 \u062a\u0637\u0627\u0628\u0642 \u0628\u064a\u0646 \u0648\u062c\u0647\u064a\u0646.<\/li>\n\n\n\n
- \u0627\u0644\u0625\u062e\u0631\u0627\u062c: \u0625\u062e\u0631\u0627\u062c \u0645\u0631\u062d\u0644\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0647\u0648 \u0625\u0645\u0627 \u062a\u0637\u0627\u0628\u0642 \u0625\u064a\u062c\u0627\u0628\u064a\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u062a\u0646\u062a\u0645\u064a \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0641\u0631\u062f\u060c \u0623\u0648 \u062a\u0637\u0627\u0628\u0642 \u0633\u0644\u0628\u064a\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0623\u0641\u0631\u0627\u062f \u0645\u062e\u062a\u0644\u0641\u064a\u0646.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
\u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0645\u0644\u0627\u062d\u0638\u0629 \u0623\u0646 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u0640 Face++ \u0642\u062f \u062a\u062e\u062a\u0644\u0641\u060c \u062d\u064a\u062b \u0625\u0646\u0647\u0627 \u062a\u0642\u0646\u064a\u0629 \u062e\u0627\u0635\u0629 \u0637\u0648\u0631\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 Megvii. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0648\u0636\u062d\u0629 \u0623\u0639\u0644\u0627\u0647 \u062a\u0645\u062b\u0644 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0627\u0644\u0645\u062a\u0636\u0645\u0646\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0628\u0647\u0627 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 CNNs.<\/p>\n\n\n\n
\u0644\u0642\u062f \u0623\u062b\u0628\u062a Face++ \u062f\u0642\u0629 \u0648\u0623\u062f\u0627\u0621\u064b \u0645\u0630\u0647\u0644\u064a\u0646 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u062a\u0633\u0627\u0647\u0645 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0634\u0647\u062f\u062a\u0647\u0627 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u062f\u0642\u062a\u0647\u0627 \u0648\u0623\u062f\u0627\u0626\u0647\u0627:<\/p>\n\n\n\n
\n- \u062f\u0642\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0648\u0647: \u064a\u062a\u0645\u064a\u0632 Face++ \u0628\u062f\u0642\u0629 \u0645\u0644\u062d\u0648\u0638\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0648\u062c\u0648\u0647 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u062d\u062a\u0649 \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629. \u0648\u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0631\u0641 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0648\u062c\u0648\u0647 \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a.<\/li>\n\n\n\n
- \u062f\u0642\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645: \u064a\u062a\u0645\u064a\u0632 Face++ \u0628\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0641\u064a \u0627\u0644\u0648\u062c\u0647 \u0628\u062f\u0642\u0629\u060c \u0645\u062b\u0644 \u0632\u0648\u0627\u064a\u0627 \u0627\u0644\u0639\u064a\u0646\u064a\u0646 \u0648\u0627\u0644\u0623\u0646\u0641 \u0648\u0627\u0644\u0641\u0645. \u0641\u0647\u0648 \u064a\u062d\u0642\u0642 \u0627\u0643\u062a\u0634\u0627\u0641\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0644\u0645\u0639\u0627\u0644\u0645\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0645\u062d\u0627\u0630\u0627\u0629 \u062f\u0642\u064a\u0642\u0629 \u0648\u062a\u0637\u0628\u064a\u0639\u064b\u0627 \u0644\u0644\u0648\u062c\u0648\u0647 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629.<\/li>\n\n\n\n
- \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647: \u064a\u064f\u0638\u0647\u0650\u0631 Face++ \u0623\u062f\u0627\u0621\u064b \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0645\u062b\u0644 \u0627\u0644\u0639\u0645\u0631 \u0648\u0627\u0644\u062c\u0646\u0633 \u0648\u0627\u0644\u0639\u0648\u0627\u0637\u0641. \u0641\u0647\u0648 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0631\u064a\u0629 \u0628\u062f\u0642\u0629 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062c\u0646\u0633 \u0628\u062b\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u062a\u0639\u0627\u0628\u064a\u0631 \u0627\u0644\u0648\u062c\u0647\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0633\u0639\u0627\u062f\u0629 \u0648\u0627\u0644\u062d\u0632\u0646 \u0648\u0627\u0644\u063a\u0636\u0628 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/li>\n\n\n\n
- \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627: \u062a\u0634\u062a\u0647\u0631 Face++ \u0628\u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0639\u0644\u0649 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0648\u062c\u0647\u0627\u0646 \u064a\u0646\u062a\u0645\u064a\u0627\u0646 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0634\u062e\u0635 \u0628\u062f\u0642\u0629 \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0634\u0627\u0628\u0647\u064b\u0627 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062c\u0639\u064a\u0629. \u0623\u062f\u0627\u0624\u0647\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627 \u0645\u062b\u064a\u0631 \u0644\u0644\u0625\u0639\u062c\u0627\u0628\u060c \u062d\u064a\u062b \u062a\u0648\u0641\u0631 \u0646\u062a\u0627\u0626\u062c \u0645\u0648\u062b\u0648\u0642\u0629 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629: \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 Face++ \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u0628\u0643\u0641\u0627\u0621\u0629. \u0641\u0647\u0648 \u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u0633\u0646\u0629 \u0648\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0633\u0631\u0639\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0633\u0631\u064a\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062d\u0644\u064a\u0644\u064b\u0627 \u0648\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0633\u0631\u064a\u0639\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062a\u0643\u064a\u0641: \u062a\u0645 \u0646\u0634\u0631 Face++ \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0645\u0645\u0627 \u064a\u062f\u0644 \u0639\u0644\u0649 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062a\u0643\u064a\u0641. \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u0646 \u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0635\u063a\u064a\u0631 \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631: \u062a\u0633\u062a\u062b\u0645\u0631 \u0634\u0631\u0643\u0629 Megvii\u060c \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u0641 \u0648\u0631\u0627\u0621 Face++\u060c \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u064a\u0646 \u0644\u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0648\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627. \u0648\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 \u0645\u0648\u0627\u0643\u0628\u0629 Face++ \u0644\u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647.<\/li>\n<\/ol>\n\n\n\n
\u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0645\u0644\u0627\u062d\u0638\u0629 \u0623\u0646 \u0623\u062f\u0627\u0621 Face++ \u0642\u062f \u064a\u062e\u062a\u0644\u0641 \u0648\u0641\u0642\u064b\u0627 \u0644\u0639\u0648\u0627\u0645\u0644 \u0645\u062b\u0644 \u062c\u0648\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0625\u062c\u0645\u0627\u0639 \u0627\u0644\u0639\u0627\u0645 \u0647\u0648 \u0623\u0646 Face++ \u064a\u0648\u0641\u0631 \u062f\u0642\u0629 \u0648\u0623\u062f\u0627\u0621\u064b \u0645\u0630\u0647\u0644\u064a\u0646 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062d\u0644\u0627\u064b \u0648\u0627\u0633\u0639 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0648\u0645\u0648\u062b\u0648\u0642\u064b\u0627 \u0628\u0647 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n
\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h2>\n\n\n\n
\u064a\u0642\u062f\u0645 Face++ \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0646\u0648\u0639\u0647 \u0648\u0641\u0627\u0626\u062f\u062a\u0647 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0646\u0627\u0642\u0634\u0629 \u0644\u0628\u0639\u0636 \u0645\u064a\u0632\u0627\u062a\u0647 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n\n\n\n
\n- \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647:\n
\n- \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0639\u0645\u0631: \u064a\u0645\u0643\u0646 \u0644\u0640 Face++ \u062a\u0642\u062f\u064a\u0631 \u0639\u0645\u0631 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0631\u0624\u0649 \u062d\u0648\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0628\u0629 \u0627\u0644\u0633\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0639\u0645\u0631\u064a\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u062c\u0646\u0633: \u064a\u062d\u062f\u062f \u062c\u0646\u0633 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0628\u062f\u0642\u0629\u060c \u0648\u064a\u0645\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0630\u0643\u0648\u0631\u064a\u0629 \u0648\u0627\u0644\u0623\u0646\u062b\u0648\u064a\u0629.<\/li>\n\n\n\n
- \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0627\u0639\u0631: \u064a\u0642\u0648\u0645 Face++ \u0628\u062a\u062d\u0644\u064a\u0644 \u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0633\u0639\u0627\u062f\u0629 \u0648\u0627\u0644\u062d\u0632\u0646 \u0648\u0627\u0644\u063a\u0636\u0628 \u0648\u0627\u0644\u0645\u0641\u0627\u062c\u0623\u0629 \u0648\u0627\u0644\u0645\u0632\u064a\u062f. \u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0648\u062a\u0642\u064a\u064a\u0645 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0648\u062c\u0647:\n
- \n
- \u064a\u064f\u0633\u062a\u062e\u062f\u0645 Face++ \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0645\u0627\u0646 \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644. \u0641\u0647\u0648 \u064a\u062a\u064a\u062d \u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0648\u062a\u062a\u0628\u0639\u0647\u0645 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0623\u0645\u0627\u0646.<\/li>\n\n\n\n
- \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u0643\u0627\u0644\u0627\u062a \u0625\u0646\u0641\u0627\u0630 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u062a\u0637\u0628\u064a\u0642 Face++ \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u0646\u0627\u0626\u064a \u0648\u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0645\u0634\u062a\u0628\u0647 \u0628\u0647\u0645\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062a\u062d\u0642\u064a\u0642\u0627\u062a \u0627\u0644\u062c\u0646\u0627\u0626\u064a\u0629 \u0648\u062d\u0644 \u0627\u0644\u0642\u0636\u0627\u064a\u0627.<\/li>\n\n\n\n
- \u064a\u0633\u0627\u0639\u062f Face++ \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0645\u0627\u0643\u0646 \u0627\u0644\u0639\u0627\u0645\u0629 \u0648\u0627\u0644\u0645\u0637\u0627\u0631\u0627\u062a \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062d\u062f\u0648\u062f \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0623\u0648 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u064a\u0646 \u0641\u064a \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u0628\u064a\u0639 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u062a\u0633\u0648\u064a\u0642:\n
- \n
- \u064a\u062a\u064a\u062d Face++ \u0644\u062a\u062c\u0627\u0631 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0627\u0631\u0628 \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621. \u0648\u064a\u0645\u0643\u0646\u0647 \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u062b\u0644 \u0627\u0644\u0639\u0645\u0631 \u0648\u0627\u0644\u062c\u0646\u0633\u060c \u0644\u062a\u0642\u062f\u064a\u0645 \u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0648\u062a\u0648\u0635\u064a\u0627\u062a \u0628\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a.<\/li>\n\n\n\n
- \u062a\u062a\u064a\u062d \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u062a\u0627\u062c\u0631 \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u062a\u0642\u0646\u064a\u0629 Face++ \u062a\u062c\u0627\u0631\u0628 \u062a\u0633\u0648\u0642 \u0645\u062e\u0635\u0635\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062f\u0641\u0639 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0648\u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0645\u0644\u0641\u0627\u062a \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n\n\n\n
- \u064a\u0645\u0643\u0646 \u0644\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 Face++ \u0644\u0642\u064a\u0627\u0633 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0641\u0639\u0627\u0644.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629:\n
- \n
- \u064a\u0633\u0647\u0644 \u062a\u0637\u0628\u064a\u0642 Face++ \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629 \u0628\u0634\u0643\u0644 \u0622\u0645\u0646 \u0648\u0645\u0631\u064a\u062d \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629. \u0641\u0647\u0648 \u064a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u064a\u0644 (KYC) \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0648\u062c\u0647 \u0627\u0644\u0634\u062e\u0635 \u0628\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0647\u0648\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0648\u064a\u062d\u0633\u0646 \u0639\u0645\u0644\u064a\u0629 \u062f\u0645\u062c \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n\n\n\n
- \u062a\u0642\u0648\u0645 \u0627\u0644\u0628\u0646\u0648\u0643 \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062f\u0641\u0639 \u0628\u062f\u0645\u062c Face++ \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0627\u0644\u0628\u064a\u0648\u0645\u062a\u0631\u064a\u0629\u060c \u0648\u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0623\u0648 \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 (PIN) \u0628\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0622\u0645\u0646\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0631\u0641\u064a\u0647 \u0648\u0627\u0644\u0623\u0644\u0639\u0627\u0628:\n
- \n
- \u064a\u062f\u0639\u0645 Face++ \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0631\u0641\u064a\u0647. \u0641\u0647\u0648 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 (AR) \u0648\u0627\u0644\u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0627\u0644\u0634\u0647\u064a\u0631\u0629.<\/li>\n\n\n\n
- \u062a\u0633\u062a\u062e\u062f\u0645 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u062a\u0637\u0628\u064a\u0642 Face++ \u0644\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0631\u0645\u0632\u064a\u0629 \u0645\u062e\u0635\u0635\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0631\u0628\u0637 \u0645\u0644\u0627\u0645\u062d \u0648\u062c\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0634\u062e\u0635\u064a\u0627\u062a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0646\u063a\u0645\u0627\u0633 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u062a\u0641\u0627\u0639\u0644\u0647.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0637\u0628\u064a:\n
- \n
- \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0637\u0628\u064a\u0629 \u0648\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0645\u0631\u0636\u0649. \u0648\u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u062c\u0647 \u0644\u062a\u0634\u062e\u064a\u0635 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0639\u0636 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629.<\/li>\n\n\n\n
- \u064a\u0645\u0643\u0646 \u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0645\u062b\u0644 Face++ \u062f\u0639\u0645 \u062a\u062d\u0644\u064a\u0644 \u062a\u0639\u0627\u0628\u064a\u0631 \u0627\u0644\u0648\u062c\u0647 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0635\u062d\u0629 \u0627\u0644\u0639\u0642\u0644\u064a\u0629 \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0631\u0641\u0627\u0647\u064a\u0629 \u0627\u0644\u0639\u0627\u0637\u0641\u064a\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0636\u0648\u0631:\n
- \n
- \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Face++ \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0642\u0648\u0649 \u0627\u0644\u0639\u0627\u0645\u0644\u0629 \u0644\u0623\u062a\u0645\u062a\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0636\u0648\u0631. \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0631\u0641 \u0628\u062f\u0642\u0629 \u0639\u0644\u0649 \u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0648\u0642\u062a \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u064a\u062f\u0648\u064a\u0629.<\/li>\n\n\n\n
- \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0642\u0633\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u062a\u0637\u0628\u064a\u0642 Face++ \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0641\u062d\u0635 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646 \u0648\u062a\u0648\u0638\u064a\u0641\u0647\u0645\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0633\u0644\u0627\u0645\u0629 \u0645\u0644\u0641\u0627\u062a \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u064a\u0646.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0641\u0648\u062a\u0648\u063a\u0631\u0627\u0641\u064a:\n
- \n
- \u064a\u062a\u064a\u062d Face++ \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0645\u0645\u0627 \u064a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0648\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u064a\u0647\u0645 \u0641\u064a \u0627\u0644\u0635\u0648\u0631.<\/li>\n\n\n\n
- \u0625\u0646\u0647 \u064a\u0639\u0632\u0632 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062d\u0631\u064a\u0631 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647\u060c \u0648\u062a\u0645\u0643\u064a\u0646 \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0645\u0643\u064a\u0627\u062c \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u060c \u0648\u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a\u060c \u0648\u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0648\u062c\u0647.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
\u0647\u0630\u0647 \u0645\u062c\u0631\u062f \u0623\u0645\u062b\u0644\u0629 \u0642\u0644\u064a\u0644\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a Face++ \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a. \u0625\u0646 \u062a\u0646\u0648\u0639 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u062f\u0642\u062a\u0647\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0631\u0627\u062d\u0629 \u0648\u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0634\u062e\u0635\u064a\u0629.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 Face++:<\/h2>\n\n\n\n
\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0631\u0627\u0621 Face++ \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u062e\u0627\u0635\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs). \u062a\u0645\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 Face++ \u0645\u0646 \u062a\u062d\u0642\u064a\u0642 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0648\u0627\u0644\u0642\u0648\u064a\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0629:<\/p>\n\n\n\n
- \n
- \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0645\u0641\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u0642\u062f \u0623\u062b\u0628\u062a \u0641\u0639\u0627\u0644\u064a\u062a\u0647 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627.<\/li>\n\n\n\n
- \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs): \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0647\u064a \u0646\u0648\u0639 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u0648\u0647\u064a \u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0631\u0627\u0628\u0637\u0629 \u0645\u0646 \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0643\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u062f\u0645\u0627\u063a \u0627\u0644\u0628\u0634\u0631\u064a.<\/li>\n\n\n\n
- \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628: \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 CNN \u0645\u062b\u0644 Face++\u060c \u064a\u0644\u0632\u0645 \u0648\u062c\u0648\u062f \u0643\u0645\u064a\u0629 \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629. \u062a\u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u062f\u0629\u064b \u0645\u0646 \u0622\u0644\u0627\u0641 \u0623\u0648 \u062d\u062a\u0649 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u062c\u0648\u0647 \u0645\u0639 \u062a\u0633\u0645\u064a\u0627\u062a \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647\u0627 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u0627\u0644\u0633\u0645\u0627\u062a). \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0641\u064a \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627.<\/li>\n\n\n\n
- \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647: \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a Face++ \u0647\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639\u0647\u0627 \u062f\u0627\u062e\u0644 \u0625\u0637\u0627\u0631 \u0635\u0648\u0631\u0629 \u0623\u0648 \u0641\u064a\u062f\u064a\u0648. \u064a\u062a\u0636\u0645\u0646 \u0630\u0644\u0643 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u062f\u0642\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0648\u062c\u0647 \u0628\u062f\u0642\u0629.<\/li>\n\n\n\n
- \u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647: \u0628\u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0634\u0628\u0643\u0627\u062a CNN \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0639\u0644\u0649 \u0643\u0644 \u0648\u062c\u0647. \u062a\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0645\u0648\u0627\u0642\u0639 \u0645\u062d\u062f\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u062b\u0644 \u0632\u0648\u0627\u064a\u0627 \u0627\u0644\u0639\u064a\u0646\u064a\u0646 \u0648\u0627\u0644\u0623\u0646\u0641 \u0648\u0627\u0644\u0641\u0645. \u064a\u0633\u0627\u0639\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0641\u064a \u062a\u0637\u0628\u064a\u0639 \u0648\u0645\u062d\u0627\u0630\u0627\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0645\u0646 \u0623\u062c\u0644 \u062a\u062d\u0644\u064a\u0644 \u062f\u0642\u064a\u0642 \u0648\u0645\u0642\u0627\u0631\u0646\u0629.<\/li>\n\n\n\n
- \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0648\u0627\u0644\u062a\u0631\u0645\u064a\u0632: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u0628\u0639\u062f \u0630\u0644\u0643 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0633\u0645\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0646 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629 \u0648\u0627\u0644\u0645\u062d\u0627\u0630\u0627\u0629. \u062a\u0644\u062a\u0642\u0637 \u0647\u0630\u0647 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0633\u0645\u0627\u062a \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0644\u0643\u0644 \u0648\u062c\u0647\u060c \u0648\u062a\u0631\u0645\u064a\u0632\u0647\u0627 \u0641\u064a \u062a\u0645\u062b\u064a\u0644 \u0631\u0642\u0645\u064a \u064a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0642\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0648\u062c\u0647.<\/li>\n\n\n\n
- \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627: \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0642\u0648\u0627\u0644\u0628\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0638\u0627\u0645 \u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0648\u062c\u0647\u0627\u0646 \u064a\u0646\u062a\u0645\u064a\u0627\u0646 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0634\u062e\u0635 \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0634\u0627\u0628\u0647\u064b\u0627 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646: \u062a\u062e\u0636\u0639 \u0646\u0645\u0627\u0630\u062c CNN \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a Face++ \u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0645\u0643\u062b\u0641\u0629 \u062d\u064a\u062b \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0628\u062f\u0642\u0629. \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0623\u0645\u0627\u0645\u064a \u0648\u0627\u0644\u062e\u0644\u0641\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0634\u0628\u0643\u0629\u060c \u0648\u0636\u0628\u0637 \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629 (\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0648\u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a) \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0648\u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0634\u0628\u0643\u0629.<\/li>\n<\/ol>\n\n\n\n
\u064a\u062a\u064a\u062d \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0634\u0628\u0643\u0627\u062a CNN \u0644\u0640 Face++ \u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0648\u0645\u062a\u0627\u0646\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647. \u0644\u0642\u062f \u0623\u062f\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0625\u0644\u0649 \u062a\u0642\u062f\u0645 \u0643\u0628\u064a\u0631 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/p>\n\n\n\n
\u0639\u0645\u0644\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629<\/h2>\n\n\n\n
\u062a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0648\u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 Face++ \u0639\u062f\u0629 \u0645\u0631\u0627\u062d\u0644. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u064a\u0629:<\/p>\n\n\n\n
- \n
- \u0643\u0634\u0641 \u0627\u0644\u0648\u062c\u0647:\n
- \n
- \u0627\u0644\u0625\u062f\u062e\u0627\u0644: \u062a\u0628\u062f\u0623 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u0635\u0648\u0631\u0629 \u0625\u062f\u062e\u0627\u0644 \u0623\u0648 \u0625\u0637\u0627\u0631 \u0641\u064a\u062f\u064a\u0648 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u062c\u0647 \u0648\u0627\u062d\u062f \u0623\u0648 \u0623\u0643\u062b\u0631.<\/li>\n\n\n\n
- \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629: \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0625\u0630\u0627 \u0644\u0632\u0645 \u0627\u0644\u0623\u0645\u0631.<\/li>\n\n\n\n
- \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN): \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0646\u0645\u0648\u0630\u062c CNN \u0645\u062f\u0631\u0628\u064b\u0627 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647.<\/li>\n\n\n\n
- \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0645\u0646\u0632\u0644\u0642\u0629: \u064a\u0642\u0648\u0645 \u0646\u0645\u0648\u0630\u062c CNN \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0647\u062c \u0627\u0644\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0645\u0646\u0632\u0644\u0642\u0629\u060c \u0648\u0645\u0633\u062d \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0645\u0648\u0627\u0636\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/li>\n\n\n\n
- \u0639\u062a\u0628\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641: \u062a\u0642\u0648\u0645 CNN \u0628\u062a\u0639\u064a\u064a\u0646 \u062f\u0631\u062c\u0629 \u062b\u0642\u0629 \u0644\u0643\u0644 \u0645\u0646\u0637\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0643\u0648\u0646\u0647\u0627 \u0648\u062c\u0647\u064b\u0627.<\/li>\n\n\n\n
- \u0627\u0644\u0642\u0645\u0639 \u063a\u064a\u0631 \u0627\u0644\u0623\u0642\u0635\u0649: \u0644\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0643\u0631\u0631\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629\u060c \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0642\u0645\u0639 \u063a\u064a\u0631 \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0623\u0643\u062b\u0631 \u062b\u0642\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0625\u062e\u0631\u0627\u062c: \u0625\u062e\u0631\u0627\u062c \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0647\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0633\u062a\u0637\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u064a\u0637 \u0628\u0625\u062d\u0643\u0627\u0645 \u0628\u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645:\n
- \n
- \u0627\u0644\u0625\u062f\u062e\u0627\u0644: \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u062f\u062f \u0627\u0644\u0630\u064a \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647 \u0645\u0646 \u0645\u0631\u062d\u0644\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0643\u0645\u062f\u062e\u0644.<\/li>\n\n\n\n
- \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN): \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0642\u0627\u0626\u0645\u064b\u0627 \u0639\u0644\u0649 CNN \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0641\u064a \u0627\u0644\u0648\u062c\u0647.<\/li>\n\n\n\n
- \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0645\u0639\u0627\u0644\u0645: \u064a\u0642\u0648\u0645 \u0646\u0645\u0648\u0630\u062c CNN \u0628\u062a\u062d\u0644\u064a\u0644 \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0641\u064a \u0627\u0644\u0648\u062c\u0647\u060c \u0645\u062b\u0644 \u0632\u0648\u0627\u064a\u0627 \u0627\u0644\u0639\u064a\u0646\u064a\u0646 \u0648\u0627\u0644\u0623\u0646\u0641 \u0648\u0627\u0644\u0641\u0645.<\/li>\n\n\n\n
- \u0627\u0644\u0625\u062e\u0631\u0627\u062c: \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u062b\u0644 \u0645\u0648\u0627\u0636\u0639 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u062c\u0647\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0645\u0643\u062a\u0634\u0641.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0647:\n
- \n
- \u0627\u0644\u0625\u062f\u062e\u0627\u0644: \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u0645\u0646 \u0645\u0631\u062d\u0644\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0645\u0646 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n\n\n\n
- \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a: \u064a\u0633\u062a\u062e\u062f\u0645 Face++ \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u062b\u0644 CNN\u060c \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u0627\u0644\u0642\u0648\u0627\u0644\u0628. \u062a\u0644\u062a\u0642\u0637 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0648\u062c\u0647 \u0627\u0644\u0641\u0631\u064a\u062f\u0629.<\/li>\n\n\n\n
- \u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0648\u062c\u0647: \u064a\u062a\u0645 \u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0641\u064a \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u0642\u0645\u064a\u0629 \u062a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0647 \u0623\u0648 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0648\u062c\u0647. \u0647\u0630\u0647 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u0636\u063a\u0648\u0637\u0629 \u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647.<\/li>\n\n\n\n
- \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u062c\u0648\u0647: \u064a\u0642\u0648\u0645 Face++ \u0628\u0645\u0642\u0627\u0631\u0646\u0629 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u064f\u0648\u0644\u062f\u0629 \u0628\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062c\u0639\u064a\u0629 \u0644\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0633\u062c\u0644\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0648 \u0627\u0644\u0647\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629.<\/li>\n\n\n\n
- \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0634\u0627\u0628\u0647: \u064a\u062d\u0633\u0628 Face++ \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0628\u064a\u0646 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u0648\u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u062a\u0634\u0627\u0628\u0647 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0645\u0633\u0627\u0641\u0629 \u0627\u0644\u0625\u0642\u0644\u064a\u062f\u064a\u0629 \u0623\u0648 \u062a\u0634\u0627\u0628\u0647 \u062c\u064a\u0628 \u0627\u0644\u062a\u0645\u0627\u0645\u060c \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629.<\/li>\n\n\n\n
- \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649: \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062f\u0631\u062c\u0629 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u062a\u0637\u0627\u0628\u0642 \u0623\u0648 \u0639\u062f\u0645 \u062a\u0637\u0627\u0628\u0642 \u0628\u064a\u0646 \u0648\u062c\u0647\u064a\u0646.<\/li>\n\n\n\n
- \u0627\u0644\u0625\u062e\u0631\u0627\u062c: \u0625\u062e\u0631\u0627\u062c \u0645\u0631\u062d\u0644\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0647\u0648 \u0625\u0645\u0627 \u062a\u0637\u0627\u0628\u0642 \u0625\u064a\u062c\u0627\u0628\u064a\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u062a\u0646\u062a\u0645\u064a \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0641\u0631\u062f\u060c \u0623\u0648 \u062a\u0637\u0627\u0628\u0642 \u0633\u0644\u0628\u064a\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0623\u0641\u0631\u0627\u062f \u0645\u062e\u062a\u0644\u0641\u064a\u0646.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
\u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0645\u0644\u0627\u062d\u0638\u0629 \u0623\u0646 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u0640 Face++ \u0642\u062f \u062a\u062e\u062a\u0644\u0641\u060c \u062d\u064a\u062b \u0625\u0646\u0647\u0627 \u062a\u0642\u0646\u064a\u0629 \u062e\u0627\u0635\u0629 \u0637\u0648\u0631\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 Megvii. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0648\u0636\u062d\u0629 \u0623\u0639\u0644\u0627\u0647 \u062a\u0645\u062b\u0644 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0627\u0644\u0645\u062a\u0636\u0645\u0646\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0628\u0647\u0627 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 CNNs.<\/p>\n\n\n\n
\u0644\u0642\u062f \u0623\u062b\u0628\u062a Face++ \u062f\u0642\u0629 \u0648\u0623\u062f\u0627\u0621\u064b \u0645\u0630\u0647\u0644\u064a\u0646 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u062a\u0633\u0627\u0647\u0645 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0634\u0647\u062f\u062a\u0647\u0627 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u062f\u0642\u062a\u0647\u0627 \u0648\u0623\u062f\u0627\u0626\u0647\u0627:<\/p>\n\n\n\n
- \n
- \u062f\u0642\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u062c\u0648\u0647: \u064a\u062a\u0645\u064a\u0632 Face++ \u0628\u062f\u0642\u0629 \u0645\u0644\u062d\u0648\u0638\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0648\u062c\u0648\u0647 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u062d\u062a\u0649 \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629. \u0648\u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0631\u0641 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0648\u062c\u0648\u0647 \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a.<\/li>\n\n\n\n
- \u062f\u0642\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645: \u064a\u062a\u0645\u064a\u0632 Face++ \u0628\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0641\u064a \u0627\u0644\u0648\u062c\u0647 \u0628\u062f\u0642\u0629\u060c \u0645\u062b\u0644 \u0632\u0648\u0627\u064a\u0627 \u0627\u0644\u0639\u064a\u0646\u064a\u0646 \u0648\u0627\u0644\u0623\u0646\u0641 \u0648\u0627\u0644\u0641\u0645. \u0641\u0647\u0648 \u064a\u062d\u0642\u0642 \u0627\u0643\u062a\u0634\u0627\u0641\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0644\u0645\u0639\u0627\u0644\u0645\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0645\u062d\u0627\u0630\u0627\u0629 \u062f\u0642\u064a\u0642\u0629 \u0648\u062a\u0637\u0628\u064a\u0639\u064b\u0627 \u0644\u0644\u0648\u062c\u0648\u0647 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629.<\/li>\n\n\n\n
- \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647: \u064a\u064f\u0638\u0647\u0650\u0631 Face++ \u0623\u062f\u0627\u0621\u064b \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0645\u062b\u0644 \u0627\u0644\u0639\u0645\u0631 \u0648\u0627\u0644\u062c\u0646\u0633 \u0648\u0627\u0644\u0639\u0648\u0627\u0637\u0641. \u0641\u0647\u0648 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0631\u064a\u0629 \u0628\u062f\u0642\u0629 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062c\u0646\u0633 \u0628\u062b\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u062a\u0639\u0627\u0628\u064a\u0631 \u0627\u0644\u0648\u062c\u0647\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0633\u0639\u0627\u062f\u0629 \u0648\u0627\u0644\u062d\u0632\u0646 \u0648\u0627\u0644\u063a\u0636\u0628 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/li>\n\n\n\n
- \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627: \u062a\u0634\u062a\u0647\u0631 Face++ \u0628\u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0639\u0644\u0649 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0648\u062c\u0647\u0627\u0646 \u064a\u0646\u062a\u0645\u064a\u0627\u0646 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0634\u062e\u0635 \u0628\u062f\u0642\u0629 \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0634\u0627\u0628\u0647\u064b\u0627 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062c\u0639\u064a\u0629. \u0623\u062f\u0627\u0624\u0647\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627 \u0645\u062b\u064a\u0631 \u0644\u0644\u0625\u0639\u062c\u0627\u0628\u060c \u062d\u064a\u062b \u062a\u0648\u0641\u0631 \u0646\u062a\u0627\u0626\u062c \u0645\u0648\u062b\u0648\u0642\u0629 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629: \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 Face++ \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u0628\u0643\u0641\u0627\u0621\u0629. \u0641\u0647\u0648 \u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u0633\u0646\u0629 \u0648\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0633\u0631\u0639\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0633\u0631\u064a\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062d\u0644\u064a\u0644\u064b\u0627 \u0648\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0633\u0631\u064a\u0639\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062a\u0643\u064a\u0641: \u062a\u0645 \u0646\u0634\u0631 Face++ \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0645\u0645\u0627 \u064a\u062f\u0644 \u0639\u0644\u0649 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062a\u0643\u064a\u0641. \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u0646 \u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0635\u063a\u064a\u0631 \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631: \u062a\u0633\u062a\u062b\u0645\u0631 \u0634\u0631\u0643\u0629 Megvii\u060c \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u0641 \u0648\u0631\u0627\u0621 Face++\u060c \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u064a\u0646 \u0644\u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0648\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627. \u0648\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 \u0645\u0648\u0627\u0643\u0628\u0629 Face++ \u0644\u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647.<\/li>\n<\/ol>\n\n\n\n
\u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0645\u0644\u0627\u062d\u0638\u0629 \u0623\u0646 \u0623\u062f\u0627\u0621 Face++ \u0642\u062f \u064a\u062e\u062a\u0644\u0641 \u0648\u0641\u0642\u064b\u0627 \u0644\u0639\u0648\u0627\u0645\u0644 \u0645\u062b\u0644 \u062c\u0648\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0625\u062c\u0645\u0627\u0639 \u0627\u0644\u0639\u0627\u0645 \u0647\u0648 \u0623\u0646 Face++ \u064a\u0648\u0641\u0631 \u062f\u0642\u0629 \u0648\u0623\u062f\u0627\u0621\u064b \u0645\u0630\u0647\u0644\u064a\u0646 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062d\u0644\u0627\u064b \u0648\u0627\u0633\u0639 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0648\u0645\u0648\u062b\u0648\u0642\u064b\u0627 \u0628\u0647 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/p>\n\n\n\n
\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h2>\n\n\n\n
\u064a\u0642\u062f\u0645 Face++ \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0646\u0648\u0639\u0647 \u0648\u0641\u0627\u0626\u062f\u062a\u0647 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0646\u0627\u0642\u0634\u0629 \u0644\u0628\u0639\u0636 \u0645\u064a\u0632\u0627\u062a\u0647 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n\n\n\n
- \n
- \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647:\n
- \n
- \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0639\u0645\u0631: \u064a\u0645\u0643\u0646 \u0644\u0640 Face++ \u062a\u0642\u062f\u064a\u0631 \u0639\u0645\u0631 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0631\u0624\u0649 \u062d\u0648\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0628\u0629 \u0627\u0644\u0633\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0639\u0645\u0631\u064a\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u062c\u0646\u0633: \u064a\u062d\u062f\u062f \u062c\u0646\u0633 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0628\u062f\u0642\u0629\u060c \u0648\u064a\u0645\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0630\u0643\u0648\u0631\u064a\u0629 \u0648\u0627\u0644\u0623\u0646\u062b\u0648\u064a\u0629.<\/li>\n\n\n\n
- \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0627\u0639\u0631: \u064a\u0642\u0648\u0645 Face++ \u0628\u062a\u062d\u0644\u064a\u0644 \u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0627\u0644\u0648\u062c\u0647 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0633\u0639\u0627\u062f\u0629 \u0648\u0627\u0644\u062d\u0632\u0646 \u0648\u0627\u0644\u063a\u0636\u0628 \u0648\u0627\u0644\u0645\u0641\u0627\u062c\u0623\u0629 \u0648\u0627\u0644\u0645\u0632\u064a\u062f. \u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0648\u062a\u0642\u064a\u064a\u0645 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
- \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0648\u062c\u0647:\n
- \u062a\u062d\u0644\u064a\u0644 \u0633\u0645\u0627\u062a \u0627\u0644\u0648\u062c\u0647:\n
- \u0643\u0634\u0641 \u0627\u0644\u0648\u062c\u0647:\n
![\"\u0645\u0632\u0627\u064a\u0627-\u0627\u0644\u0645\u0648\u0638\u0641-colck\"](\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/advantages-of-employee-colck.jpg\")
![\"\u0627\u0644\u062a\u0639\u0631\u0641](\"https:\/\/hfsecurity.cn\/wp-content\/uploads\/8-inch-nfc-fingerprint-face-recognition-5-853x1024.jpg\")