\u0110\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u su\u1ea5t: Face++ s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u ti\u00ean ti\u1ebfn v\u00e0 m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao trong vi\u1ec7c ph\u00e1t hi\u1ec7n v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. N\u00f3 c\u00f3 th\u1ec3 ph\u00e2n t\u00edch c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m khu\u00f4n m\u1eb7t ph\u1ee9c t\u1ea1p v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng kinh ng\u1ea1c, d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 \u0111\u00e1ng tin c\u1eady trong nhi\u1ec1u t\u00ecnh hu\u1ed1ng kh\u00e1c nhau.<\/li>\n\n\n\n

\u1ee8ng d\u1ee5ng \u0111a d\u1ea1ng: Face++ \u0111\u00e3 t\u00ecm th\u1ea5y \u1ee9ng d\u1ee5ng trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p. N\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c h\u1ec7 th\u1ed1ng an ninh \u0111\u1ec3 gi\u00e1m s\u00e1t v\u00e0 ki\u1ec3m so\u00e1t ra v\u00e0o, cho ph\u00e9p nh\u1eadn d\u1ea1ng c\u00e1 nh\u00e2n hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1ng tin c\u1eady. N\u00f3 c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ng\u00e0nh gi\u1ea3i tr\u00ed \u0111\u1ec3 c\u00f3 tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a, trong c\u00e1c n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i \u0111\u1ec3 g\u1eafn th\u1ebb \u1ea3nh v\u00e0 trong b\u00e1n l\u1ebb cho c\u00e1c chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb c\u00f3 m\u1ee5c ti\u00eau.<\/li>\n\n\n\n

B\u1ea3o m\u1eadt n\u00e2ng cao: C\u00f4ng ngh\u1ec7 nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t<\/a> gi\u1ed1ng nh\u01b0 Face++ \u0111\u00e3 c\u1ea3i thi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt trong nhi\u1ec1u l\u0129nh v\u1ef1c. N\u00f3 cho ph\u00e9p nh\u1eadn d\u1ea1ng c\u00e1 nh\u00e2n nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c, gi\u1ea3m nguy c\u01a1 truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn. Face++ c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng b\u1ea3o m\u1eadt hi\u1ec7n c\u00f3 \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng hi\u1ec7u qu\u1ea3 c\u1ee7a ch\u00fang.<\/li>\n\n\n\n

X\u00e1c minh danh t\u00ednh hi\u1ec7u qu\u1ea3: Face++ \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh x\u00e1c minh danh t\u00ednh b\u1eb1ng c\u00e1ch thay th\u1ebf c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng nh\u01b0 th\u1ebb ID ho\u1eb7c m\u1eadt kh\u1ea9u. N\u00f3 cung c\u1ea5p m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng v\u00e0 an to\u00e0n \u0111\u1ec3 x\u00e1c minh danh t\u00ednh c\u1ee7a m\u1ed9t ng\u01b0\u1eddi, cho ph\u00e9p truy c\u1eadp h\u1ee3p l\u00fd v\u00e0o c\u00e1c khu v\u1ef1c h\u1ea1n ch\u1ebf ho\u1eb7c th\u00f4ng tin nh\u1ea1y c\u1ea3m. C\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 ti\u1ec1m n\u0103ng t\u0103ng c\u01b0\u1eddng s\u1ef1 ti\u1ec7n l\u1ee3i v\u00e0 hi\u1ec7u qu\u1ea3 trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau.<\/li>\n\n\n\n

Tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a: V\u1edbi Face++, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 cung c\u1ea5p tr\u1ea3i nghi\u1ec7m \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a cho kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh. N\u00f3 cho ph\u00e9p ph\u00e2n t\u00edch thu\u1ed9c t\u00ednh khu\u00f4n m\u1eb7t, bao g\u1ed3m \u0111\u1ed9 tu\u1ed5i, gi\u1edbi t\u00ednh v\u00e0 c\u1ea3m x\u00fac, c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho qu\u1ea3ng c\u00e1o c\u00f3 m\u1ee5c ti\u00eau, \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m ho\u1eb7c t\u00f9y ch\u1ec9nh d\u1ecbch v\u1ee5. M\u1ee9c \u0111\u1ed9 c\u00e1 nh\u00e2n h\u00f3a n\u00e0y n\u00e2ng cao s\u1ef1 h\u00e0i l\u00f2ng v\u00e0 t\u01b0\u01a1ng t\u00e1c c\u1ee7a kh\u00e1ch h\u00e0ng.<\/li>\n\n\n\n

Ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7: Face++ \u0111\u1ea1i di\u1ec7n cho m\u1ed9t ti\u1ebfn b\u1ed9 \u0111\u00e1ng k\u1ec3 trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. N\u00f3 cho th\u1ea5y ti\u1ec1m n\u0103ng c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u trong vi\u1ec7c ph\u00e2n t\u00edch v\u00e0 hi\u1ec3u ch\u00ednh x\u00e1c khu\u00f4n m\u1eb7t con ng\u01b0\u1eddi. N\u00f3 \u0111\u00e3 m\u1edf ra c\u00e1nh c\u1eeda cho nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n s\u00e2u h\u01a1n trong l\u0129nh v\u1ef1c n\u00e0y, g\u00f3p ph\u1ea7n v\u00e0o nh\u1eefng ti\u1ebfn b\u1ed9 trong th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/li>\n<\/ol>\n\n\n\n

\"chi — chi ph\u00ed c\u1ee7a h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t<\/figcaption><\/figure>\n\n\n\n
T\u00f3m l\u1ea1i, Face++ \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t h\u00e0ng \u0111\u1ea7u v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao, \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng v\u00e0 t\u00e1c \u0111\u1ed9ng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn t\u00ednh b\u1ea3o m\u1eadt, s\u1ef1 ti\u1ec7n l\u1ee3i v\u00e0 tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a. Kh\u1ea3 n\u0103ng m\u1ea1nh m\u1ebd c\u1ee7a n\u00f3 \u0111\u00e3 th\u00fac \u0111\u1ea9y l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ti\u1ebfn l\u00ean, mang l\u1ea1i ti\u1ec1m n\u0103ng to l\u1edbn cho nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau v\u00e0 \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a vi\u1ec7c nh\u1eadn d\u1ea1ng v\u00e0 ph\u00e2n t\u00edch khu\u00f4n m\u1eb7t con ng\u01b0\u1eddi.<\/p>\n\n\n\n
M\u1ee5c \u0111\u00edch v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a Face++ trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau:<\/h2>\n\n\n\n
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An ninh v\u00e0 th\u1ef1c thi ph\u00e1p lu\u1eadt:\n
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Face++ \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i trong c\u00e1c h\u1ec7 th\u1ed1ng an ninh \u0111\u1ec3 gi\u00e1m s\u00e1t v\u00e0 ki\u1ec3m so\u00e1t ra v\u00e0o. N\u00f3 cho ph\u00e9p nh\u1eadn d\u1ea1ng v\u00e0 theo d\u00f5i c\u00e1 nh\u00e2n theo th\u1eddi gian th\u1ef1c, t\u0103ng c\u01b0\u1eddng c\u00e1c bi\u1ec7n ph\u00e1p an ninh.<\/li>\n\n\n\n
C\u00e1c c\u01a1 quan th\u1ef1c thi ph\u00e1p lu\u1eadt s\u1eed d\u1ee5ng Face++ \u0111\u1ec3 ph\u00e2n t\u00edch ph\u00e1p y v\u00e0 nh\u1eadn d\u1ea1ng nghi ph\u1ea1m, h\u1ed7 tr\u1ee3 \u0111i\u1ec1u tra t\u1ed9i ph\u1ea1m v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ee5 \u00e1n.<\/li>\n\n\n\n
Face++ gi\u00fap gi\u00e1m s\u00e1t kh\u00f4ng gian c\u00f4ng c\u1ed9ng, s\u00e2n bay v\u00e0 ki\u1ec3m so\u00e1t bi\u00ean gi\u1edbi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n ho\u1eb7c c\u00e1 nh\u00e2n c\u00f3 trong danh s\u00e1ch theo d\u00f5i.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
B\u00e1n l\u1ebb v\u00e0 ti\u1ebfp th\u1ecb:\n
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Face++ cho ph\u00e9p c\u00e1c nh\u00e0 b\u00e1n l\u1ebb cung c\u1ea5p tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a cho kh\u00e1ch h\u00e0ng. N\u00f3 c\u00f3 th\u1ec3 ph\u00e2n t\u00edch c\u00e1c thu\u1ed9c t\u00ednh khu\u00f4n m\u1eb7t, ch\u1eb3ng h\u1ea1n nh\u01b0 tu\u1ed5i t\u00e1c v\u00e0 gi\u1edbi t\u00ednh, \u0111\u1ec3 cung c\u1ea5p qu\u1ea3ng c\u00e1o c\u00f3 m\u1ee5c ti\u00eau v\u00e0 \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m.<\/li>\n\n\n\n
H\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t trong c\u1eeda h\u00e0ng s\u1eed d\u1ee5ng Face++ cho ph\u00e9p c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m mua s\u1eafm, ch\u1eb3ng h\u1ea1n nh\u01b0 thanh to\u00e1n t\u1ef1 \u0111\u1ed9ng v\u00e0 cung c\u1ea5p c\u00e1c \u01b0u \u0111\u00e3i t\u00f9y ch\u1ec9nh d\u1ef1a tr\u00ean h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng.<\/li>\n\n\n\n
C\u00e1c chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng Face++ \u0111\u1ec3 \u0111o l\u01b0\u1eddng m\u1ee9c \u0111\u1ed9 t\u01b0\u01a1ng t\u00e1c c\u1ee7a kh\u00e1ch h\u00e0ng, theo d\u00f5i c\u1ea3m x\u00fac v\u00e0 ph\u00e2n t\u00edch th\u00f4ng tin nh\u00e2n kh\u1ea9u h\u1ecdc \u0111\u1ec3 nh\u1eafm m\u1ee5c ti\u00eau hi\u1ec7u qu\u1ea3.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
X\u00e1c minh t\u00e0i ch\u00ednh v\u00e0 danh t\u00ednh:\n
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Face++ h\u1ed7 tr\u1ee3 x\u00e1c minh danh t\u00ednh an to\u00e0n v\u00e0 thu\u1eadn ti\u1ec7n cho c\u00e1c t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh. N\u00f3 h\u1ee3p l\u00fd h\u00f3a quy tr\u00ecnh Bi\u1ebft kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n (KYC) b\u1eb1ng c\u00e1ch so s\u00e1nh khu\u00f4n m\u1eb7t c\u1ee7a m\u1ed9t ng\u01b0\u1eddi v\u1edbi c\u00e1c gi\u1ea5y t\u1edd t\u00f9y th\u00e2n c\u1ee7a h\u1ecd, gi\u1ea3m gian l\u1eadn v\u00e0 c\u1ea3i thi\u1ec7n vi\u1ec7c ti\u1ebfp nh\u1eadn kh\u00e1ch h\u00e0ng.<\/li>\n\n\n\n
C\u00e1c ng\u00e2n h\u00e0ng v\u00e0 n\u1ec1n t\u1ea3ng thanh to\u00e1n t\u00edch h\u1ee3p Face++ \u0111\u1ec3 cho ph\u00e9p x\u00e1c th\u1ef1c sinh tr\u1eafc h\u1ecdc, thay th\u1ebf m\u1eadt kh\u1ea9u ho\u1eb7c m\u00e3 PIN truy\u1ec1n th\u1ed1ng b\u1eb1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u1ec3 giao d\u1ecbch an to\u00e0n.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Gi\u1ea3i tr\u00ed v\u00e0 ch\u01a1i game:\n
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Face++ h\u1ed7 tr\u1ee3 nhi\u1ec1u \u1ee9ng d\u1ee5ng gi\u1ea3i tr\u00ed kh\u00e1c nhau. N\u00f3 cho ph\u00e9p nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u1ec3 t\u1ea1o b\u1ed9 l\u1ecdc v\u00e0 hi\u1ec7u \u1ee9ng th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng (AR) tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i ph\u1ed5 bi\u1ebfn.<\/li>\n\n\n\n
C\u00e1c c\u00f4ng ty tr\u00f2 ch\u01a1i s\u1eed d\u1ee5ng Face++ \u0111\u1ec3 t\u1ea1o h\u00ecnh \u0111\u1ea1i di\u1ec7n c\u00e1 nh\u00e2n b\u1eb1ng c\u00e1ch \u00e1nh x\u1ea1 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m khu\u00f4n m\u1eb7t c\u1ee7a ng\u01b0\u1eddi d\u00f9ng l\u00ean c\u00e1c nh\u00e2n v\u1eadt \u1ea3o, t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c v\u00e0 nh\u1eadp vai c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe v\u00e0 nghi\u00ean c\u1ee9u y khoa:\n
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Face++ c\u00f3 \u1ee9ng d\u1ee5ng trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, h\u1ed7 tr\u1ee3 nghi\u00ean c\u1ee9u y khoa v\u00e0 ch\u0103m s\u00f3c b\u1ec7nh nh\u00e2n. N\u00f3 c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch khu\u00f4n m\u1eb7t \u0111\u1ec3 ch\u1ea9n \u0111o\u00e1n v\u00e0 theo d\u00f5i m\u1ed9t s\u1ed1 t\u00ecnh tr\u1ea1ng b\u1ec7nh l\u00fd.<\/li>\n\n\n\n
C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t nh\u01b0 Face++ c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 s\u1ee9c kh\u1ecfe t\u00e2m th\u1ea7n v\u00e0 nghi\u00ean c\u1ee9u v\u1ec1 tr\u1ea1ng th\u00e1i c\u1ea3m x\u00fac.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Ngu\u1ed3n nh\u00e2n l\u1ef1c v\u00e0 theo d\u00f5i ch\u1ea5m c\u00f4ng:\n
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Face++ \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng theo d\u00f5i ch\u1ea5m c\u00f4ng. N\u00f3 c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 x\u00e1c minh ch\u00ednh x\u00e1c khu\u00f4n m\u1eb7t c\u1ee7a nh\u00e2n vi\u00ean, \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh theo d\u00f5i th\u1eddi gian v\u00e0 gi\u1ea3m l\u1ed7i th\u1ee7 c\u00f4ng.<\/li>\n\n\n\n
Ph\u00f2ng nh\u00e2n s\u1ef1 s\u1eed d\u1ee5ng Face++ \u0111\u1ec3 x\u00e1c minh danh t\u00ednh trong qu\u00e1 tr\u00ecnh s\u00e0ng l\u1ecdc v\u00e0 tuy\u1ec3n d\u1ee5ng \u1ee9ng vi\u00ean, \u0111\u1ea3m b\u1ea3o t\u00ednh to\u00e0n v\u1eb9n c\u1ee7a h\u1ed3 s\u01a1 \u1ee9ng vi\u00ean.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i v\u00e0 nhi\u1ebfp \u1ea3nh:\n
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Face++ cho ph\u00e9p g\u1eafn th\u1ebb \u1ea3nh t\u1ef1 \u0111\u1ed9ng tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng m\u1ea1ng x\u00e3 h\u1ed9i, gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 tr\u00ecnh nh\u1eadn d\u1ea1ng v\u00e0 g\u1eafn nh\u00e3n c\u00e1 nh\u00e2n trong \u1ea3nh.<\/li>\n\n\n\n
N\u00f3 c\u1ea3i thi\u1ec7n c\u00e1c \u1ee9ng d\u1ee5ng ch\u1ec9nh s\u1eeda \u1ea3nh b\u1eb1ng c\u00e1ch cung c\u1ea5p t\u00ednh n\u0103ng ph\u00e1t hi\u1ec7n \u0111i\u1ec3m \u0111\u1eb7c tr\u01b0ng tr\u00ean khu\u00f4n m\u1eb7t, cho ph\u00e9p s\u1eed d\u1ee5ng c\u00e1c t\u00ednh n\u0103ng nh\u01b0 trang \u0111i\u1ec3m \u1ea3o, b\u1ed9 l\u1ecdc v\u00e0 bi\u1ebfn \u0111\u1ed5i khu\u00f4n m\u1eb7t.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
\u0110\u00e2y ch\u1ec9 l\u00e0 m\u1ed9t v\u00e0i v\u00ed d\u1ee5 v\u1ec1 \u1ee9ng d\u1ee5ng c\u1ee7a Face++ trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau. T\u00ednh linh ho\u1ea1t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y khi\u1ebfn n\u00f3 tr\u1edf n\u00ean c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ed1i v\u1edbi nhi\u1ec1u l\u0129nh v\u1ef1c, g\u00f3p ph\u1ea7n c\u1ea3i thi\u1ec7n t\u00ednh b\u1ea3o m\u1eadt, s\u1ef1 ti\u1ec7n l\u1ee3i v\u00e0 tr\u1ea3i nghi\u1ec7m \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a.<\/p>\n\n\n\n
Face++ ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o:<\/h2>\n\n\n\n
C\u00f4ng ngh\u1ec7 c\u01a1 b\u1ea3n \u0111\u1eb1ng sau Face++ li\u00ean quan \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u, c\u1ee5 th\u1ec3 l\u00e0 m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (CNN). C\u00e1c k\u1ef9 thu\u1eadt ti\u00ean ti\u1ebfn n\u00e0y cho ph\u00e9p Face++ \u0111\u1ea1t \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ch\u00ednh x\u00e1c v\u00e0 m\u1ea1nh m\u1ebd. Sau \u0111\u00e2y l\u00e0 t\u1ed5ng quan v\u1ec1 c\u00f4ng ngh\u1ec7:<\/p>\n\n\n\n
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H\u1ecdc s\u00e2u: H\u1ecdc s\u00e2u l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a h\u1ecdc m\u00e1y t\u1eadp trung v\u00e0o vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o v\u1edbi nhi\u1ec1u l\u1edbp \u0111\u1ec3 h\u1ecdc v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c t\u00ednh n\u0103ng c\u00f3 \u00fd ngh\u0129a t\u1eeb d\u1eef li\u1ec7u. N\u00f3 \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh l\u00e0 r\u1ea5t hi\u1ec7u qu\u1ea3 trong c\u00e1c t\u00e1c v\u1ee5 ph\u1ee9c t\u1ea1p nh\u01b0 nh\u1eadn d\u1ea1ng v\u00e0 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh.<\/li>\n\n\n\n
M\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (CNN): CNN l\u00e0 m\u1ed9t lo\u1ea1i m\u1ea1ng h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ri\u00eang cho x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh. Ch\u00fang bao g\u1ed3m c\u00e1c l\u1edbp n\u01a1-ron nh\u00e2n t\u1ea1o \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau m\u00f4 ph\u1ecfng qu\u00e1 tr\u00ecnh x\u1eed l\u00fd h\u00ecnh \u1ea3nh trong n\u00e3o ng\u01b0\u1eddi.<\/li>\n\n\n\n
D\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o: \u0110\u1ec3 \u0111\u00e0o t\u1ea1o h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t d\u1ef1a tr\u00ean CNN nh\u01b0 Face++, c\u1ea7n c\u00f3 m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n. D\u1eef li\u1ec7u n\u00e0y th\u01b0\u1eddng bao g\u1ed3m h\u00e0ng ngh\u00ecn ho\u1eb7c th\u1eadm ch\u00ed h\u00e0ng tri\u1ec7u h\u00ecnh \u1ea3nh c\u00f3 khu\u00f4n m\u1eb7t v\u1edbi c\u00e1c nh\u00e3n li\u00ean quan (v\u00ed d\u1ee5: danh t\u00ednh, thu\u1ed9c t\u00ednh). D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n gi\u00fap m\u1ea1ng t\u00ecm hi\u1ec3u v\u00e0 nh\u1eadn d\u1ea1ng c\u00e1c m\u1eabu, \u0111\u1eb7c \u0111i\u1ec3m v\u00e0 m\u1ed1i quan h\u1ec7 trong h\u00ecnh \u1ea3nh khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
Ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t: B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean trong Face++ l\u00e0 ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t. CNN \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 nh\u1eadn d\u1ea1ng v\u00e0 \u0111\u1ecbnh v\u1ecb khu\u00f4n m\u1eb7t trong m\u1ed9t khung h\u00ecnh \u1ea3nh ho\u1eb7c video. \u0110i\u1ec1u n\u00e0y li\u00ean quan \u0111\u1ebfn vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u1edf c\u00e1c t\u1ef7 l\u1ec7 v\u00e0 \u0111\u1ed9 ph\u00e2n gi\u1ea3i kh\u00e1c nhau \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c c\u00e1c v\u00f9ng tr\u00ean khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
Ph\u00e1t hi\u1ec7n m\u1ed1c khu\u00f4n m\u1eb7t: Sau khi ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t, Face++ s\u1eed d\u1ee5ng CNN \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1c khu\u00f4n m\u1eb7t ho\u1eb7c c\u00e1c \u0111i\u1ec3m ch\u00ednh tr\u00ean m\u1ed7i khu\u00f4n m\u1eb7t. C\u00e1c m\u1ed1c n\u00e0y \u0111\u1ea1i di\u1ec7n cho c\u00e1c v\u1ecb tr\u00ed c\u1ee5 th\u1ec3 tr\u00ean khu\u00f4n m\u1eb7t, ch\u1eb3ng h\u1ea1n nh\u01b0 kh\u00f3e m\u1eaft, m\u0169i v\u00e0 mi\u1ec7ng. Ph\u00e1t hi\u1ec7n m\u1ed1c gi\u00fap chu\u1ea9n h\u00f3a v\u00e0 c\u0103n ch\u1ec9nh khu\u00f4n m\u1eb7t \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 so s\u00e1nh ch\u00ednh x\u00e1c.<\/li>\n\n\n\n
Tr\u00edch xu\u1ea5t v\u00e0 m\u00e3 h\u00f3a t\u00ednh n\u0103ng: CNN sau \u0111\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 tr\u00edch xu\u1ea5t c\u00e1c bi\u1ec3u di\u1ec5n t\u00ednh n\u0103ng \u0111a chi\u1ec1u t\u1eeb c\u00e1c khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n v\u00e0 c\u0103n ch\u1ec9nh. C\u00e1c t\u00ednh n\u0103ng n\u00e0y n\u1eafm b\u1eaft c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m v\u00e0 m\u1eabu ri\u00eang bi\u1ec7t c\u1ee7a t\u1eebng khu\u00f4n m\u1eb7t, m\u00e3 h\u00f3a ch\u00fang th\u00e0nh bi\u1ec3u di\u1ec5n s\u1ed1 \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 m\u1eabu khu\u00f4n m\u1eb7t ho\u1eb7c nh\u00fang khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
So s\u00e1nh v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t: Face++ s\u1eed d\u1ee5ng c\u00e1c m\u1eabu khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t \u0111\u1ec3 th\u1ef1c hi\u1ec7n so s\u00e1nh v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. B\u1eb1ng c\u00e1ch so s\u00e1nh c\u00e1c m\u1eabu, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh xem hai khu\u00f4n m\u1eb7t c\u00f3 thu\u1ed9c v\u1ec1 c\u00f9ng m\u1ed9t c\u00e1 nh\u00e2n hay kh\u00f4ng ho\u1eb7c x\u00e1c \u0111\u1ecbnh khu\u00f4n m\u1eb7t gi\u1ed1ng nhau nh\u1ea5t t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u. Qu\u00e1 tr\u00ecnh n\u00e0y bao g\u1ed3m t\u00ednh to\u00e1n \u0111i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng ho\u1eb7c s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n ph\u00e2n lo\u1ea1i \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh.<\/li>\n\n\n\n
\u0110\u00e0o t\u1ea1o v\u00e0 T\u1ed1i \u01b0u h\u00f3a: C\u00e1c m\u00f4 h\u00ecnh CNN \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong Face++ tr\u1ea3i qua m\u1ed9t qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o m\u1edf r\u1ed9ng, trong \u0111\u00f3 m\u1ea1ng h\u1ecdc c\u00e1ch nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ch\u00ednh x\u00e1c. \u0110\u00e0o t\u1ea1o bao g\u1ed3m truy\u1ec1n d\u1eef li\u1ec7u theo chi\u1ec1u ti\u1ebfn v\u00e0 chi\u1ec1u l\u00f9i qua m\u1ea1ng, \u0111i\u1ec1u ch\u1ec9nh c\u00e1c tham s\u1ed1 c\u1ee7a m\u1ea1ng (tr\u1ecdng s\u1ed1 v\u00e0 \u0111\u1ed9 l\u1ec7ch) theo t\u1eebng b\u01b0\u1edbc l\u1eb7p \u0111i l\u1eb7p l\u1ea1i \u0111\u1ec3 gi\u1ea3m thi\u1ec3u s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa k\u1ebft qu\u1ea3 d\u1ef1 \u0111o\u00e1n v\u00e0 k\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf. C\u00e1c k\u1ef9 thu\u1eadt t\u1ed1i \u01b0u h\u00f3a nh\u01b0 gradient descent \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a m\u1ea1ng.<\/li>\n<\/ol>\n\n\n\n
S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u v\u00e0 CNN cho ph\u00e9p Face++ \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 m\u1ea1nh m\u1ebd cao trong c\u00e1c t\u00e1c v\u1ee5 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u00e3 th\u00fac \u0111\u1ea9y \u0111\u00e1ng k\u1ec3 l\u0129nh v\u1ef1c ph\u00e2n t\u00edch khu\u00f4n m\u1eb7t, cho ph\u00e9p \u1ee9ng d\u1ee5ng nhi\u1ec1u trong b\u1ea3o m\u1eadt, x\u00e1c minh danh t\u00ednh, ti\u1ebfp th\u1ecb, v.v.<\/p>\n\n\n\n
quy tr\u00ecnh t\u1eebng b\u01b0\u1edbc ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t<\/h2>\n\n\n\n
Quy tr\u00ecnh t\u1eebng b\u01b0\u1edbc ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t, ph\u00e1t hi\u1ec7n m\u1ed1c v\u00e0 so s\u00e1nh khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c Face++ s\u1eed d\u1ee5ng bao g\u1ed3m m\u1ed9t s\u1ed1 giai \u0111o\u1ea1n. Sau \u0111\u00e2y l\u00e0 t\u1ed5ng quan v\u1ec1 quy tr\u00ecnh:<\/p>\n\n\n\n
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Ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t:\n
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\u0110\u1ea7u v\u00e0o: Qu\u00e1 tr\u00ecnh b\u1eaft \u0111\u1ea7u v\u1edbi h\u00ecnh \u1ea3nh \u0111\u1ea7u v\u00e0o ho\u1eb7c khung video ch\u1ee9a m\u1ed9t ho\u1eb7c nhi\u1ec1u khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
Ti\u1ec1n x\u1eed l\u00fd: H\u00ecnh \u1ea3nh \u0111\u1ea7u v\u00e0o \u0111\u01b0\u1ee3c x\u1eed l\u00fd tr\u01b0\u1edbc \u0111\u1ec3 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh v\u00e0 lo\u1ea1i b\u1ecf nhi\u1ec5u n\u1ebfu c\u1ea7n.<\/li>\n\n\n\n
M\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (CNN): Face++ s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh CNN \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
K\u1ef9 thu\u1eadt c\u1eeda s\u1ed5 tr\u01b0\u1ee3t: M\u00f4 h\u00ecnh CNN ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p c\u1eeda s\u1ed5 tr\u01b0\u1ee3t, qu\u00e9t h\u00ecnh \u1ea3nh \u1edf nhi\u1ec1u t\u1ef7 l\u1ec7 v\u00e0 v\u1ecb tr\u00ed kh\u00e1c nhau \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c v\u00f9ng khu\u00f4n m\u1eb7t ti\u1ec1m n\u0103ng.<\/li>\n\n\n\n
Ng\u01b0\u1ee1ng ph\u00e1t hi\u1ec7n: CNN g\u00e1n \u0111i\u1ec3m tin c\u1eady cho t\u1eebng v\u00f9ng, cho bi\u1ebft kh\u1ea3 n\u0103ng \u0111\u00f3 l\u00e0 khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
Lo\u1ea1i b\u1ecf kh\u00f4ng t\u1ed1i \u0111a: \u0110\u1ec3 lo\u1ea1i b\u1ecf c\u00e1c ph\u00e1t hi\u1ec7n tr\u00f9ng l\u1eb7p ho\u1eb7c ch\u1ed3ng ch\u00e9o, vi\u1ec7c lo\u1ea1i b\u1ecf kh\u00f4ng t\u1ed1i \u0111a \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 ch\u1ecdn c\u00e1c v\u00f9ng khu\u00f4n m\u1eb7t \u0111\u00e1ng tin c\u1eady nh\u1ea5t.<\/li>\n\n\n\n
\u0110\u1ea7u ra: \u0110\u1ea7u ra c\u1ee7a giai \u0111o\u1ea1n n\u00e0y l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c h\u1ed9p gi\u1edbi h\u1ea1n ho\u1eb7c h\u00ecnh ch\u1eef nh\u1eadt bao quanh ch\u1eb7t ch\u1ebd c\u00e1c khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Ph\u00e1t hi\u1ec7n \u0111i\u1ec3m m\u1ed1c:\n
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\u0110\u1ea7u v\u00e0o: V\u00f9ng khu\u00f4n m\u1eb7t ho\u1eb7c khung gi\u1edbi h\u1ea1n thu \u0111\u01b0\u1ee3c t\u1eeb giai \u0111o\u1ea1n ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0m \u0111\u1ea7u v\u00e0o.<\/li>\n\n\n\n
M\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (CNN): Face++ s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean CNN \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 ph\u00e1t hi\u1ec7n \u0111i\u1ec3m m\u1ed1c tr\u00ean khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
X\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed \u0111i\u1ec3m m\u1ed1c: M\u00f4 h\u00ecnh CNN ph\u00e2n t\u00edch v\u00f9ng khu\u00f4n m\u1eb7t v\u00e0 d\u1ef1 \u0111o\u00e1n v\u1ecb tr\u00ed c\u1ee7a c\u00e1c \u0111i\u1ec3m m\u1ed1c c\u1ee5 th\u1ec3 tr\u00ean khu\u00f4n m\u1eb7t, ch\u1eb3ng h\u1ea1n nh\u01b0 kh\u00f3e m\u1eaft, m\u0169i v\u00e0 mi\u1ec7ng.<\/li>\n\n\n\n
\u0110\u1ea7u ra: \u0110\u1ea7u ra l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c t\u1ecda \u0111\u1ed9 bi\u1ec3u di\u1ec5n v\u1ecb tr\u00ed c\u1ee7a c\u00e1c \u0111i\u1ec3m m\u1ed1c tr\u00ean khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
So s\u00e1nh khu\u00f4n m\u1eb7t:\n
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\u0110\u1ea7u v\u00e0o: H\u00ecnh \u1ea3nh khu\u00f4n m\u1eb7t thu \u0111\u01b0\u1ee3c t\u1eeb giai \u0111o\u1ea1n ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t ho\u1eb7c c\u00e1c m\u1eabu khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb c\u00e1c b\u01b0\u1edbc tr\u01b0\u1edbc \u0111\u00f3.<\/li>\n\n\n\n
Tr\u00edch xu\u1ea5t t\u00ednh n\u0103ng: Face++ s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc s\u00e2u, ch\u1eb3ng h\u1ea1n nh\u01b0 CNN, \u0111\u1ec3 tr\u00edch xu\u1ea5t c\u00e1c bi\u1ec3u di\u1ec5n t\u00ednh n\u0103ng \u0111a chi\u1ec1u t\u1eeb h\u00ecnh \u1ea3nh ho\u1eb7c m\u1eabu khu\u00f4n m\u1eb7t. C\u00e1c t\u00ednh n\u0103ng n\u00e0y n\u1eafm b\u1eaft c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m khu\u00f4n m\u1eb7t \u0111\u1ed9c \u0111\u00e1o.<\/li>\n\n\n\n
M\u00e3 h\u00f3a khu\u00f4n m\u1eb7t: C\u00e1c \u0111\u1eb7c \u0111i\u1ec3m \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a th\u00e0nh c\u00e1c bi\u1ec3u di\u1ec5n s\u1ed1 \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 m\u1eabu khu\u00f4n m\u1eb7t ho\u1eb7c nh\u00fang khu\u00f4n m\u1eb7t. C\u00e1c m\u1eabu n\u00e0y l\u00e0 c\u00e1c bi\u1ec3u di\u1ec5n nh\u1ecf g\u1ecdn c\u1ee7a c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
C\u01a1 s\u1edf d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t: Face++ so s\u00e1nh c\u00e1c m\u1eabu khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c t\u1ea1o ra v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u tham chi\u1ebfu g\u1ed3m c\u00e1c m\u1eabu khu\u00f4n m\u1eb7t \u0111\u00e3 \u0111\u0103ng k\u00fd tr\u01b0\u1edbc ho\u1eb7c c\u00e1c danh t\u00ednh \u0111\u00e3 bi\u1ebft.<\/li>\n\n\n\n
T\u00ednh to\u00e1n \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u1ed3ng: Face++ t\u00ednh to\u00e1n \u0111i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng gi\u1eefa c\u00e1c m\u1eabu khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 c\u00e1c m\u1eabu trong c\u01a1 s\u1edf d\u1eef li\u1ec7u. C\u00f3 th\u1ec3 s\u1eed d\u1ee5ng nhi\u1ec1u s\u1ed1 li\u1ec7u t\u01b0\u01a1ng \u0111\u1ed3ng kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 kho\u1ea3ng c\u00e1ch Euclidean ho\u1eb7c \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u1ed3ng cosin \u0111\u1ec3 so s\u00e1nh.<\/li>\n\n\n\n
Ng\u01b0\u1ee1ng: Ng\u01b0\u1ee1ng \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xem \u0111i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng c\u00f3 bi\u1ec3u th\u1ecb s\u1ef1 tr\u00f9ng kh\u1edbp hay kh\u00f4ng tr\u00f9ng kh\u1edbp gi\u1eefa hai khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
\u0110\u1ea7u ra: \u0110\u1ea7u ra c\u1ee7a giai \u0111o\u1ea1n so s\u00e1nh khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 l\u00e0 k\u1ebft qu\u1ea3 tr\u00f9ng kh\u1edbp d\u01b0\u01a1ng t\u00ednh, cho bi\u1ebft khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c so s\u00e1nh thu\u1ed9c v\u1ec1 c\u00f9ng m\u1ed9t c\u00e1 nh\u00e2n ho\u1eb7c k\u1ebft qu\u1ea3 tr\u00f9ng kh\u1edbp \u00e2m t\u00ednh, cho bi\u1ebft c\u00e1c c\u00e1 nh\u00e2n kh\u00e1c nhau.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
\u0110i\u1ec1u quan tr\u1ecdng c\u1ea7n l\u01b0u \u00fd l\u00e0 chi ti\u1ebft tri\u1ec3n khai ch\u00ednh x\u00e1c c\u1ee7a Face++ c\u00f3 th\u1ec3 kh\u00e1c nhau v\u00ec \u0111\u00e2y l\u00e0 c\u00f4ng ngh\u1ec7 \u0111\u1ed9c quy\u1ec1n do Megvii ph\u00e1t tri\u1ec3n. Tuy nhi\u00ean, quy tr\u00ecnh t\u1ed5ng th\u1ec3 \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 \u1edf tr\u00ean th\u1ec3 hi\u1ec7n c\u00e1c b\u01b0\u1edbc chung li\u00ean quan \u0111\u1ebfn ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t, ph\u00e1t hi\u1ec7n m\u1ed1c v\u00e0 so s\u00e1nh khu\u00f4n m\u1eb7t do c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t th\u1ef1c hi\u1ec7n, bao g\u1ed3m c\u1ea3 nh\u1eefng h\u1ec7 th\u1ed1ng s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u nh\u01b0 CNN.<\/p>\n\n\n\n
Face++ \u0111\u00e3 ch\u1ee9ng minh \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u su\u1ea5t \u1ea5n t\u01b0\u1ee3ng trong vi\u1ec7c nh\u1eadn d\u1ea1ng v\u00e0 ph\u00e2n t\u00edch khu\u00f4n m\u1eb7t ng\u01b0\u1eddi. Nh\u1eefng ti\u1ebfn b\u1ed9 c\u1ee7a c\u00f4ng ngh\u1ec7 trong h\u1ecdc s\u00e2u v\u00e0 m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp g\u00f3p ph\u1ea7n t\u1ea1o n\u00ean k\u1ebft qu\u1ea3 ch\u1ea5t l\u01b0\u1ee3ng cao c\u1ee7a n\u00f3. Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 \u0111i\u1ec3m ch\u00ednh l\u00e0m n\u1ed5i b\u1eadt \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a n\u00f3:<\/p>\n\n\n\n
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\u0110\u1ed9 ch\u00ednh x\u00e1c ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t: Face++ th\u1ec3 hi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c ph\u00e1t hi\u1ec7n v\u00e0 \u0111\u1ecbnh v\u1ecb khu\u00f4n m\u1eb7t trong h\u00ecnh \u1ea3nh ho\u1eb7c khung h\u00ecnh video, ngay c\u1ea3 trong c\u00e1c c\u1ea3nh ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u00f4ng \u0111\u00fac. N\u00f3 c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh hi\u1ec7u qu\u1ea3 nhi\u1ec1u khu\u00f4n m\u1eb7t v\u00e0 x\u1eed l\u00fd c\u00e1c bi\u1ebfn th\u1ec3 v\u1ec1 \u0111i\u1ec1u ki\u1ec7n \u00e1nh s\u00e1ng, h\u01b0\u1edbng khu\u00f4n m\u1eb7t v\u00e0 che khu\u1ea5t.<\/li>\n\n\n\n
\u0110\u1ed9 ch\u00ednh x\u00e1c ph\u00e1t hi\u1ec7n m\u1ed1c: Face++ v\u01b0\u1ee3t tr\u1ed9i trong vi\u1ec7c \u0111\u1ecbnh v\u1ecb ch\u00ednh x\u00e1c c\u00e1c m\u1ed1c tr\u00ean khu\u00f4n m\u1eb7t, ch\u1eb3ng h\u1ea1n nh\u01b0 kh\u00f3e m\u1eaft, m\u0169i v\u00e0 mi\u1ec7ng. N\u00f3 \u0111\u1ea1t \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n m\u1ed1c ch\u00ednh x\u00e1c, cho ph\u00e9p c\u0103n ch\u1ec9nh v\u00e0 chu\u1ea9n h\u00f3a khu\u00f4n m\u1eb7t ch\u00ednh x\u00e1c \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 so s\u00e1nh th\u00eam.<\/li>\n\n\n\n
Ph\u00e2n t\u00edch thu\u1ed9c t\u00ednh khu\u00f4n m\u1eb7t: Face++ th\u1ec3 hi\u1ec7n hi\u1ec7u su\u1ea5t tuy\u1ec7t v\u1eddi trong vi\u1ec7c ph\u00e2n t\u00edch c\u00e1c thu\u1ed9c t\u00ednh khu\u00f4n m\u1eb7t nh\u01b0 tu\u1ed5i t\u00e1c, gi\u1edbi t\u00ednh v\u00e0 c\u1ea3m x\u00fac. N\u00f3 c\u00f3 th\u1ec3 \u01b0\u1edbc t\u00ednh ch\u00ednh x\u00e1c ph\u1ea1m vi tu\u1ed5i t\u00e1c, x\u00e1c \u0111\u1ecbnh gi\u1edbi t\u00ednh v\u1edbi \u0111\u1ed9 tin c\u1eady cao v\u00e0 nh\u1eadn d\u1ea1ng m\u1ed9t lo\u1ea1t c\u00e1c bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t, bao g\u1ed3m vui v\u1ebb, bu\u1ed3n b\u00e3, t\u1ee9c gi\u1eadn, v.v.<\/li>\n\n\n\n
So s\u00e1nh v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t: Face++ \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn v\u1edbi kh\u1ea3 n\u0103ng so s\u00e1nh v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t m\u1ea1nh m\u1ebd. B\u1eb1ng c\u00e1ch tr\u00edch xu\u1ea5t v\u00e0 so s\u00e1nh c\u00e1c m\u1eabu khu\u00f4n m\u1eb7t, n\u00f3 c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c li\u1ec7u hai khu\u00f4n m\u1eb7t c\u00f3 thu\u1ed9c v\u1ec1 c\u00f9ng m\u1ed9t ng\u01b0\u1eddi hay kh\u00f4ng ho\u1eb7c x\u00e1c \u0111\u1ecbnh nh\u1eefng khu\u00f4n m\u1eb7t gi\u1ed1ng nhau nh\u1ea5t t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u tham chi\u1ebfu. Hi\u1ec7u su\u1ea5t c\u1ee7a n\u00f3 trong c\u00e1c t\u00e1c v\u1ee5 x\u00e1c minh v\u00e0 kh\u1edbp khu\u00f4n m\u1eb7t r\u1ea5t \u1ea5n t\u01b0\u1ee3ng, cung c\u1ea5p k\u1ebft qu\u1ea3 \u0111\u00e1ng tin c\u1eady trong nhi\u1ec1u t\u00ecnh hu\u1ed1ng kh\u00e1c nhau.<\/li>\n\n\n\n
T\u1ed1c \u0111\u1ed9 v\u00e0 hi\u1ec7u qu\u1ea3: Face++ \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t hi\u1ec7u qu\u1ea3 v\u00e0 theo th\u1eddi gian th\u1ef1c. N\u00f3 t\u1eadn d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a v\u00e0 t\u0103ng t\u1ed1c ph\u1ea7n c\u1ee9ng \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd nhanh, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u ph\u00e2n t\u00edch v\u00e0 ph\u1ea3n h\u1ed3i nhanh.<\/li>\n\n\n\n
Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng: Face++ \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai trong c\u00e1c h\u1ec7 th\u1ed1ng quy m\u00f4 l\u1edbn, ch\u1ee9ng minh kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng c\u1ee7a n\u00f3. N\u00f3 c\u00f3 th\u1ec3 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t v\u00e0 \u0111\u00e1p \u1ee9ng nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c nhau, t\u1eeb tri\u1ec3n khai quy m\u00f4 nh\u1ecf \u0111\u1ebfn tri\u1ec3n khai c\u1ea5p doanh nghi\u1ec7p.<\/li>\n\n\n\n
C\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c: Megvii, c\u00f4ng ty \u0111\u1ee9ng sau Face++, \u0111\u1ea7u t\u01b0 v\u00e0o nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n li\u00ean t\u1ee5c \u0111\u1ec3 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a c\u00f4ng ngh\u1ec7. C\u00e1c b\u1ea3n c\u1eadp nh\u1eadt v\u00e0 l\u1eb7p l\u1ea1i th\u01b0\u1eddng xuy\u00ean \u0111\u1ea3m b\u1ea3o Face++ theo k\u1ecbp nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t trong h\u1ecdc s\u00e2u v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t.<\/li>\n<\/ol>\n\n\n\n
\u0110i\u1ec1u quan tr\u1ecdng c\u1ea7n l\u01b0u \u00fd l\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a Face++ c\u00f3 th\u1ec3 thay \u0111\u1ed5i t\u00f9y thu\u1ed9c v\u00e0o c\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o, c\u1ea5u h\u00ecnh ph\u1ea7n c\u1ee9ng v\u00e0 c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3. Tuy nhi\u00ean, nh\u00ecn chung, Face++ cung c\u1ea5p \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u su\u1ea5t \u1ea5n t\u01b0\u1ee3ng trong vi\u1ec7c nh\u1eadn d\u1ea1ng v\u00e0 ph\u00e2n t\u00edch khu\u00f4n m\u1eb7t ng\u01b0\u1eddi, khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh gi\u1ea3i ph\u00e1p nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i v\u00e0 \u0111\u00e1ng tin c\u1eady.<\/p>\n\n\n\n
C\u00e1c t\u00ednh n\u0103ng v\u00e0 kh\u1ea3 n\u0103ng ch\u00ednh:<\/h2>\n\n\n\n
Face++ cung c\u1ea5p m\u1ed9t lo\u1ea1t c\u00e1c t\u00ednh n\u0103ng v\u00e0 kh\u1ea3 n\u0103ng ch\u00ednh g\u00f3p ph\u1ea7n t\u1ea1o n\u00ean t\u00ednh linh ho\u1ea1t v\u00e0 h\u1eefu \u00edch c\u1ee7a n\u00f3 trong nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c nhau. Sau \u0111\u00e2y l\u00e0 th\u1ea3o lu\u1eadn v\u1ec1 m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a n\u00f3:<\/p>\n\n\n\n
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Ph\u00e2n t\u00edch thu\u1ed9c t\u00ednh khu\u00f4n m\u1eb7t:\n
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\u01af\u1edbc t\u00ednh \u0111\u1ed9 tu\u1ed5i: Face++ c\u00f3 th\u1ec3 \u01b0\u1edbc t\u00ednh \u0111\u1ed9 tu\u1ed5i c\u1ee7a c\u00e1 nh\u00e2n trong h\u00ecnh \u1ea3nh ho\u1eb7c khung h\u00ecnh video, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u1ec1 nh\u00e2n kh\u1ea9u h\u1ecdc theo \u0111\u1ed9 tu\u1ed5i.<\/li>\n\n\n\n
Nh\u1eadn d\u1ea1ng gi\u1edbi t\u00ednh: X\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c gi\u1edbi t\u00ednh c\u1ee7a c\u00e1 nh\u00e2n, ph\u00e2n bi\u1ec7t khu\u00f4n m\u1eb7t nam v\u00e0 n\u1eef.<\/li>\n\n\n\n
Ph\u00e1t hi\u1ec7n c\u1ea3m x\u00fac: Face++ ph\u00e2n t\u00edch bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t \u0111\u1ec3 nh\u1eadn d\u1ea1ng nhi\u1ec1u lo\u1ea1i c\u1ea3m x\u00fac, bao g\u1ed3m vui v\u1ebb, bu\u1ed3n b\u00e3, t\u1ee9c gi\u1eadn, ng\u1ea1c nhi\u00ean, v.v. Kh\u1ea3 n\u0103ng n\u00e0y h\u1eefu \u00edch trong ph\u00e2n t\u00edch t\u00ecnh c\u1ea3m, nghi\u00ean c\u1ee9u th\u1ecb tr\u01b0\u1eddng v\u00e0 \u0111\u00e1nh gi\u00e1 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
X\u00e1c minh khu\u00f4n m\u1eb7t:\n
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So s\u00e1nh khu\u00f4n m\u1eb7t: Face++ th\u1ef1c hi\u1ec7n x\u00e1c minh khu\u00f4n m\u1eb7t b\u1eb1ng c\u00e1ch so s\u00e1nh hai khu\u00f4n m\u1eb7t \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xem ch\u00fang c\u00f3 thu\u1ed9c v\u1ec1 c\u00f9ng m\u1ed9t ng\u01b0\u1eddi hay kh\u00f4ng. N\u00f3 t\u00ednh to\u00e1n \u0111i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng ho\u1eb7c m\u1ee9c \u0111\u1ed9 tin c\u1eady, cho ph\u00e9p c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 x\u00e1c minh danh t\u00ednh, ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 x\u00e1c th\u1ef1c.<\/li>\n\n\n\n
Ph\u00e1t hi\u1ec7n s\u1ef1 s\u1ed1ng: Face++ t\u00edch h\u1ee3p t\u00ednh n\u0103ng ph\u00e1t hi\u1ec7n s\u1ef1 s\u1ed1ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch l\u00e0 c\u1ee7a m\u1ed9t ng\u01b0\u1eddi th\u1eadt, ng\u0103n ch\u1eb7n c\u00e1c h\u00e0nh vi gian l\u1eadn b\u1eb1ng \u1ea3nh ho\u1eb7c video.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
T\u00ecm ki\u1ebfm khu\u00f4n m\u1eb7t:\n
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T\u00ecm ki\u1ebfm c\u01a1 s\u1edf d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t: Face++ cho ph\u00e9p t\u00ecm ki\u1ebfm khu\u00f4n m\u1eb7t c\u1ee5 th\u1ec3 trong c\u01a1 s\u1edf d\u1eef li\u1ec7u tham chi\u1ebfu. V\u1edbi khu\u00f4n m\u1eb7t truy v\u1ea5n, n\u00f3 so s\u00e1nh v\u1edbi khu\u00f4n m\u1eb7t \u0111\u00e3 \u0111\u0103ng k\u00fd \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c k\u1ebft qu\u1ea3 tr\u00f9ng kh\u1edbp ti\u1ec1m n\u0103ng, h\u1ed7 tr\u1ee3 c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng nh\u01b0 t\u00ecm ng\u01b0\u1eddi m\u1ea5t t\u00edch ho\u1eb7c x\u00e1c \u0111\u1ecbnh c\u00e1 nh\u00e2n trong c\u1ea3nh quay gi\u00e1m s\u00e1t.<\/li>\n\n\n\n
Truy xu\u1ea5t khu\u00f4n m\u1eb7t t\u01b0\u01a1ng t\u1ef1: Face++ c\u00f3 th\u1ec3 truy xu\u1ea5t khu\u00f4n m\u1eb7t t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u00f3 ngo\u1ea1i h\u00ecnh t\u01b0\u01a1ng t\u1ef1 khu\u00f4n m\u1eb7t nh\u1ea5t \u0111\u1ecbnh, h\u1ed7 tr\u1ee3 c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 t\u00ecm ng\u01b0\u1eddi n\u1ed5i ti\u1ebfng gi\u1ed1ng m\u00ecnh, \u0111\u1ec1 xu\u1ea5t c\u00e1 nh\u00e2n h\u00f3a ho\u1eb7c g\u1eafn th\u1ebb ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Ph\u00e1t hi\u1ec7n \u0111i\u1ec3m m\u1ed1c khu\u00f4n m\u1eb7t:\n
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\u0110i\u1ec3m m\u1ed1c tr\u00ean khu\u00f4n m\u1eb7t: Face++ ph\u00e1t hi\u1ec7n v\u00e0 \u0111\u1ecbnh v\u1ecb ch\u00ednh x\u00e1c c\u00e1c \u0111i\u1ec3m m\u1ed1c quan tr\u1ecdng tr\u00ean khu\u00f4n m\u1eb7t, bao g\u1ed3m kh\u00f3e m\u1eaft, m\u0169i, mi\u1ec7ng v\u00e0 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m kh\u00e1c tr\u00ean khu\u00f4n m\u1eb7t. Th\u00f4ng tin n\u00e0y c\u00f3 gi\u00e1 tr\u1ecb trong c\u00e1c t\u00e1c v\u1ee5 nh\u01b0 c\u0103n ch\u1ec9nh khu\u00f4n m\u1eb7t, trang \u0111i\u1ec3m \u1ea3o v\u00e0 ph\u00e2n t\u00edch bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
C\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh:\n
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\u0110\u00e0o t\u1ea1o m\u00f4 h\u00ecnh t\u00f9y ch\u1ec9nh: Face++ cung c\u1ea5p kh\u1ea3 n\u0103ng \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh t\u00f9y ch\u1ec9nh c\u1ee5 th\u1ec3 cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng v\u00e0 t\u1eadp d\u1eef li\u1ec7u kh\u00e1c nhau. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p t\u00f9y ch\u1ec9nh v\u00e0 tinh ch\u1ec9nh c\u00f4ng ngh\u1ec7 \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t t\u1ed1i \u01b0u.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Hi\u1ec7u su\u1ea5t th\u1eddi gian th\u1ef1c:\n
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X\u1eed l\u00fd nhanh: Face++ \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p hi\u1ec7u su\u1ea5t th\u1eddi gian th\u1ef1c, \u0111\u1ea3m b\u1ea3o nh\u1eadn d\u1ea1ng v\u00e0 ph\u00e2n t\u00edch khu\u00f4n m\u1eb7t nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3. N\u00f3 c\u00f3 th\u1ec3 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn v\u00e0 x\u1eed l\u00fd h\u00ecnh \u1ea3nh ho\u1eb7c khung video theo th\u1eddi gian th\u1ef1c ho\u1eb7c g\u1ea7n th\u1eddi gian th\u1ef1c, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u ph\u1ea3n h\u1ed3i nhanh.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
T\u00edch h\u1ee3p v\u00e0 th\u00e2n thi\u1ec7n v\u1edbi nh\u00e0 ph\u00e1t tri\u1ec3n:\n
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API v\u00e0 SDK: Face++ cung c\u1ea5p API v\u00e0 b\u1ed9 c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m (SDK) cho ph\u00e9p t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch c\u00e1c kh\u1ea3 n\u0103ng c\u1ee7a Face++ v\u00e0o nhi\u1ec1u \u1ee9ng d\u1ee5ng, n\u1ec1n t\u1ea3ng v\u00e0 h\u1ec7 th\u1ed1ng kh\u00e1c nhau.<\/li>\n\n\n\n
T\u00e0i li\u1ec7u v\u00e0 h\u1ed7 tr\u1ee3: Face++ cung c\u1ea5p t\u00e0i li\u1ec7u, t\u00e0i nguy\u00ean v\u00e0 h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt to\u00e0n di\u1ec7n, gi\u00fap cho \u1ee9ng d\u1ee5ng th\u00e2n thi\u1ec7n v\u1edbi nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 d\u1ec5 t\u00edch h\u1ee3p v\u00e0 tri\u1ec3n khai.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
Nh\u1eefng t\u00ednh n\u0103ng v\u00e0 kh\u1ea3 n\u0103ng ch\u00ednh n\u00e0y c\u1ee7a Face++ khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 nh\u1eadn d\u1ea1ng, ph\u00e2n t\u00edch v\u00e0 x\u00e1c \u0111\u1ecbnh khu\u00f4n m\u1eb7t trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p, bao g\u1ed3m an ninh, b\u00e1n l\u1ebb, ti\u1ebfp th\u1ecb v\u00e0 gi\u1ea3i tr\u00ed. Kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch c\u00e1c thu\u1ed9c t\u00ednh khu\u00f4n m\u1eb7t, th\u1ef1c hi\u1ec7n x\u00e1c minh khu\u00f4n m\u1eb7t v\u00e0 cho ph\u00e9p t\u00ecm ki\u1ebfm khu\u00f4n m\u1eb7t g\u00f3p ph\u1ea7n v\u00e0o t\u00ednh linh ho\u1ea1t v\u00e0 t\u00ednh th\u1ef1c t\u1ebf c\u1ee7a n\u00f3 trong nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng kh\u00e1c nhau.<\/p>\n\n\n\n
c\u00e1ch Face++ c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c minh danh t\u00ednh v\u00e0 h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t ra v\u00e0o.<\/h3>\n\n\n\n
Face++ c\u00f3 t\u00ednh \u1ee9ng d\u1ee5ng cao trong vi\u1ec7c x\u00e1c minh danh t\u00ednh v\u00e0 h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t ra v\u00e0o<\/a>, cung c\u1ea5p m\u1ed9t gi\u1ea3i ph\u00e1p thay th\u1ebf an to\u00e0n v\u00e0 ti\u1ec7n l\u1ee3i cho c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng nh\u01b0 th\u1ebb ID ho\u1eb7c m\u1eadt kh\u1ea9u. Sau \u0111\u00e2y l\u00e0 gi\u1ea3i th\u00edch v\u1ec1 c\u00e1ch Face++ c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c b\u1ed1i c\u1ea3nh n\u00e0y:<\/p>\n\n\n\n
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X\u00e1c minh danh t\u00ednh:\n
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Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t: Face++ s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u1ec3 so s\u00e1nh khu\u00f4n m\u1eb7t c\u1ee7a m\u1ed9t ng\u01b0\u1eddi \u0111\u01b0\u1ee3c ch\u1ee5p theo th\u1eddi gian th\u1ef1c v\u1edbi m\u1eabu khu\u00f4n m\u1eb7t ho\u1eb7c h\u1ed3 s\u01a1 nh\u1eadn d\u1ea1ng \u0111\u00e3 \u0111\u0103ng k\u00fd tr\u01b0\u1edbc c\u1ee7a h\u1ecd.<\/li>\n\n\n\n
Quy tr\u00ecnh \u0111\u0103ng k\u00fd: Trong giai \u0111o\u1ea1n \u0111\u0103ng k\u00fd, khu\u00f4n m\u1eb7t c\u1ee7a m\u1ed9t c\u00e1 nh\u00e2n \u0111\u01b0\u1ee3c Face++ ch\u1ee5p l\u1ea1i v\u00e0 ph\u00e2n t\u00edch. H\u1ec7 th\u1ed1ng tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m khu\u00f4n m\u1eb7t \u0111\u1ed9c \u0111\u00e1o v\u00e0 t\u1ea1o ra m\u1ed9t m\u1eabu khu\u00f4n m\u1eb7t d\u00f9ng l\u00e0m t\u00e0i li\u1ec7u tham kh\u1ea3o cho c\u00e1c l\u1ea7n x\u00e1c minh trong t\u01b0\u01a1ng lai.<\/li>\n\n\n\n
Quy tr\u00ecnh x\u00e1c minh: Khi c\u1ea7n x\u00e1c minh danh t\u00ednh, khu\u00f4n m\u1eb7t c\u1ee7a ng\u01b0\u1eddi \u0111\u00f3 s\u1ebd \u0111\u01b0\u1ee3c ch\u1ee5p l\u1ea1i b\u1eb1ng camera ho\u1eb7c thi\u1ebft b\u1ecb di \u0111\u1ed9ng. Face++ th\u1ef1c hi\u1ec7n so s\u00e1nh th\u1eddi gian th\u1ef1c gi\u1eefa khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c ch\u1ee5p v\u00e0 m\u1eabu \u0111\u00e3 l\u01b0u tr\u1eef, x\u00e1c \u0111\u1ecbnh xem ch\u00fang c\u00f3 thu\u1ed9c v\u1ec1 c\u00f9ng m\u1ed9t c\u00e1 nh\u00e2n hay kh\u00f4ng.<\/li>\n\n\n\n
K\u1ebft qu\u1ea3 x\u00e1c th\u1ef1c: D\u1ef1a tr\u00ean s\u1ef1 so s\u00e1nh, Face++ t\u1ea1o ra \u0111i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng ho\u1eb7c m\u1ee9c \u0111\u1ed9 tin c\u1eady. N\u1ebfu \u0111i\u1ec3m v\u01b0\u1ee3t qu\u00e1 ng\u01b0\u1ee1ng \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc, qu\u00e1 tr\u00ecnh x\u00e1c minh \u0111\u01b0\u1ee3c coi l\u00e0 th\u00e0nh c\u00f4ng v\u00e0 danh t\u00ednh c\u1ee7a ng\u01b0\u1eddi \u0111\u00f3 \u0111\u01b0\u1ee3c x\u00e1c nh\u1eadn.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
H\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t ra v\u00e0o:\n
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Truy c\u1eadp d\u1ef1a tr\u00ean nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t: Face++ c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t ra v\u00e0o \u0111\u1ec3 thay th\u1ebf c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng nh\u01b0 th\u1ebb ch\u00eca kh\u00f3a ho\u1eb7c m\u00e3 PIN. Khu\u00f4n m\u1eb7t c\u1ee7a m\u1ed7i c\u00e1 nh\u00e2n \u0111\u00f3ng vai tr\u00f2 l\u00e0 m\u00e3 \u0111\u1ecbnh danh duy nh\u1ea5t \u0111\u1ec3 c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c khu v\u1ef1c an to\u00e0n.<\/li>\n\n\n\n
\u0110\u0103ng k\u00fd v\u00e0 Qu\u1ea3n l\u00fd C\u01a1 s\u1edf d\u1eef li\u1ec7u: Face++ h\u1ed7 tr\u1ee3 \u0111\u0103ng k\u00fd c\u00e1 nh\u00e2n v\u00e0o h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t ra v\u00e0o b\u1eb1ng c\u00e1ch ch\u1ee5p v\u00e0 l\u01b0u tr\u1eef m\u1eabu khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd m\u1ed9t c\u00e1ch an to\u00e0n. H\u1ec7 th\u1ed1ng duy tr\u00ec c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u00e1c khu\u00f4n m\u1eb7t \u0111\u00e3 \u0111\u0103ng k\u00fd \u0111\u1ec3 so s\u00e1nh trong t\u01b0\u01a1ng lai.<\/li>\n\n\n\n
X\u00e1c minh th\u1eddi gian th\u1ef1c: Khi m\u1ed9t c\u00e1 nh\u00e2n ti\u1ebfp c\u1eadn \u0111i\u1ec3m truy c\u1eadp, Face++ s\u1ebd ch\u1ee5p khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd v\u00e0 th\u1ef1c hi\u1ec7n x\u00e1c minh th\u1eddi gian th\u1ef1c. N\u00f3 so s\u00e1nh khu\u00f4n m\u1eb7t \u0111\u00e3 ch\u1ee5p v\u1edbi c\u00e1c m\u1eabu \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong c\u01a1 s\u1edf d\u1eef li\u1ec7u, x\u00e1c \u0111\u1ecbnh xem n\u00ean c\u1ea5p hay t\u1eeb ch\u1ed1i quy\u1ec1n truy c\u1eadp.<\/li>\n\n\n\n
T\u00edch h\u1ee3p v\u00e0 t\u00f9y ch\u1ec9nh: Face++ API v\u00e0 SDK cho ph\u00e9p t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t truy c\u1eadp hi\u1ec7n c\u00f3. C\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00f9y ch\u1ec9nh \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c y\u00eau c\u1ea7u b\u1ea3o m\u1eadt c\u1ee5 th\u1ec3, bao g\u1ed3m x\u00e1c th\u1ef1c \u0111a y\u1ebfu t\u1ed1 ho\u1eb7c c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt b\u1ed5 sung.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
L\u1ee3i \u00edch c\u1ee7a Face++ trong vi\u1ec7c x\u00e1c minh danh t\u00ednh v\u00e0 ki\u1ec3m so\u00e1t ra v\u00e0o:<\/h3>\n\n\n\n
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B\u1ea3o m\u1eadt: Face++ cung c\u1ea5p kh\u1ea3 n\u0103ng x\u00e1c minh danh t\u00ednh m\u1ea1nh m\u1ebd, gi\u1ea3m nguy c\u01a1 truy c\u1eadp tr\u00e1i ph\u00e9p ho\u1eb7c gian l\u1eadn danh t\u00ednh. N\u00f3 cung c\u1ea5p ph\u01b0\u01a1ng ti\u1ec7n an to\u00e0n v\u00e0 \u0111\u00e1ng tin c\u1eady \u0111\u1ec3 x\u00e1c nh\u1eadn danh t\u00ednh c\u1ee7a m\u1ed9t c\u00e1 nh\u00e2n d\u1ef1a tr\u00ean c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m khu\u00f4n m\u1eb7t \u0111\u1ed9c \u0111\u00e1o c\u1ee7a h\u1ecd.<\/li>\n\n\n\n
Ti\u1ec7n l\u1ee3i: Face++ \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh x\u00e1c th\u1ef1c, lo\u1ea1i b\u1ecf nhu c\u1ea7u v\u1ec1 m\u00e3 th\u00f4ng b\u00e1o v\u1eadt l\u00fd ho\u1eb7c ghi nh\u1edb m\u1eadt kh\u1ea9u ph\u1ee9c t\u1ea1p. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 truy c\u1eadp ch\u1ec9 b\u1eb1ng c\u00e1ch tr\u00ecnh b\u00e0y khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd, t\u0103ng c\u01b0\u1eddng s\u1ef1 ti\u1ec7n l\u1ee3i v\u00e0 tr\u1ea3i nghi\u1ec7m c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/li>\n\n\n\n
Hi\u1ec7u qu\u1ea3: C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t theo th\u1eddi gian th\u1ef1c do Face++ cung c\u1ea5p cho ph\u00e9p x\u00e1c th\u1ef1c nhanh ch\u00f3ng, cho ph\u00e9p truy c\u1eadp nhanh v\u00e0o c\u00e1c khu v\u1ef1c an ninh m\u00e0 kh\u00f4ng b\u1ecb ch\u1eadm tr\u1ec5 \u0111\u00e1ng k\u1ec3.<\/li>\n\n\n\n
Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng: Face++ c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn khu\u00f4n m\u1eb7t \u0111\u00e3 \u0111\u0103ng k\u00fd, ph\u00f9 h\u1ee3p v\u1edbi nhi\u1ec1u t\u1ed5 ch\u1ee9c c\u00f3 quy m\u00f4 v\u00e0 ng\u00e0nh ngh\u1ec1 kh\u00e1c nhau.<\/li>\n\n\n\n
Ph\u00f2ng ch\u1ed1ng gian l\u1eadn: T\u00ednh n\u0103ng ph\u00e1t hi\u1ec7n ng\u01b0\u1eddi th\u1eadt trong Face++ gi\u00fap ng\u0103n ch\u1eb7n c\u00e1c h\u00e0nh vi gian l\u1eadn b\u1eb1ng \u1ea3nh ho\u1eb7c video, \u0111\u1ea3m b\u1ea3o ch\u1ec9 x\u00e1c th\u1ef1c \u0111\u01b0\u1ee3c ng\u01b0\u1eddi th\u1eadt.<\/li>\n<\/ul>\n\n\n\n
Khi tri\u1ec3n khai Face++ \u0111\u1ec3 x\u00e1c minh danh t\u00ednh v\u00e0 ki\u1ec3m so\u00e1t truy c\u1eadp, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i c\u00e2n nh\u1eafc c\u00e1c quy \u0111\u1ecbnh v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u, c\u00f3 \u0111\u01b0\u1ee3c s\u1ef1 \u0111\u1ed3ng \u00fd c\u00f3 hi\u1ec3u bi\u1ebft v\u00e0 \u0111\u1ea3m b\u1ea3o c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd \u0111\u1ec3 b\u1ea3o v\u1ec7 th\u00f4ng tin c\u00e1 nh\u00e2n.<\/p>\n\n\n\n
Tr\u00ecnh b\u00e0y c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf m\u00e0 Face++ \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai th\u00e0nh c\u00f4ng.<\/h3>\n\n\n\n
Face++ \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai th\u00e0nh c\u00f4ng trong nhi\u1ec1u \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf kh\u00e1c nhau trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau. Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 v\u00ed d\u1ee5 \u0111\u00e1ng ch\u00fa \u00fd:<\/p>\n\n\n\n
\n
\u201cSmile to Pay\u201d c\u1ee7a Alipay:\n
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Face++ \u0111\u00e3 h\u1ee3p t\u00e1c v\u1edbi Alipay, m\u1ed9t n\u1ec1n t\u1ea3ng thanh to\u00e1n di \u0111\u1ed9ng ph\u1ed5 bi\u1ebfn t\u1ea1i Trung Qu\u1ed1c, \u0111\u1ec3 gi\u1edbi thi\u1ec7u t\u00ednh n\u0103ng \u201cSmile to Pay\u201d.<\/li>\n\n\n\n
Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 thanh to\u00e1n ch\u1ec9 b\u1eb1ng c\u00e1ch qu\u00e9t khu\u00f4n m\u1eb7t t\u1ea1i c\u00e1c \u0111\u01a1n v\u1ecb ch\u1ea5p nh\u1eadn thanh to\u00e1n \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3, kh\u00f4ng c\u1ea7n d\u00f9ng th\u1ebb v\u1eadt l\u00fd ho\u1eb7c \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh.<\/li>\n\n\n\n
C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u1ee7a Face++ \u0111\u1ea3m b\u1ea3o giao d\u1ecbch an to\u00e0n v\u00e0 thu\u1eadn ti\u1ec7n, n\u00e2ng cao tr\u1ea3i nghi\u1ec7m thanh to\u00e1n cho h\u00e0ng tri\u1ec7u ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
An to\u00e0n c\u00f4ng c\u1ed9ng v\u00e0 th\u1ef1c thi ph\u00e1p lu\u1eadt:\n
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Face++ \u0111\u01b0\u1ee3c c\u00e1c c\u01a1 quan th\u1ef1c thi ph\u00e1p lu\u1eadt v\u00e0 s\u1edf an ninh s\u1eed d\u1ee5ng \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng an to\u00e0n v\u00e0 an ninh c\u00f4ng c\u1ed9ng.<\/li>\n\n\n\n
N\u00f3 h\u1ed7 tr\u1ee3 vi\u1ec7c x\u00e1c \u0111\u1ecbnh v\u00e0 theo d\u00f5i c\u00e1 nh\u00e2n theo th\u1eddi gian th\u1ef1c, h\u1ed7 tr\u1ee3 cho vi\u1ec7c \u0111i\u1ec1u tra v\u00e0 gi\u00e1m s\u00e1t.<\/li>\n\n\n\n
C\u00f4ng ngh\u1ec7 n\u00e0y cho ph\u00e9p gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng c\u00e1c kh\u00f4ng gian c\u00f4ng c\u1ed9ng, s\u00e2n bay v\u00e0 ki\u1ec3m so\u00e1t bi\u00ean gi\u1edbi, gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n ho\u1eb7c nh\u1eefng ng\u01b0\u1eddi \u0111\u00e1ng ng\u1edd.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Ti\u1ebfp th\u1ecb b\u00e1n l\u1ebb v\u00e0 c\u00e1 nh\u00e2n h\u00f3a:\n
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Face++ \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ng\u00e0nh b\u00e1n l\u1ebb \u0111\u1ec3 cung c\u1ea5p tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a v\u00e0 c\u00e1c chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb c\u00f3 m\u1ee5c ti\u00eau.<\/li>\n\n\n\n
C\u00f4ng ngh\u1ec7 n\u00e0y cho ph\u00e9p ph\u00e2n t\u00edch thu\u1ed9c t\u00ednh khu\u00f4n m\u1eb7t, ch\u1eb3ng h\u1ea1n nh\u01b0 \u01b0\u1edbc t\u00ednh \u0111\u1ed9 tu\u1ed5i v\u00e0 gi\u1edbi t\u00ednh, \u0111\u1ec3 \u0111\u01b0a ra qu\u1ea3ng c\u00e1o t\u00f9y ch\u1ec9nh v\u00e0 \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m.<\/li>\n\n\n\n
C\u00e1c nh\u00e0 b\u00e1n l\u1ebb t\u1eadn d\u1ee5ng Face++ \u0111\u1ec3 t\u1ea1o ra tr\u1ea3i nghi\u1ec7m mua s\u1eafm t\u01b0\u01a1ng t\u00e1c v\u00e0 \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a, n\u00e2ng cao s\u1ef1 g\u1eafn k\u1ebft v\u00e0 s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i v\u00e0 nhi\u1ebfp \u1ea3nh:\n
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Face++ h\u1ed7 tr\u1ee3 t\u00ednh n\u0103ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng m\u1ea1ng x\u00e3 h\u1ed9i ph\u1ed5 bi\u1ebfn.<\/li>\n\n\n\n
T\u00ednh n\u0103ng n\u00e0y cho ph\u00e9p g\u1eafn th\u1ebb \u1ea3nh t\u1ef1 \u0111\u1ed9ng b\u1eb1ng c\u00e1ch nh\u1eadn d\u1ea1ng v\u00e0 d\u00e1n nh\u00e3n t\u1eebng c\u00e1 nh\u00e2n trong h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean, gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh cho ng\u01b0\u1eddi d\u00f9ng.<\/li>\n\n\n\n
Ngo\u00e0i ra, n\u00f3 c\u00f2n h\u1ed7 tr\u1ee3 nhi\u1ec1u \u1ee9ng d\u1ee5ng ch\u1ec9nh s\u1eeda \u1ea3nh kh\u00e1c nhau, cung c\u1ea5p c\u00e1c t\u00ednh n\u0103ng nh\u01b0 trang \u0111i\u1ec3m \u1ea3o, b\u1ed9 l\u1ecdc v\u00e0 bi\u1ebfn \u0111\u1ed5i khu\u00f4n m\u1eb7t.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Ki\u1ec3m so\u00e1t ra v\u00e0o v\u00e0 theo d\u00f5i ch\u1ea5m c\u00f4ng:\n
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Face++ \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t ra v\u00e0o \u0111\u1ec3 x\u00e1c th\u1ef1c an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3.<\/li>\n\n\n\n
N\u00f3 thay th\u1ebf c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng nh\u01b0 th\u1ebb t\u1eeb ho\u1eb7c m\u00e3 PIN, cho ph\u00e9p c\u00e1 nh\u00e2n c\u00f3 th\u1ec3 ra v\u00e0o c\u00e1c khu v\u1ef1c an ninh b\u1eb1ng c\u00e1ch \u0111\u01b0a khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd v\u00e0o.<\/li>\n\n\n\n
Face++ c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c h\u1ec7 th\u1ed1ng theo d\u00f5i ch\u1ea5m c\u00f4ng, t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh v\u00e0 ghi l\u1ea1i ch\u00ednh x\u00e1c s\u1ef1 hi\u1ec7n di\u1ec7n c\u1ee7a nh\u00e2n vi\u00ean.<\/li>\n<\/ol>\n<\/li>\n\n\n\n
Nghi\u00ean c\u1ee9u y khoa v\u00e0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe:\n
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Face++ \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong nghi\u00ean c\u1ee9u y t\u1ebf v\u00e0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 ch\u1ea9n \u0111o\u00e1n khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
N\u00f3 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 s\u1ee9c kh\u1ecfe t\u00e2m th\u1ea7n v\u00e0 ph\u00e1t hi\u1ec7n c\u1ea3m x\u00fac, g\u00f3p ph\u1ea7n v\u00e0o nghi\u00ean c\u1ee9u v\u1ec1 s\u1ee9c kh\u1ecfe c\u1ea3m x\u00fac.<\/li>\n\n\n\n
C\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 ti\u1ec1m n\u0103ng \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 \u0111\u00e1nh gi\u00e1 c\u01a1n \u0111au, ch\u1ea9n \u0111o\u00e1n r\u1ed1i lo\u1ea1n ph\u1ed5 t\u1ef1 k\u1ef7 v\u00e0 nh\u1eadn d\u1ea1ng b\u1ec7nh nh\u00e2n d\u1ef1a tr\u00ean nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n
Nh\u1eefng \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf n\u00e0y ch\u1ee9ng minh t\u00ednh linh ho\u1ea1t v\u00e0 t\u00e1c \u0111\u1ed9ng c\u1ee7a Face++ tr\u00ean nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau, bao g\u1ed3m t\u00e0i ch\u00ednh, an ninh, b\u00e1n l\u1ebb, ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, v.v. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y n\u00e2ng cao s\u1ef1 ti\u1ec7n l\u1ee3i, b\u1ea3o m\u1eadt, c\u00e1 nh\u00e2n h\u00f3a v\u00e0 hi\u1ec7u qu\u1ea3 trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau.<\/p>\n\n\n\n
$\"l\u1ee3i-\u00edch-c\u1ee7a-nh\u00e2n-vi\u00ean-colck\"$
l\u1ee3i-\u00edch-c\u1ee7a-nh\u00e2n-vi\u00ean-colck<\/figcaption><\/figure>\n\n\n\n
Nh\u1eefng c\u00e2n nh\u1eafc v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 \u0111\u1ea1o \u0111\u1ee9c:<\/h2>\n\n\n\n
C\u00e1c c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t nh\u01b0 Face++ \u0111\u00e3 g\u00e2y ra nh\u1eefng lo ng\u1ea1i \u0111\u00e1ng k\u1ec3 v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 vi\u1ec7c gi\u1ea3i quy\u1ebft ch\u00fang l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 v\u1eady c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 \u0111\u1ea1o \u0111\u1ee9c. Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 lo ng\u1ea1i ch\u00ednh v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 li\u00ean quan \u0111\u1ebfn nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u00e0 nh\u1eefng c\u00e2n nh\u1eafc \u0111\u1ec3 gi\u1ea3i quy\u1ebft ch\u00fang:<\/p>\n\n\n\n
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S\u1ef1 \u0111\u1ed3ng \u00fd c\u00f3 th\u00f4ng tin: Vi\u1ec7c c\u00f3 \u0111\u01b0\u1ee3c s\u1ef1 \u0111\u1ed3ng \u00fd c\u00f3 th\u00f4ng tin t\u1eeb c\u00e1 nh\u00e2n l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft tr\u01b0\u1edbc khi thu th\u1eadp v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd. Vi\u1ec7c trao \u0111\u1ed5i minh b\u1ea1ch v\u1ec1 c\u00e1ch d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng, l\u01b0u tr\u1eef v\u00e0 chia s\u1ebb l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 trao quy\u1ec1n cho c\u00e1 nh\u00e2n \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t v\u1ec1 s\u1ef1 tham gia c\u1ee7a h\u1ecd.<\/li>\n\n\n\n
B\u1ea3o m\u1eadt v\u00e0 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u: C\u1ea7n \u00e1p d\u1ee5ng c\u00e1c bi\u1ec7n ph\u00e1p m\u1ea1nh m\u1ebd \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh b\u1ea3o m\u1eadt v\u00e0 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t. Bao g\u1ed3m m\u00e3 h\u00f3a, l\u01b0u tr\u1eef an to\u00e0n, ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u. Vi\u1ec7c tri\u1ec3n khai c\u00e1c giao th\u1ee9c b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd s\u1ebd gi\u1ea3m thi\u1ec3u r\u1ee7i ro truy c\u1eadp tr\u00e1i ph\u00e9p, vi ph\u1ea1m d\u1eef li\u1ec7u ho\u1eb7c s\u1eed d\u1ee5ng sai d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t.<\/li>\n\n\n\n
S\u1ef1 thi\u00ean v\u1ecb v\u00e0 ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed: C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 bi\u1ec3u hi\u1ec7n s\u1ef1 thi\u00ean v\u1ecb v\u00e0 kh\u00f4ng ch\u00ednh x\u00e1c, d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed ti\u1ec1m \u1ea9n. C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n n\u00ean gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 thi\u00ean v\u1ecb b\u1eb1ng c\u00e1ch \u0111\u1ea3m b\u1ea3o c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o \u0111a d\u1ea1ng v\u00e0 s\u1eed d\u1ee5ng c\u00e1c quy tr\u00ecnh th\u1eed nghi\u1ec7m v\u00e0 \u0111\u00e1nh gi\u00e1 nghi\u00eam ng\u1eb7t \u0111\u1ec3 gi\u1ea3m thi\u1ec3u s\u1ef1 ch\u00eanh l\u1ec7ch v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c gi\u1eefa c\u00e1c nh\u00f3m nh\u00e2n kh\u1ea9u h\u1ecdc kh\u00e1c nhau.<\/li>\n\n\n\n
Gi\u00e1m s\u00e1t v\u00e0 theo d\u00f5i: H\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 cho ph\u00e9p gi\u00e1m s\u00e1t v\u00e0 theo d\u00f5i m\u1edf r\u1ed9ng, g\u00e2y lo ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 quy\u1ec1n t\u1ef1 do di chuy\u1ec3n. C\u1ea7n c\u00f3 c\u00e1c quy \u0111\u1ecbnh v\u00e0 bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 ph\u00f9 h\u1ee3p \u0111\u1ec3 ng\u0103n ch\u1eb7n vi\u1ec7c gi\u00e1m s\u00e1t qu\u00e1 m\u1ee9c, theo d\u00f5i tr\u00e1i ph\u00e9p ho\u1eb7c s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t cho c\u00e1c m\u1ee5c \u0111\u00edch kh\u00f4ng li\u00ean quan \u0111\u1ebfn an to\u00e0n ho\u1eb7c an ninh c\u00f4ng c\u1ed9ng.<\/li>\n\n\n\n
S\u1eed d\u1ee5ng th\u1ee9 c\u1ea5p v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u: D\u1eef li\u1ec7u khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c thu th\u1eadp cho m\u1ed9t m\u1ee5c \u0111\u00edch c\u1ee5 th\u1ec3 kh\u00f4ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c m\u1ee5c \u0111\u00edch kh\u00f4ng li\u00ean quan m\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 \u0111\u1ed3ng \u00fd r\u00f5 r\u00e0ng. C\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i c\u00f3 ch\u00ednh s\u00e1ch v\u00e0 th\u1ef1c h\u00e0nh r\u00f5 r\u00e0ng v\u1ec1 vi\u1ec7c chia s\u1ebb d\u1eef li\u1ec7u v\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c chia s\u1ebb ho\u1eb7c b\u00e1n d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t cho b\u00ean th\u1ee9 ba m\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 \u0111\u1ed3ng \u00fd c\u00f3 th\u00f4ng tin c\u1ee7a c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
\u1ea8n danh v\u00e0 X\u00f3a nh\u1eadn d\u1ea1ng: Khi c\u00f3 th\u1ec3, d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t n\u00ean \u0111\u01b0\u1ee3c \u1ea9n danh ho\u1eb7c x\u00f3a nh\u1eadn d\u1ea1ng \u0111\u1ec3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro li\u00ean quan \u0111\u1ebfn vi\u1ec7c nh\u1eadn d\u1ea1ng l\u1ea1i. C\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 l\u00e0m m\u1edd ho\u1eb7c x\u00f3a c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u00f3 th\u1ec3 nh\u1eadn d\u1ea1ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
C\u00e1c c\u00e2n nh\u1eafc v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c v\u00e0 tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh: C\u00e1c t\u1ed5 ch\u1ee9c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ph\u1ea3i thi\u1ebft l\u1eadp c\u00e1c nguy\u00ean t\u1eafc v\u00e0 h\u01b0\u1edbng d\u1eabn \u0111\u1ea1o \u0111\u1ee9c chi ph\u1ed1i vi\u1ec7c s\u1eed d\u1ee5ng ch\u00fang. H\u1ecd ph\u1ea3i minh b\u1ea1ch v\u1ec1 c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh, ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 t\u00e1c \u0111\u1ed9ng c\u1ee7a c\u00f4ng ngh\u1ec7 v\u00e0 c\u00f3 c\u00e1c c\u01a1 ch\u1ebf \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c m\u1ed1i quan t\u00e2m v\u00e0 x\u1eed l\u00fd khi\u1ebfu n\u1ea1i.<\/li>\n\n\n\n
Khung ph\u00e1p l\u00fd: Ch\u00ednh ph\u1ee7 v\u00e0 c\u00e1c c\u01a1 quan qu\u1ea3n l\u00fd n\u00ean x\u00e2y d\u1ef1ng c\u00e1c khu\u00f4n kh\u1ed5 to\u00e0n di\u1ec7n v\u00e0 c\u1eadp nh\u1eadt \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c v\u00e0 r\u1ee7i ro c\u1ee5 th\u1ec3 li\u00ean quan \u0111\u1ebfn c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. C\u00e1c khu\u00f4n kh\u1ed5 n\u00e0y n\u00ean c\u00e2n b\u1eb1ng l\u1ee3i \u00edch c\u1ee7a c\u00f4ng ngh\u1ec7 v\u1edbi quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a c\u00e1 nh\u00e2n v\u00e0 thi\u1ebft l\u1eadp c\u00e1c h\u01b0\u1edbng d\u1eabn \u0111\u1ec3 tri\u1ec3n khai v\u00e0 s\u1eed d\u1ee5ng c\u00f3 tr\u00e1ch nhi\u1ec7m.<\/li>\n<\/ol>\n\n\n\n
Gi\u1ea3i quy\u1ebft nh\u1eefng lo ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 n\u00e0y \u0111\u00f2i h\u1ecfi n\u1ed7 l\u1ef1c chung t\u1eeb c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7, nh\u00e0 ho\u1ea1ch \u0111\u1ecbnh ch\u00ednh s\u00e1ch v\u00e0 to\u00e0n x\u00e3 h\u1ed9i. Vi\u1ec7c c\u00e2n b\u1eb1ng gi\u1eefa l\u1ee3i \u00edch c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u00e0 b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a c\u00e1 nh\u00e2n l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 \u0111\u1ea1o \u0111\u1ee9c theo c\u00e1ch t\u00f4n tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 quy\u1ec1n t\u1ef1 do d\u00e2n s\u1ef1 c\u1ee7a c\u00e1 nh\u00e2n.<\/p>\n\n\n\n
Vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t k\u00e9o theo nhi\u1ec1u r\u1ee7i ro v\u00e0 th\u00e1ch th\u1ee9c li\u00ean quan \u0111\u1ebfn b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch. Hi\u1ec3u v\u00e0 gi\u1ea3i quy\u1ebft nh\u1eefng m\u1ed1i quan t\u00e2m n\u00e0y l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o vi\u1ec7c tri\u1ec3n khai c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 \u0111\u1ea1o \u0111\u1ee9c. Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 r\u1ee7i ro v\u00e0 th\u00e1ch th\u1ee9c ch\u00ednh:<\/p>\n\n\n\n
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Truy c\u1eadp tr\u00e1i ph\u00e9p: D\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, bao g\u1ed3m m\u1eabu khu\u00f4n m\u1eb7t v\u00e0 si\u00eau d\u1eef li\u1ec7u li\u00ean quan, ph\u1ea3i \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 \u0111\u1ea7y \u0111\u1ee7 kh\u1ecfi truy c\u1eadp tr\u00e1i ph\u00e9p. Tin t\u1eb7c ho\u1eb7c t\u00e1c nh\u00e2n \u0111\u1ed9c h\u1ea1i c\u00f3 th\u1ec3 c\u1ed1 g\u1eafng truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u, d\u1eabn \u0111\u1ebfn vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0, \u0111\u00e1nh c\u1eafp danh t\u00ednh ho\u1eb7c m\u1ea1o danh.<\/li>\n\n\n\n
Vi ph\u1ea1m d\u1eef li\u1ec7u: C\u01a1 s\u1edf d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 l\u00e0 m\u1ee5c ti\u00eau b\u00e9o b\u1edf cho t\u1ed9i ph\u1ea1m m\u1ea1ng. Vi ph\u1ea1m d\u1eef li\u1ec7u trong h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 l\u00e0m l\u1ed9 d\u1eef li\u1ec7u sinh tr\u1eafc h\u1ecdc nh\u1ea1y c\u1ea3m, cho ph\u00e9p c\u00e1c ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed9c h\u1ea1i nh\u01b0 m\u1ea1o danh ho\u1eb7c truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0o c\u00e1c khu v\u1ef1c an to\u00e0n.<\/li>\n\n\n\n
Vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0: D\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 th\u00f4ng tin chi ti\u1ebft v\u00e0 c\u00e1 nh\u00e2n v\u1ec1 c\u00e1 nh\u00e2n, bao g\u1ed3m ngo\u1ea1i h\u00ecnh v\u00e0 h\u00e0nh vi c\u1ee7a h\u1ecd. Vi\u1ec7c s\u1eed d\u1ee5ng tr\u00e1i ph\u00e9p ho\u1eb7c kh\u00f4ng \u0111\u00fang c\u00e1ch d\u1eef li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0 nghi\u00eam tr\u1ecdng v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng g\u00e2y h\u1ea1i cho cu\u1ed9c s\u1ed1ng c\u00e1 nh\u00e2n c\u1ee7a c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
L\u1ea1m d\u1ee5ng gi\u00e1m s\u00e1t: H\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t r\u1ed9ng r\u00e3i, l\u00e0m d\u1ea5y l\u00ean m\u1ed1i lo ng\u1ea1i v\u1ec1 vi\u1ec7c x\u00e2m ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 quy\u1ec1n t\u1ef1 do d\u00e2n s\u1ef1. Vi\u1ec7c s\u1eed d\u1ee5ng kh\u00f4ng \u0111\u00fang c\u00e1ch ho\u1eb7c tri\u1ec3n khai qu\u00e1 m\u1ee9c c\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn gi\u00e1m s\u00e1t h\u00e0ng lo\u1ea1t, t\u00e1c \u0111\u1ed9ng ti\u00eau c\u1ef1c \u0111\u1ebfn quy\u1ec1n t\u1ef1 do ng\u00f4n lu\u1eadn v\u00e0 gi\u00e1m s\u00e1t c\u00e1 nh\u00e2n m\u00e0 kh\u00f4ng c\u00f3 l\u00fd do ch\u00ednh \u0111\u00e1ng.<\/li>\n\n\n\n
So kh\u1edbp d\u1eef li\u1ec7u sinh tr\u1eafc h\u1ecdc: D\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, \u0111\u1eb7c bi\u1ec7t khi k\u1ebft h\u1ee3p v\u1edbi d\u1eef li\u1ec7u sinh tr\u1eafc h\u1ecdc kh\u00e1c, c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e1nh c\u1eafp danh t\u00ednh ho\u1eb7c c\u00e1c ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn. Vi\u1ec7c s\u1eed d\u1ee5ng sai d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn m\u1ea1o danh, truy c\u1eadp t\u00e0i kho\u1ea3n tr\u00e1i ph\u00e9p ho\u1eb7c t\u1ea1o danh t\u00ednh gi\u1ea3.<\/li>\n\n\n\n
Ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed v\u00e0 thi\u00ean v\u1ecb: Thu\u1eadt to\u00e1n nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 bi\u1ec3u hi\u1ec7n s\u1ef1 thi\u00ean v\u1ecb, d\u1eabn \u0111\u1ebfn nh\u1eefng t\u00e1c \u0111\u1ed9ng kh\u00e1c nhau gi\u1eefa c\u00e1c nh\u00f3m nh\u00e2n kh\u1ea9u h\u1ecdc kh\u00e1c nhau. Vi\u1ec7c s\u1eed d\u1ee5ng sai d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t duy tr\u00ec s\u1ef1 thi\u00ean v\u1ecb c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn s\u1ef1 \u0111\u1ed1i x\u1eed kh\u00f4ng c\u00f4ng b\u1eb1ng, ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed v\u00e0 l\u00e0m tr\u1ea7m tr\u1ecdng th\u00eam s\u1ef1 b\u1ea5t b\u00ecnh \u0111\u1eb3ng hi\u1ec7n c\u00f3 trong x\u00e3 h\u1ed9i.<\/li>\n\n\n\n
S\u1ef1 lan truy\u1ec1n ch\u1ee9c n\u0103ng: C\u00f3 nguy c\u01a1 d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c m\u1ee5c \u0111\u00edch v\u01b0\u1ee3t qu\u00e1 ph\u1ea1m vi d\u1ef1 \u0111\u1ecbnh ban \u0111\u1ea7u. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp cho m\u1ed9t m\u1ee5c \u0111\u00edch, ch\u1eb3ng h\u1ea1n nh\u01b0 x\u00e1c minh danh t\u00ednh, c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u1ea1i cho m\u1ee5c \u0111\u00edch gi\u00e1m s\u00e1t, theo d\u00f5i ho\u1eb7c c\u00e1c \u1ee9ng d\u1ee5ng x\u00e2m ph\u1ea1m kh\u00e1c m\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 hi\u1ec3u bi\u1ebft ho\u1eb7c \u0111\u1ed3ng \u00fd c\u1ee7a c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
Thi\u1ebfu quy \u0111\u1ecbnh v\u00e0 gi\u00e1m s\u00e1t: B\u1ea3n ch\u1ea5t ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t th\u01b0\u1eddng v\u01b0\u1ee3t xa s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c quy \u0111\u1ecbnh v\u00e0 gi\u00e1m s\u00e1t \u0111\u1ea7y \u0111\u1ee7. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn vi\u1ec7c thi\u1ebfu c\u00e1c h\u01b0\u1edbng d\u1eabn r\u00f5 r\u00e0ng, tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh v\u00e0 c\u01a1 ch\u1ebf th\u1ef1c thi, khi\u1ebfn vi\u1ec7c gi\u1ea3i quy\u1ebft hi\u1ec7u qu\u1ea3 t\u00ecnh tr\u1ea1ng l\u1ea1m d\u1ee5ng ti\u1ec1m \u1ea9n tr\u1edf n\u00ean kh\u00f3 kh\u0103n.<\/li>\n<\/ol>\n\n\n\n
\u0110\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng r\u1ee7i ro v\u00e0 th\u00e1ch th\u1ee9c n\u00e0y c\u1ea7n c\u00f3 c\u00e1c bi\u1ec7n ph\u00e1p to\u00e0n di\u1ec7n:<\/p>\n\n\n\n
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B\u1ea3o m\u1eadt d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd: Tri\u1ec3n khai c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd \u0111\u1ec3 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, bao g\u1ed3m m\u00e3 h\u00f3a, l\u01b0u tr\u1eef an to\u00e0n, ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 ki\u1ec3m tra b\u1ea3o m\u1eadt th\u01b0\u1eddng xuy\u00ean.<\/li>\n\n\n\n
Gi\u1ea3m thi\u1ec3u d\u1eef li\u1ec7u: Ch\u1ec9 thu th\u1eadp v\u00e0 l\u01b0u gi\u1eef d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t c\u1ea7n thi\u1ebft, gi\u1ea3m thi\u1ec3u s\u1ed1 l\u01b0\u1ee3ng v\u00e0 th\u1eddi gian l\u01b0u tr\u1eef d\u1eef li\u1ec7u \u0111\u1ec3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro li\u00ean quan \u0111\u1ebfn vi ph\u1ea1m d\u1eef li\u1ec7u.<\/li>\n\n\n\n
Quy\u1ec1n ri\u00eang t\u01b0 theo thi\u1ebft k\u1ebf: K\u1ebft h\u1ee3p c\u00e1c c\u00e2n nh\u1eafc v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 ngay t\u1eeb giai \u0111o\u1ea1n \u0111\u1ea7u c\u1ee7a qu\u00e1 tr\u00ecnh thi\u1ebft k\u1ebf v\u00e0 ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng, \u0111\u1ea3m b\u1ea3o c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00f4ng ngh\u1ec7 v\u00e0 qu\u00e1 tr\u00ecnh tri\u1ec3n khai.<\/li>\n\n\n\n
Ch\u00ednh s\u00e1ch minh b\u1ea1ch: Duy tr\u00ec t\u00ednh minh b\u1ea1ch li\u00ean quan \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng, l\u01b0u tr\u1eef v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u, cung c\u1ea5p cho c\u00e1 nh\u00e2n th\u00f4ng tin r\u00f5 r\u00e0ng v\u1ec1 c\u00e1ch d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd \u0111\u01b0\u1ee3c x\u1eed l\u00fd.<\/li>\n\n\n\n
H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng c\u00f3 \u0111\u1ea1o \u0111\u1ee9c: X\u00e2y d\u1ef1ng v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c h\u01b0\u1edbng d\u1eabn \u0111\u1ea1o \u0111\u1ee9c cho vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m, bao g\u1ed3m c\u00e1c nguy\u00ean t\u1eafc c\u00f4ng b\u1eb1ng, kh\u00f4ng ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed v\u00e0 quy\u1ec1n c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
Ki\u1ec3m to\u00e1n v\u00e0 tu\u00e2n th\u1ee7 th\u01b0\u1eddng xuy\u00ean: Th\u1ef1c hi\u1ec7n ki\u1ec3m to\u00e1n th\u01b0\u1eddng xuy\u00ean \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 lu\u1eadt v\u00e0 quy \u0111\u1ecbnh v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 hi\u1ec7n h\u00e0nh, \u0111\u1ed3ng th\u1eddi th\u00fac \u0111\u1ea9y t\u00ednh minh b\u1ea1ch v\u00e0 tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh trong vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t.<\/li>\n<\/ul>\n\n\n\n
B\u1eb1ng c\u00e1ch gi\u1ea3i quy\u1ebft nh\u1eefng r\u1ee7i ro v\u00e0 th\u00e1ch th\u1ee9c n\u00e0y th\u00f4ng qua c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd, b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, c\u00e2n nh\u1eafc v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c v\u00e0 khu\u00f4n kh\u1ed5 ph\u00e1p l\u00fd, kh\u1ea3 n\u0103ng vi ph\u1ea1m b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c gi\u1ea3m thi\u1ec3u, th\u00fac \u0111\u1ea9y m\u00f4i tr\u01b0\u1eddng c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 \u0111\u00e1ng tin c\u1eady \u0111\u1ec3 tri\u1ec3n khai c\u00f4ng ngh\u1ec7 n\u00e0y.<\/p>\n\n\n\n
Vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u00e3 g\u00e2y ra nh\u1eefng cu\u1ed9c tranh lu\u1eadn li\u00ean t\u1ee5c xung quanh quy\u1ec1n ri\u00eang t\u01b0, s\u1ef1 \u0111\u1ed3ng \u00fd v\u00e0 \u00fd ngh\u0129a \u0111\u1ea1o \u0111\u1ee9c. Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 \u0111i\u1ec3m ch\u00ednh l\u00e0m n\u1ed5i b\u1eadt nh\u1eefng cu\u1ed9c tranh lu\u1eadn n\u00e0y:<\/p>\n\n\n\n
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M\u1ed1i quan ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0: C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t g\u00e2y ra m\u1ed1i quan ng\u1ea1i \u0111\u00e1ng k\u1ec3 v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00ec n\u00f3 li\u00ean quan \u0111\u1ebfn vi\u1ec7c thu th\u1eadp, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u sinh tr\u1eafc h\u1ecdc nh\u1ea1y c\u1ea3m. C\u00f3 nh\u1eefng lo ng\u1ea1i v\u1ec1 kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t h\u00e0ng lo\u1ea1t, truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0o d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t v\u00e0 kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng sai ho\u1eb7c l\u1ea1m d\u1ee5ng d\u1eef li\u1ec7u n\u00e0y.<\/li>\n\n\n\n
S\u1ef1 \u0111\u1ed3ng \u00fd c\u00f3 th\u00f4ng tin: V\u1ea5n \u0111\u1ec1 \u0111\u1ed3ng \u00fd c\u00f3 th\u00f4ng tin l\u00e0 r\u1ea5t quan tr\u1ecdng khi n\u00f3i \u0111\u1ebfn c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. Vi\u1ec7c c\u00f3 \u0111\u01b0\u1ee3c s\u1ef1 \u0111\u1ed3ng \u00fd r\u00f5 r\u00e0ng v\u00e0 c\u00f3 th\u00f4ng tin t\u1eeb c\u00e1c c\u00e1 nh\u00e2n l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o h\u1ecd hi\u1ec3u c\u00e1ch d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd s\u1ebd \u0111\u01b0\u1ee3c thu th\u1eadp, s\u1eed d\u1ee5ng, l\u01b0u tr\u1eef v\u00e0 chia s\u1ebb. Tuy nhi\u00ean, c\u00f3 nh\u1eefng lo ng\u1ea1i n\u1ea3y sinh v\u1ec1 vi\u1ec7c li\u1ec7u c\u00e1c c\u00e1 nh\u00e2n c\u00f3 hi\u1ec3u \u0111\u1ea7y \u0111\u1ee7 v\u1ec1 nh\u1eefng t\u00e1c \u0111\u1ed9ng v\u00e0 r\u1ee7i ro ti\u1ec1m \u1ea9n li\u00ean quan \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd hay kh\u00f4ng.<\/li>\n\n\n\n
S\u1ef1 \u0111\u1ed3ng \u00fd so v\u1edbi Tri\u1ec3n khai ph\u1ed5 bi\u1ebfn: Th\u00e1ch th\u1ee9c n\u1eb1m \u1edf vi\u1ec7c c\u00e2n b\u1eb1ng nhu c\u1ea7u \u0111\u1ed3ng \u00fd c\u1ee7a c\u00e1 nh\u00e2n v\u1edbi vi\u1ec7c tri\u1ec3n khai r\u1ed9ng r\u00e3i c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u1edf nh\u1eefng n\u01a1i c\u00f4ng c\u1ed9ng. M\u1eb7c d\u00f9 c\u00e1 nh\u00e2n c\u00f3 th\u1ec3 c\u00f3 t\u00f9y ch\u1ecdn t\u1eeb ch\u1ed1i \u0111\u1ed3ng \u00fd trong nh\u1eefng b\u1ed1i c\u1ea3nh c\u1ee5 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c c\u01a1 s\u1edf t\u01b0 nh\u00e2n, vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u1edf nh\u1eefng n\u01a1i c\u00f4ng c\u1ed9ng c\u00f3 th\u1ec3 \u0111\u1eb7t ra c\u00e2u h\u1ecfi v\u1ec1 s\u1ef1 \u0111\u1ed3ng \u00fd c\u1ee7a c\u00e1 nh\u00e2n khi ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi s\u1ef1 gi\u00e1m s\u00e1t ph\u1ed5 bi\u1ebfn.<\/li>\n\n\n\n
Ti\u1ec1m n\u0103ng s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch v\u00e0 ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed: H\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 kh\u1ea3 n\u0103ng b\u1ecb s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch, d\u1eabn \u0111\u1ebfn ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed v\u00e0 thi\u00ean v\u1ecb. C\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 th\u1ec3 hi\u1ec7n s\u1ef1 thi\u00ean v\u1ecb, d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 d\u01b0\u01a1ng t\u00ednh gi\u1ea3 ho\u1eb7c \u00e2m t\u00ednh gi\u1ea3 tr\u00ean c\u00e1c nh\u00f3m nh\u00e2n kh\u1ea9u h\u1ecdc kh\u00e1c nhau. Vi\u1ec7c s\u1eed d\u1ee5ng sai c\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c h\u00e0nh vi ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed, bao g\u1ed3m ph\u00e2n bi\u1ec7t ch\u1ee7ng t\u1ed9c ho\u1eb7c nh\u1eafm m\u1ee5c ti\u00eau kh\u00f4ng c\u00f3 l\u00fd do v\u00e0o c\u00e1c c\u1ed9ng \u0111\u1ed3ng c\u1ee5 th\u1ec3.<\/li>\n\n\n\n
T\u00e1c \u0111\u1ed9ng \u0111\u1ebfn Quy\u1ec1n t\u1ef1 do d\u00e2n s\u1ef1: Vi\u1ec7c tri\u1ec3n khai r\u1ed9ng r\u00e3i c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t l\u00e0m d\u1ea5y l\u00ean m\u1ed1i lo ng\u1ea1i v\u1ec1 s\u1ef1 x\u00f3i m\u00f2n c\u00e1c quy\u1ec1n t\u1ef1 do d\u00e2n s\u1ef1, ch\u1eb3ng h\u1ea1n nh\u01b0 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 quy\u1ec1n t\u1ef1 do \u0111i l\u1ea1i. Kh\u1ea3 n\u0103ng theo d\u00f5i v\u00e0 gi\u00e1m s\u00e1t li\u00ean t\u1ee5c c\u1ee7a c\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn t\u00e1c \u0111\u1ed9ng ti\u00eau c\u1ef1c \u0111\u1ebfn quy\u1ec1n t\u1ef1 do ng\u00f4n lu\u1eadn v\u00e0 h\u1ed9i h\u1ecdp.<\/li>\n\n\n\n
Thi\u1ebfu quy \u0111\u1ecbnh v\u00e0 gi\u00e1m s\u00e1t: S\u1ef1 ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai nhanh ch\u00f3ng c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u00e3 v\u01b0\u1ee3t xa s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c quy \u0111\u1ecbnh v\u00e0 c\u01a1 ch\u1ebf gi\u00e1m s\u00e1t ch\u1eb7t ch\u1ebd. Vi\u1ec7c thi\u1ebfu c\u00e1c h\u01b0\u1edbng d\u1eabn r\u00f5 r\u00e0ng v\u00e0 khu\u00f4n kh\u1ed5 tr\u00e1ch nhi\u1ec7m t\u1ea1o ra nh\u1eefng th\u00e1ch th\u1ee9c trong vi\u1ec7c gi\u1ea3i quy\u1ebft t\u00ecnh tr\u1ea1ng l\u1ea1m d\u1ee5ng ti\u1ec1m \u1ea9n, x\u00e2m ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 \u0111\u1ea3m b\u1ea3o s\u1eed d\u1ee5ng c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 \u0111\u1ea1o \u0111\u1ee9c.<\/li>\n\n\n\n
Minh b\u1ea1ch v\u00e0 Tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh: C\u00f3 nh\u1eefng l\u1eddi k\u00eau g\u1ecdi v\u1ec1 t\u00ednh minh b\u1ea1ch v\u00e0 tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh trong vi\u1ec7c tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. C\u00e1c b\u00ean li\u00ean quan, bao g\u1ed3m c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7, c\u00e1c c\u01a1 quan ch\u00ednh ph\u1ee7 v\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7, \u0111\u01b0\u1ee3c khuy\u1ebfn kh\u00edch minh b\u1ea1ch v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, c\u00e1c ho\u1ea1t \u0111\u1ed9ng x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 vi\u1ec7c tri\u1ec3n khai c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 \u0111\u1ec3 gi\u1ea3m thi\u1ec3u c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n.<\/li>\n\n\n\n
T\u00e1c \u0111\u1ed9ng x\u00e3 h\u1ed9i v\u00e0 ni\u1ec1m tin c\u1ee7a c\u00f4ng ch\u00fang: C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 \u00fd ngh\u0129a \u0111\u1ed1i v\u1edbi to\u00e0n x\u00e3 h\u1ed9i. Vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 v\u1ec1 t\u00e1c \u0111\u1ed9ng x\u00e3 h\u1ed9i ti\u1ec1m t\u00e0ng v\u00e0 h\u1eadu qu\u1ea3 l\u00e2u d\u00e0i, bao g\u1ed3m s\u1ef1 x\u00f3i m\u00f2n ni\u1ec1m tin c\u1ee7a c\u00f4ng ch\u00fang, kh\u1ea3 n\u0103ng chia r\u1ebd x\u00e3 h\u1ed9i v\u00e0 \u00fd ngh\u0129a \u0111\u1ed1i v\u1edbi c\u00e1c c\u1ed9ng \u0111\u1ed3ng thi\u1ec3u s\u1ed1.<\/li>\n<\/ol>\n\n\n\n
Nh\u1eefng cu\u1ed9c tranh lu\u1eadn \u0111ang di\u1ec5n ra n\u00e0y nh\u1ea5n m\u1ea1nh t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c t\u00e1c \u0111\u1ed9ng v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, \u0111\u1ea3m b\u1ea3o b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, s\u1ef1 \u0111\u1ed3ng \u00fd c\u00f3 th\u00f4ng tin, kh\u00f4ng ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed, minh b\u1ea1ch v\u00e0 tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh. Vi\u1ec7c c\u00e2n b\u1eb1ng gi\u1eefa l\u1ee3i \u00edch c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u00e0 b\u1ea3o v\u1ec7 quy\u1ec1n c\u00e1 nh\u00e2n c\u0169ng nh\u01b0 c\u00e1c gi\u00e1 tr\u1ecb x\u00e3 h\u1ed9i l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 th\u00fac \u0111\u1ea9y vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 c\u00f3 \u0111\u1ea1o \u0111\u1ee9c.<\/p>\n\n\n\n
\u01afu v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m:<\/h2>\n\n\n\n
S\u1eed d\u1ee5ng Face++ mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch v\u1ec1 m\u1eb7t b\u1ea3o m\u1eadt, ti\u1ec7n l\u1ee3i v\u00e0 hi\u1ec7u qu\u1ea3 \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n. Sau \u0111\u00e2y l\u00e0 nh\u1eefng l\u1ee3i \u00edch ch\u00ednh:<\/p>\n\n\n\n
C\u1ea3i thi\u1ec7n b\u1ea3o m\u1eadt:<\/h3>\n\n\n\n
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X\u00e1c th\u1ef1c m\u1ea1nh: Face++ cung c\u1ea5p ph\u01b0\u01a1ng ph\u00e1p x\u00e1c th\u1ef1c m\u1ea1nh m\u1ebd d\u1ef1a tr\u00ean nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y cung c\u1ea5p m\u1ee9c \u0111\u1ed9 b\u1ea3o m\u1eadt cao h\u01a1n so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng nh\u01b0 m\u1eadt kh\u1ea9u ho\u1eb7c m\u00e3 PIN, v\u00ec c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m khu\u00f4n m\u1eb7t l\u00e0 duy nh\u1ea5t \u0111\u1ed1i v\u1edbi m\u1ed7i c\u00e1 nh\u00e2n v\u00e0 kh\u00f3 c\u00f3 th\u1ec3 sao ch\u00e9p.<\/li>\n\n\n\n
Bi\u1ec7n ph\u00e1p ch\u1ed1ng gi\u1ea3 m\u1ea1o: Face++ t\u00edch h\u1ee3p t\u00ednh n\u0103ng ph\u00e1t hi\u1ec7n s\u1ef1 s\u1ed1ng \u0111\u1ec3 ng\u0103n ch\u1eb7n c\u00e1c n\u1ed7 l\u1ef1c gi\u1ea3 m\u1ea1o b\u1eb1ng h\u00ecnh \u1ea3nh t\u0129nh ho\u1eb7c video. \u0110i\u1ec1u n\u00e0y t\u0103ng c\u01b0\u1eddng b\u1ea3o m\u1eadt b\u1eb1ng c\u00e1ch \u0111\u1ea3m b\u1ea3o khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c nh\u1eadn d\u1ea1ng l\u00e0 t\u1eeb m\u1ed9t ng\u01b0\u1eddi th\u1eadt, gi\u1ea3m thi\u1ec3u r\u1ee7i ro c\u1ee7a c\u00e1c ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn.<\/li>\n\n\n\n
C\u1ea3i thi\u1ec7n ki\u1ec3m so\u00e1t truy c\u1eadp: Face++ t\u0103ng c\u01b0\u1eddng h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t truy c\u1eadp b\u1eb1ng c\u00e1ch x\u00e1c minh ch\u00ednh x\u00e1c danh t\u00ednh c\u1ee7a c\u00e1 nh\u00e2n. N\u00f3 gi\u00fap ng\u0103n ch\u1eb7n truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0o c\u00e1c khu v\u1ef1c an to\u00e0n v\u00e0 th\u00f4ng tin nh\u1ea1y c\u1ea3m, t\u0103ng c\u01b0\u1eddng c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt t\u1ed5ng th\u1ec3.<\/li>\n<\/ol>\n\n\n\n
S\u1ef1 ti\u1ec7n l\u1ee3i:<\/h3>\n\n\n\n
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X\u00e1c th\u1ef1c kh\u00f4ng ma s\u00e1t: Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t lo\u1ea1i b\u1ecf nhu c\u1ea7u v\u1ec1 m\u00e3 th\u00f4ng b\u00e1o v\u1eadt l\u00fd, th\u1ebb ID ho\u1eb7c m\u1eadt kh\u1ea9u, mang \u0111\u1ebfn tr\u1ea3i nghi\u1ec7m x\u00e1c th\u1ef1c thu\u1eadn ti\u1ec7n v\u00e0 li\u1ec1n m\u1ea1ch. Ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 c\u1ea7n tr\u00ecnh di\u1ec7n khu\u00f4n m\u1eb7t \u0111\u1ec3 x\u00e1c minh, ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c.<\/li>\n\n\n\n
T\u01b0\u01a1ng t\u00e1c kh\u00f4ng ti\u1ebfp x\u00fac: Trong nh\u1eefng t\u00ecnh hu\u1ed1ng m\u00e0 ti\u1ebfp x\u00fac v\u1eadt l\u00fd l\u00e0 kh\u00f4ng mong mu\u1ed1n ho\u1eb7c kh\u00f4ng th\u1ef1c t\u1ebf, ch\u1eb3ng h\u1ea1n nh\u01b0 trong \u0111\u1ea1i d\u1ecbch COVID-19, Face++ cung c\u1ea5p gi\u1ea3i ph\u00e1p thay th\u1ebf kh\u00f4ng c\u1ea7n ch\u1ea1m \u0111\u1ec3 x\u00e1c th\u1ef1c. N\u00f3 gi\u1ea3m thi\u1ec3u nguy c\u01a1 l\u00e2y nhi\u1ec5m ch\u00e9o v\u00e0 h\u1ed7 tr\u1ee3 c\u00e1c bi\u1ec7n ph\u00e1p v\u1ec7 sinh.<\/li>\n\n\n\n
Tr\u1ea3i nghi\u1ec7m th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng: Face++ cung c\u1ea5p quy tr\u00ecnh x\u00e1c th\u1ef1c tr\u1ef1c quan v\u00e0 th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng. N\u00f3 \u0111\u00f2i h\u1ecfi \u00edt n\u1ed7 l\u1ef1c c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, gi\u00fap nh\u1eefng ng\u01b0\u1eddi c\u00f3 nhi\u1ec1u n\u1ec1n t\u1ea3ng k\u1ef9 thu\u1eadt kh\u00e1c nhau, bao g\u1ed3m c\u1ea3 nh\u1eefng ng\u01b0\u1eddi c\u00f3 kh\u1ea3 n\u0103ng di chuy\u1ec3n ho\u1eb7c kh\u00e9o l\u00e9o h\u1ea1n ch\u1ebf, \u0111\u1ec1u c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng.<\/li>\n<\/ol>\n\n\n\n
Hi\u1ec7u qu\u1ea3:<\/h3>\n\n\n\n
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Nh\u1eadn d\u1ea1ng nhanh: Face++ cho ph\u00e9p nh\u1eadn d\u1ea1ng nhanh v\u00e0 ch\u00ednh x\u00e1c c\u00e1c c\u00e1 nh\u00e2n theo th\u1eddi gian th\u1ef1c. N\u00f3 c\u00f3 th\u1ec3 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng \u0111\u00f2i h\u1ecfi nh\u1eadn d\u1ea1ng hi\u1ec7u qu\u1ea3, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111i\u1ec3m ki\u1ec3m so\u00e1t ra v\u00e0o ho\u1eb7c h\u1ec7 th\u1ed1ng theo d\u00f5i ch\u1ea5m c\u00f4ng<\/li>\n\n\n\n
Quy tr\u00ecnh h\u1ee3p l\u00fd h\u00f3a: T\u00edch h\u1ee3p Face++ v\u00e0o nhi\u1ec1u h\u1ec7 th\u1ed1ng kh\u00e1c nhau h\u1ee3p l\u00fd h\u00f3a quy tr\u00ecnh b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng x\u00e1c minh danh t\u00ednh. N\u00f3 lo\u1ea1i b\u1ecf c\u00e1c t\u00e1c v\u1ee5 th\u1ee7 c\u00f4ng nh\u01b0 ki\u1ec3m tra ID ho\u1eb7c nh\u1eadp d\u1eef li\u1ec7u, t\u0103ng hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng v\u00e0 gi\u1ea3m g\u00e1nh n\u1eb7ng h\u00e0nh ch\u00ednh.<\/li>\n\n\n\n
Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng: Face++ c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c x\u1eed l\u00fd s\u1ed1 l\u01b0\u1ee3ng l\u1edbn ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t. Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng n\u00e0y gi\u00fap n\u00f3 th\u00edch \u1ee9ng v\u1edbi nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c nhau, t\u1eeb tri\u1ec3n khai quy m\u00f4 nh\u1ecf \u0111\u1ebfn tri\u1ec3n khai c\u1ea5p doanh nghi\u1ec7p.<\/li>\n\n\n\n
T\u00ednh linh ho\u1ea1t t\u00edch h\u1ee3p: Face++ cung c\u1ea5p API v\u00e0 SDK, cho ph\u00e9p t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng, n\u1ec1n t\u1ea3ng ho\u1eb7c h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3. T\u00ednh linh ho\u1ea1t n\u00e0y cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c t\u1eadn d\u1ee5ng l\u1ee3i \u00edch c\u1ee7a nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t m\u00e0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i ho\u1eb7c gi\u00e1n \u0111o\u1ea1n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u00e1ng k\u1ec3.<\/li>\n<\/ol>\n\n\n\n
Nh\u00ecn chung, Face++ cung c\u1ea5p b\u1ea3o m\u1eadt \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c bi\u1ec7n ph\u00e1p x\u00e1c th\u1ef1c v\u00e0 ch\u1ed1ng gi\u1ea3 m\u1ea1o m\u1ea1nh m\u1ebd. N\u00f3 t\u0103ng c\u01b0\u1eddng s\u1ef1 ti\u1ec7n l\u1ee3i b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c t\u01b0\u01a1ng t\u00e1c kh\u00f4ng ma s\u00e1t v\u00e0 kh\u00f4ng c\u1ea7n ch\u1ea1m, \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh x\u00e1c th\u1ef1c. Ngo\u00e0i ra, n\u00f3 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 b\u1eb1ng c\u00e1ch cho ph\u00e9p nh\u1eadn d\u1ea1ng nhanh ch\u00f3ng v\u00e0 h\u1ee3p l\u00fd h\u00f3a c\u00e1c quy tr\u00ecnh, cu\u1ed1i c\u00f9ng l\u00e0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c.<\/p>\n\n\n\n
nh\u1eefng h\u1ea1n ch\u1ebf v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m ti\u1ec1m \u1ea9n c\u1ee7a Face++,<\/h3>\n\n\n\n
M\u1eb7c d\u00f9 Face++ c\u00f3 nh\u1eefng \u01b0u \u0111i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd, nh\u01b0ng n\u00f3 c\u0169ng c\u00f3 nh\u1eefng h\u1ea1n ch\u1ebf v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m ti\u1ec1m \u1ea9n c\u1ea7n \u0111\u01b0\u1ee3c c\u00e2n nh\u1eafc. Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 \u0111i\u1ec3m ch\u00ednh li\u00ean quan \u0111\u1ebfn nh\u1eefng h\u1ea1n ch\u1ebf c\u1ee7a n\u00f3:<\/p>\n\n\n\n
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Sai l\u1ec7ch v\u00e0 ch\u00eanh l\u1ec7ch \u0111\u1ed9 ch\u00ednh x\u00e1c: C\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, bao g\u1ed3m Face++, c\u00f3 th\u1ec3 bi\u1ec3u hi\u1ec7n sai l\u1ec7ch v\u00e0 ch\u00eanh l\u1ec7ch \u0111\u1ed9 ch\u00ednh x\u00e1c gi\u1eefa c\u00e1c nh\u00f3m nh\u00e2n kh\u1ea9u h\u1ecdc kh\u00e1c nhau. K\u1ebft qu\u1ea3 kh\u00f4ng ch\u00ednh x\u00e1c ho\u1eb7c t\u1ef7 l\u1ec7 l\u1ed7i cao h\u01a1n c\u00f3 th\u1ec3 x\u1ea3y ra, d\u1eabn \u0111\u1ebfn kh\u1ea3 n\u0103ng d\u01b0\u01a1ng t\u00ednh gi\u1ea3 ho\u1eb7c \u00e2m t\u00ednh gi\u1ea3. Nh\u1eefng sai l\u1ec7ch n\u00e0y c\u00f3 th\u1ec3 c\u00f3 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn s\u1ef1 c\u00f4ng b\u1eb1ng, b\u00ecnh \u0111\u1eb3ng x\u00e3 h\u1ed9i v\u00e0 quy\u1ec1n c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
R\u1ee7i ro v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 gi\u00e1m s\u00e1t: Vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t l\u00e0m d\u1ea5y l\u00ean m\u1ed1i lo ng\u1ea1i v\u1ec1 vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t h\u00e0ng lo\u1ea1t. Vi\u1ec7c tri\u1ec3n khai h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u1edf n\u01a1i c\u00f4ng c\u1ed9ng c\u00f3 th\u1ec3 l\u00e0m x\u00f3i m\u00f2n quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 l\u00e0m d\u1ea5y l\u00ean m\u1ed1i lo ng\u1ea1i v\u1ec1 vi\u1ec7c theo d\u00f5i v\u00e0 theo d\u00f5i li\u00ean t\u1ee5c c\u00e1c c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
Nh\u1eefng c\u00e2n nh\u1eafc v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c: Nh\u1eefng t\u00e1c \u0111\u1ed9ng v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111ang l\u00e0 ch\u1ee7 \u0111\u1ec1 tranh lu\u1eadn li\u00ean t\u1ee5c. C\u00e1c c\u00e2u h\u1ecfi n\u1ea3y sinh li\u00ean quan \u0111\u1ebfn s\u1ef1 \u0111\u1ed3ng \u00fd, t\u00ednh minh b\u1ea1ch, tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh v\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m. Nh\u1eefng c\u00e2n nh\u1eafc v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c ph\u1ea3i \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft c\u1ea9n th\u1eadn \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00f4ng ngh\u1ec7 t\u00f4n tr\u1ecdng quy\u1ec1n c\u00e1 nh\u00e2n v\u00e0 c\u00e1c gi\u00e1 tr\u1ecb x\u00e3 h\u1ed9i.<\/li>\n\n\n\n
Ti\u1ec1m n\u0103ng s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch v\u00e0 ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed: C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, bao g\u1ed3m Face++, c\u00f3 kh\u1ea3 n\u0103ng b\u1ecb s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch, d\u1eabn \u0111\u1ebfn ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed v\u00e0 thi\u00ean v\u1ecb. N\u1ebfu tri\u1ec3n khai m\u00e0 kh\u00f4ng c\u00f3 bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 v\u00e0 h\u01b0\u1edbng d\u1eabn ph\u00f9 h\u1ee3p, c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn \u0111\u1ed1i x\u1eed kh\u00f4ng c\u00f4ng b\u1eb1ng, ph\u00e2n bi\u1ec7t ch\u1ee7ng t\u1ed9c ho\u1eb7c nh\u1eafm m\u1ee5c ti\u00eau v\u00e0o c\u00e1c c\u1ed9ng \u0111\u1ed3ng c\u1ee5 th\u1ec3.<\/li>\n\n\n\n
T\u00e1c \u0111\u1ed9ng ti\u00eau c\u1ef1c \u0111\u1ebfn c\u1ed9ng \u0111\u1ed3ng thi\u1ec3u s\u1ed1: H\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 t\u00e1c \u0111\u1ed9ng kh\u00f4ng c\u00e2n x\u1ee9ng \u0111\u1ebfn c\u1ed9ng \u0111\u1ed3ng thi\u1ec3u s\u1ed1 do s\u1ef1 thi\u00ean v\u1ecb trong d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o ho\u1eb7c thu\u1eadt to\u00e1n. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0m tr\u1ea7m tr\u1ecdng th\u00eam b\u1ea5t b\u00ecnh \u0111\u1eb3ng x\u00e3 h\u1ed9i hi\u1ec7n c\u00f3 v\u00e0 \u0111\u1ea9y nh\u1eefng nh\u00f3m d\u00e2n s\u1ed1 d\u1ec5 b\u1ecb t\u1ed5n th\u01b0\u01a1ng ra b\u00ean l\u1ec1 h\u01a1n n\u1eefa.<\/li>\n\n\n\n
K\u1ebft qu\u1ea3 d\u01b0\u01a1ng t\u00ednh gi\u1ea3 v\u00e0 k\u1ebft qu\u1ea3 \u00e2m t\u00ednh gi\u1ea3: Gi\u1ed1ng nh\u01b0 b\u1ea5t k\u1ef3 c\u00f4ng ngh\u1ec7 n\u00e0o, h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t kh\u00f4ng ph\u1ea3i l\u00e0 ho\u00e0n h\u1ea3o v\u00e0 c\u00f3 th\u1ec3 t\u1ea1o ra k\u1ebft qu\u1ea3 d\u01b0\u01a1ng t\u00ednh gi\u1ea3 (x\u00e1c \u0111\u1ecbnh kh\u00f4ng \u0111\u00fang khu\u00f4n m\u1eb7t) ho\u1eb7c k\u1ebft qu\u1ea3 \u00e2m t\u00ednh gi\u1ea3 (kh\u00f4ng x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c khu\u00f4n m\u1eb7t). \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0 do s\u1ef1 thay \u0111\u1ed5i v\u1ec1 \u0111i\u1ec1u ki\u1ec7n \u00e1nh s\u00e1ng, ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh ho\u1eb7c thay \u0111\u1ed5i v\u1ec1 ngo\u1ea1i h\u00ecnh theo th\u1eddi gian.<\/li>\n\n\n\n
S\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t: C\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t nh\u01b0 Face++ ph\u1ee5 thu\u1ed9c r\u1ea5t nhi\u1ec1u v\u00e0o d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t \u0111\u1ec3 nh\u1eadn d\u1ea1ng v\u00e0 x\u00e1c th\u1ef1c. S\u1ef1 ph\u1ee5 thu\u1ed9c n\u00e0y c\u00f3 th\u1ec3 g\u00e2y ra m\u1ed1i lo ng\u1ea1i v\u1ec1 vi ph\u1ea1m d\u1eef li\u1ec7u, truy c\u1eadp tr\u00e1i ph\u00e9p ho\u1eb7c kh\u1ea3 n\u0103ng b\u1ecb \u0111\u00e1nh c\u1eafp danh t\u00ednh n\u1ebfu d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t b\u1ecb x\u00e2m ph\u1ea1m.<\/li>\n\n\n\n
Thi\u1ebfu Quy \u0111\u1ecbnh v\u00e0 Ti\u00eau chu\u1ea9n: S\u1ef1 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u00e3 v\u01b0\u1ee3t xa vi\u1ec7c thi\u1ebft l\u1eadp c\u00e1c quy \u0111\u1ecbnh v\u00e0 ti\u00eau chu\u1ea9n to\u00e0n di\u1ec7n. Vi\u1ec7c thi\u1ebfu c\u00e1c h\u01b0\u1edbng d\u1eabn v\u00e0 gi\u00e1m s\u00e1t r\u00f5 r\u00e0ng c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c ho\u1ea1t \u0111\u1ed9ng kh\u00f4ng nh\u1ea5t qu\u00e1n, b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 v\u00e0 s\u1eed d\u1ee5ng sai c\u00f4ng ngh\u1ec7.<\/li>\n<\/ol>\n\n\n\n
$\"Nh\u1eadn$
Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u00e2n tay nfc 8 inch (13)<\/figcaption><\/figure>\n\n\n\n
\u0110\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng h\u1ea1n ch\u1ebf v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m ti\u1ec1m \u1ea9n n\u00e0y c\u1ea7n c\u00f3 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn \u0111a chi\u1ec1u:<\/p>\n\n\n\n
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Ki\u1ec3m tra v\u00e0 \u0111\u00e1nh gi\u00e1 nghi\u00eam ng\u1eb7t: Vi\u1ec7c ki\u1ec3m tra v\u00e0 \u0111\u00e1nh gi\u00e1 li\u00ean t\u1ee5c c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 gi\u00fap x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3m thi\u1ec3u sai l\u1ec7ch, c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c k\u1ebft qu\u1ea3 d\u01b0\u01a1ng t\u00ednh\/\u00e2m t\u00ednh gi\u1ea3.<\/li>\n\n\n\n
Ch\u00ednh s\u00e1ch tri\u1ec3n khai minh b\u1ea1ch: C\u00e1c t\u1ed5 ch\u1ee9c tri\u1ec3n khai c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ph\u1ea3i duy tr\u00ec t\u00ednh minh b\u1ea1ch v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng, ph\u01b0\u01a1ng ph\u00e1p x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n.<\/li>\n\n\n\n
Quy \u0111\u1ecbnh to\u00e0n di\u1ec7n: Ch\u00ednh ph\u1ee7 v\u00e0 c\u01a1 quan qu\u1ea3n l\u00fd c\u1ea7n x\u00e2y d\u1ef1ng c\u00e1c quy \u0111\u1ecbnh v\u00e0 ti\u00eau chu\u1ea9n ch\u1eb7t ch\u1ebd \u0111\u1ec3 qu\u1ea3n l\u00fd vi\u1ec7c tri\u1ec3n khai v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, \u0111\u1ea3m b\u1ea3o b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, t\u00ednh c\u00f4ng b\u1eb1ng v\u00e0 tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh.<\/li>\n\n\n\n
Nguy\u00ean t\u1eafc \u0111\u1ea1o \u0111\u1ee9c v\u00e0 ki\u1ec3m to\u00e1n: Vi\u1ec7c tu\u00e2n th\u1ee7 c\u00e1c nguy\u00ean t\u1eafc \u0111\u1ea1o \u0111\u1ee9c v\u00e0 ki\u1ec3m to\u00e1n th\u01b0\u1eddng xuy\u00ean c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3m thi\u1ec3u r\u1ee7i ro v\u00e0 \u0111\u1ea3m b\u1ea3o s\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m, gi\u1ea3m kh\u1ea3 n\u0103ng ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed ho\u1eb7c s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch.<\/li>\n\n\n\n
S\u1ef1 tham gia c\u1ee7a c\u00e1c b\u00ean li\u00ean quan: S\u1ef1 tham gia c\u1ee7a c\u00e1c b\u00ean li\u00ean quan, bao g\u1ed3m c\u1ed9ng \u0111\u1ed3ng, t\u1ed5 ch\u1ee9c x\u00e3 h\u1ed9i d\u00e2n s\u1ef1 v\u00e0 c\u00e1c chuy\u00ean gia, \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c hi\u1ec3u \u0111\u01b0\u1ee3c nh\u1eefng m\u1ed1i quan t\u00e2m, k\u1ebft h\u1ee3p c\u00e1c quan \u0111i\u1ec3m \u0111a d\u1ea1ng v\u00e0 th\u00fac \u0111\u1ea9y c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u00f3 tr\u00e1ch nhi\u1ec7m.<\/li>\n<\/ul>\n\n\n\n
B\u1eb1ng c\u00e1ch gi\u1ea3i quy\u1ebft nh\u1eefng h\u1ea1n ch\u1ebf v\u00e0 th\u00e1ch th\u1ee9c n\u00e0y, c\u00e1c c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t nh\u01b0 Face++ c\u00f3 th\u1ec3 h\u01b0\u1edbng t\u1edbi vi\u1ec7c tri\u1ec3n khai ch\u00ednh x\u00e1c h\u01a1n, c\u00f4ng b\u1eb1ng h\u01a1n v\u00e0 t\u00f4n tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0 h\u01a1n, \u0111\u1ed3ng th\u1eddi c\u00e2n b\u1eb1ng gi\u1eefa nh\u1eefng l\u1ee3i \u00edch ti\u1ec1m n\u0103ng v\u1edbi vi\u1ec7c b\u1ea3o v\u1ec7 quy\u1ec1n c\u00e1 nh\u00e2n v\u00e0 c\u00e1c gi\u00e1 tr\u1ecb x\u00e3 h\u1ed9i.<\/p>\n\n\n\n
Ph\u00e1t tri\u1ec3n trong t\u01b0\u01a1ng lai:<\/h2>\n\n\n\n
T\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, bao g\u1ed3m nh\u1eefng ti\u1ebfn b\u1ed9 trong Face++ v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng li\u00ean quan, c\u00f3 m\u1ed9t s\u1ed1 tri\u1ec3n v\u1ecdng th\u00fa v\u1ecb. Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c ph\u00e1t tri\u1ec3n v\u00e0 c\u1ea3i ti\u1ebfn ti\u1ec1m n\u0103ng:<\/p>\n\n\n\n
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\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n v\u00e0 gi\u1ea3m thi\u1ec3u sai l\u1ec7ch: Nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n li\u00ean t\u1ee5c nh\u1eb1m m\u1ee5c \u0111\u00edch c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, gi\u1ea3i quy\u1ebft c\u00e1c sai l\u1ec7ch v\u00e0 ch\u00eanh l\u1ec7ch gi\u1eefa c\u00e1c nh\u00f3m nh\u00e2n kh\u1ea9u h\u1ecdc kh\u00e1c nhau. Nh\u1eefng ti\u1ebfn b\u1ed9 trong k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y, b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o l\u1edbn h\u01a1n v\u00e0 \u0111a d\u1ea1ng h\u01a1n, c\u00f9ng v\u1edbi nh\u1eefng c\u1ea3i ti\u1ebfn v\u1ec1 thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 g\u00f3p ph\u1ea7n mang l\u1ea1i k\u1ebft qu\u1ea3 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f4ng b\u1eb1ng h\u01a1n.<\/li>\n\n\n\n
K\u1ef9 thu\u1eadt ch\u1ed1ng gi\u1ea3 m\u1ea1o m\u1ea1nh m\u1ebd: Nh\u1eefng n\u1ed7 l\u1ef1c \u0111ang \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng c\u00e1c bi\u1ec7n ph\u00e1p ch\u1ed1ng gi\u1ea3 m\u1ea1o trong h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng ch\u1ed1ng l\u1ea1i c\u00e1c n\u1ed7 l\u1ef1c gian l\u1eadn cao h\u01a1n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng \u1ea3nh, video ho\u1eb7c m\u1eb7t n\u1ea1 3D. Nh\u1eefng ti\u1ebfn b\u1ed9 trong ph\u00e1t hi\u1ec7n s\u1ef1 s\u1ed1ng, h\u1ee3p nh\u1ea5t sinh tr\u1eafc h\u1ecdc \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0 c\u1ea3m bi\u1ebfn ph\u1ea7n c\u1ee9ng ti\u00ean ti\u1ebfn c\u00f3 th\u1ec3 g\u00f3p ph\u1ea7n c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ch\u1ed1ng gi\u1ea3 m\u1ea1o.<\/li>\n\n\n\n
\u0110i\u1ec7n to\u00e1n bi\u00ean v\u00e0 th\u1eddi gian th\u1ef1c: Vi\u1ec7c t\u00edch h\u1ee3p nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u1edbi c\u00e1c thi\u1ebft b\u1ecb \u0111i\u1ec7n to\u00e1n bi\u00ean, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh ho\u1eb7c m\u00e1y \u1ea3nh th\u00f4ng minh, cho ph\u00e9p x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c. S\u1ef1 ti\u1ebfn b\u1ed9 n\u00e0y cho ph\u00e9p th\u1eddi gian ph\u1ea3n h\u1ed3i nhanh h\u01a1n, gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o k\u1ebft n\u1ed1i m\u1ea1ng v\u00e0 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng trong c\u00e1c t\u00ecnh hu\u1ed1ng c\u1ea7n \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ngay l\u1eadp t\u1ee9c.<\/li>\n\n\n\n
Th\u1ef1c h\u00e0nh AI c\u00f3 \u0111\u1ea1o \u0111\u1ee9c v\u00e0 c\u00f3 tr\u00e1ch nhi\u1ec7m: Vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c h\u01b0\u1edbng d\u1eabn v\u00e0 khu\u00f4n kh\u1ed5 \u0111\u1ea1o \u0111\u1ee9c cho vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m \u0111ang \u0111\u01b0\u1ee3c ch\u00fa \u00fd. Vi\u1ec7c nh\u1ea5n m\u1ea1nh v\u00e0o b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, t\u00ednh minh b\u1ea1ch, tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh v\u00e0 c\u00f4ng b\u1eb1ng c\u00f3 th\u1ec3 \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, \u0111\u1ea3m b\u1ea3o vi\u1ec7c tri\u1ec3n khai c\u00f4ng ngh\u1ec7 n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c gi\u00e1 tr\u1ecb x\u00e3 h\u1ed9i v\u00e0 t\u00f4n tr\u1ecdng quy\u1ec1n c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t trong m\u00f4i tr\u01b0\u1eddng \u0111\u1ea7y th\u00e1ch th\u1ee9c: Nh\u1eefng ti\u1ebfn b\u1ed9 \u0111ang \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c m\u00f4i tr\u01b0\u1eddng \u0111\u1ea7y th\u00e1ch th\u1ee9c, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111i\u1ec1u ki\u1ec7n \u00e1nh s\u00e1ng y\u1ebfu, che khu\u1ea5t m\u1ed9t ph\u1ea7n ho\u1eb7c t\u01b0 th\u1ebf kh\u00f4ng ph\u1ea3i \u1edf ph\u00eda tr\u01b0\u1edbc. C\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t 3D, h\u00ecnh \u1ea3nh h\u1ed3ng ngo\u1ea1i v\u00e0 h\u1ee3p nh\u1ea5t nhi\u1ec1u c\u1ea3m bi\u1ebfn h\u1ee9a h\u1eb9n s\u1ebd c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 tin c\u1eady trong nhi\u1ec1u t\u00ecnh hu\u1ed1ng kh\u00e1c nhau.<\/li>\n\n\n\n
\u1ee8ng d\u1ee5ng \u0111a mi\u1ec1n: C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111ang m\u1edf r\u1ed9ng ra ngo\u00e0i c\u00e1c mi\u1ec1n truy\u1ec1n th\u1ed1ng. T\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c nh\u01b0 th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng, th\u1ef1c t\u1ebf \u1ea3o v\u00e0 thi\u1ebft b\u1ecb Internet v\u1ea1n v\u1eadt (IoT) mang \u0111\u1ebfn nh\u1eefng c\u01a1 h\u1ed9i m\u1edbi cho c\u00e1c \u1ee9ng d\u1ee5ng trong gi\u1ea3i tr\u00ed, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, b\u00e1n l\u1ebb v\u00e0 m\u00f4i tr\u01b0\u1eddng th\u00f4ng minh.<\/li>\n\n\n\n
K\u1ef9 thu\u1eadt b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0: Nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n t\u1eadp trung v\u00e0o c\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ecdc li\u00ean bang, t\u00ednh to\u00e1n an to\u00e0n v\u00e0 k\u1ef9 thu\u1eadt m\u00e3 h\u00f3a, \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 trong to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh, t\u1eeb khi thu th\u1eadp \u0111\u1ebfn khi ph\u00e2n t\u00edch, m\u00e0 kh\u00f4ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a c\u00e1 nh\u00e2n.<\/li>\n\n\n\n
Hi\u1ec3u bi\u1ebft theo ng\u1eef c\u1ea3nh: Nh\u1eefng ti\u1ebfn b\u1ed9 trong h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t nh\u1eb1m m\u1ee5c \u0111\u00edch n\u00e2ng cao hi\u1ec3u bi\u1ebft theo ng\u1eef c\u1ea3nh b\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p th\u00f4ng tin b\u1ed5 sung, ch\u1eb3ng h\u1ea1n nh\u01b0 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, ph\u00e2n t\u00edch h\u00e0nh vi ho\u1eb7c t\u00edn hi\u1ec7u m\u00f4i tr\u01b0\u1eddng. B\u1ed1i c\u1ea3nh r\u1ed9ng h\u01a1n n\u00e0y c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn vi\u1ec7c gi\u1ea3i th\u00edch d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t ch\u00ednh x\u00e1c v\u00e0 tinh vi h\u01a1n.<\/li>\n\n\n\n
H\u1ecdc t\u1eadp li\u00ean t\u1ee5c v\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng: H\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111ang ph\u00e1t tri\u1ec3n theo h\u01b0\u1edbng h\u1ecdc t\u1eadp li\u00ean t\u1ee5c v\u00e0 th\u00edch \u1ee9ng. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c v\u00f2ng ph\u1ea3n h\u1ed3i v\u00e0 c\u01a1 ch\u1ebf t\u1ef1 c\u1ea3i thi\u1ec7n, c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 th\u00edch \u1ee9ng v\u1edbi c\u00e1c \u0111i\u1ec1u ki\u1ec7n thay \u0111\u1ed5i, nh\u00e2n kh\u1ea9u h\u1ecdc \u0111ang ph\u00e1t tri\u1ec3n v\u00e0 c\u00e1c th\u00e1ch th\u1ee9c m\u1edbi n\u1ed5i, d\u1eabn \u0111\u1ebfn hi\u1ec7u su\u1ea5t \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n theo th\u1eddi gian.<\/li>\n<\/ol>\n\n\n\n
\u0110i\u1ec1u quan tr\u1ecdng c\u1ea7n l\u01b0u \u00fd l\u00e0 tri\u1ec3n v\u1ecdng v\u00e0 ti\u1ebfn b\u1ed9 trong t\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ph\u1ea3i \u0111i k\u00e8m v\u1edbi vi\u1ec7c tri\u1ec3n khai c\u00f3 tr\u00e1ch nhi\u1ec7m, c\u00e2n nh\u1eafc v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c v\u00e0 c\u00e1c quy \u0111\u1ecbnh to\u00e0n di\u1ec7n. \u0110\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 c\u00e2n b\u1eb1ng ph\u00f9 h\u1ee3p gi\u1eefa nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 v\u00e0 \u0111\u1ea3m b\u1ea3o quy\u1ec1n ri\u00eang t\u01b0, c\u00f4ng b\u1eb1ng v\u00e0 ph\u00fac l\u1ee3i x\u00e3 h\u1ed9i l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n v\u00e0 \u00e1p d\u1ee5ng li\u00ean t\u1ee5c c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t.<\/p>\n\n\n\n
\n<\/iframe>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-discuss-emerging-trends-research-and-applications-that-might-shape-the-future-of-face-recognition\">Th\u1ea3o lu\u1eadn v\u1ec1 c\u00e1c xu h\u01b0\u1edbng, nghi\u00ean c\u1ee9u v\u00e0 \u1ee9ng d\u1ee5ng m\u1edbi n\u1ed5i c\u00f3 th\u1ec3 \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t.<\/h3>\n\n\n\n<p class=\"has-medium-font-size\">M\u1ed9t s\u1ed1 xu h\u01b0\u1edbng m\u1edbi n\u1ed5i, nghi\u00ean c\u1ee9u \u0111ang di\u1ec5n ra v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng s\u00e1ng t\u1ea1o \u0111ang \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c ch\u00ednh h\u1ee9a h\u1eb9n cho t\u01b0\u01a1ng lai:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-medium-font-size\">H\u1ecdc s\u00e2u v\u00e0 m\u1ea1ng n\u01a1-ron: C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u, \u0111\u1eb7c bi\u1ec7t l\u00e0 m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (CNN), \u0111\u00e3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. Nghi\u00ean c\u1ee9u \u0111ang di\u1ec5n ra t\u1eadp trung v\u00e0o vi\u1ec7c c\u1ea3i thi\u1ec7n ki\u1ebfn tr\u00fac, ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e0o t\u1ea1o v\u00e0 k\u1ef9 thu\u1eadt t\u1ed1i \u01b0u h\u00f3a c\u1ee7a m\u1ea1ng n\u01a1-ron \u0111\u1ec3 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c, t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 m\u1ea1nh m\u1ebd.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Ph\u00e2n t\u00edch bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t v\u00e0 nh\u1eadn d\u1ea1ng c\u1ea3m x\u00fac: Nh\u1eefng ti\u1ebfn b\u1ed9 trong c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t h\u01b0\u1edbng \u0111\u1ebfn m\u1ee5c ti\u00eau v\u01b0\u1ee3t ra ngo\u00e0i ph\u1ea1m vi ph\u00e1t hi\u1ec7n v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u01a1 b\u1ea3n. C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111ang kh\u00e1m ph\u00e1 c\u00e1c k\u1ef9 thu\u1eadt \u0111\u1ec3 ph\u00e2n t\u00edch bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t v\u00e0 nh\u1eadn d\u1ea1ng c\u1ea3m x\u00fac ch\u00ednh x\u00e1c h\u01a1n, cho ph\u00e9p \u1ee9ng d\u1ee5ng trong s\u1ee9c kh\u1ecfe t\u00e2m th\u1ea7n, \u0111i\u1ec7n to\u00e1n t\u00ecnh c\u1ea3m v\u00e0 t\u01b0\u01a1ng t\u00e1c gi\u1eefa ng\u01b0\u1eddi v\u00e0 m\u00e1y t\u00ednh.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Sinh tr\u1eafc h\u1ecdc \u0111a ph\u01b0\u01a1ng th\u1ee9c: Sinh tr\u1eafc h\u1ecdc \u0111a ph\u01b0\u01a1ng th\u1ee9c l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c sinh tr\u1eafc h\u1ecdc, ch\u1eb3ng h\u1ea1n nh\u01b0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t k\u1ebft h\u1ee3p v\u1edbi nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i ho\u1eb7c ph\u00e2n t\u00edch d\u00e1ng \u0111i. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y nh\u1eb1m m\u1ee5c \u0111\u00edch n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m sinh tr\u1eafc h\u1ecdc b\u1ed5 sung.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t 3D: C\u00e1c k\u1ef9 thu\u1eadt nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ba chi\u1ec1u (3D), bao g\u1ed3m c\u1ea3m bi\u1ebfn \u0111\u1ed9 s\u00e2u ho\u1eb7c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean \u00e1nh s\u00e1ng c\u00f3 c\u1ea5u tr\u00fac, cung c\u1ea5p \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 b\u1ec1n cao h\u01a1n so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p 2D truy\u1ec1n th\u1ed1ng. Nghi\u00ean c\u1ee9u \u0111ang \u0111\u01b0\u1ee3c ti\u1ebfn h\u00e0nh t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c gi\u1ea3i ph\u00e1p nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t 3D d\u1ec5 ti\u1ebfp c\u1eadn v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed h\u01a1n \u0111\u1ec3 \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i h\u01a1n.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0: Vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c k\u1ef9 thu\u1eadt b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 nh\u1eb1m gi\u1ea3i quy\u1ebft c\u00e1c m\u1ed1i quan ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a d\u1eef li\u1ec7u khu\u00f4n m\u1eb7t. Nghi\u00ean c\u1ee9u kh\u00e1m ph\u00e1 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u01b0 t\u00ednh to\u00e1n \u0111a ph\u01b0\u01a1ng an to\u00e0n, h\u1ecdc li\u00ean k\u1ebft ho\u1eb7c m\u1eabu khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t trong khi v\u1eabn b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u00e1 nh\u00e2n nh\u1ea1y c\u1ea3m.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">H\u1ecdc t\u1eadp ch\u1ee7 \u0111\u1ed9ng v\u00e0 h\u1ecdc t\u1eadp gia t\u0103ng: C\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc t\u1eadp ch\u1ee7 \u0111\u1ed9ng li\u00ean quan \u0111\u1ebfn qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp t\u01b0\u01a1ng t\u00e1c, trong \u0111\u00f3 h\u1ec7 th\u1ed1ng ch\u1ee7 \u0111\u1ed9ng truy v\u1ea5n ng\u01b0\u1eddi d\u00f9ng \u0111\u1ec3 x\u00e1c nh\u1eadn nh\u00e3n ho\u1eb7c c\u00e1c m\u1eabu \u0111\u00e0o t\u1ea1o b\u1ed5 sung. H\u1ecdc t\u1eadp gia t\u0103ng t\u1eadp trung v\u00e0o vi\u1ec7c h\u1ecdc t\u1eadp li\u00ean t\u1ee5c v\u00e0 th\u00edch \u1ee9ng v\u1edbi d\u1eef li\u1ec7u m\u1edbi, cho ph\u00e9p c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u1ea3i thi\u1ec7n theo th\u1eddi gian v\u00e0 x\u1eed l\u00fd c\u00e1c t\u00ecnh hu\u1ed1ng \u0111ang ph\u00e1t tri\u1ec3n.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t kh\u00f4ng b\u1ecb gi\u1edbi h\u1ea1n: Nh\u1eefng ti\u1ebfn b\u1ed9 \u0111ang \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00f4ng b\u1ecb gi\u1edbi h\u1ea1n, trong \u0111\u00f3 khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c ch\u1ee5p trong m\u00f4i tr\u01b0\u1eddng kh\u00f4ng \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u1ea3nh quay gi\u00e1m s\u00e1t ho\u1eb7c h\u00ecnh \u1ea3nh tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i. C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1eadp trung v\u00e0o vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c nh\u01b0 thay \u0111\u1ed5i t\u01b0 th\u1ebf, thay \u0111\u1ed5i \u00e1nh s\u00e1ng, che khu\u1ea5t v\u00e0 h\u00ecnh \u1ea3nh c\u00f3 \u0111\u1ed9 ph\u00e2n gi\u1ea3i th\u1ea5p \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a nh\u1eadn d\u1ea1ng trong \u0111i\u1ec1u ki\u1ec7n th\u1ef1c t\u1ebf.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">H\u1ee3p nh\u1ea5t \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0 hi\u1ec3u bi\u1ebft theo ng\u1eef c\u1ea3nh: T\u00edch h\u1ee3p nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u1edbi c\u00e1c ph\u01b0\u01a1ng th\u1ee9c kh\u00e1c, ch\u1eb3ng h\u1ea1n nh\u01b0 gi\u1ecdng n\u00f3i, c\u1eed ch\u1ec9 ho\u1eb7c th\u00f4ng tin theo ng\u1eef c\u1ea3nh, l\u00e0 m\u1ed9t xu h\u01b0\u1edbng m\u1edbi n\u1ed5i. C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u kh\u00e1m ph\u00e1 c\u00e1c k\u1ef9 thu\u1eadt h\u1ee3p nh\u1ea5t \u0111\u1ec3 t\u1ea1o ra c\u00e1c h\u1ec7 th\u1ed1ng x\u00e1c minh danh t\u00ednh to\u00e0n di\u1ec7n v\u00e0 ch\u00ednh x\u00e1c h\u01a1n, xem x\u00e9t nhi\u1ec1u t\u00edn hi\u1ec7u v\u00e0 hi\u1ec3u bi\u1ebft theo ng\u1eef c\u1ea3nh.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Nh\u1eefng c\u00e2n nh\u1eafc v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c v\u00e0 c\u00f4ng b\u1eb1ng: Ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u s\u1ef1 ch\u00fa \u00fd \u0111\u01b0\u1ee3c d\u00e0nh cho nh\u1eefng t\u00e1c \u0111\u1ed9ng v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. Nghi\u00ean c\u1ee9u xem x\u00e9t c\u00e1c m\u1ed1i quan t\u00e2m v\u1ec1 c\u00f4ng b\u1eb1ng, thi\u00ean v\u1ecb v\u00e0 ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n v\u00e0 th\u1ef1c h\u00e0nh nh\u1eb1m gi\u1ea3m thi\u1ec3u s\u1ef1 ch\u00eanh l\u1ec7ch v\u00e0 \u0111\u1ea3m b\u1ea3o k\u1ebft qu\u1ea3 c\u00f4ng b\u1eb1ng gi\u1eefa c\u00e1c nh\u00f3m d\u00e2n s\u1ed1 kh\u00e1c nhau.<\/li>\n\n\n\n<li class=\"has-medium-font-size\">C\u00e1c \u1ee9ng d\u1ee5ng m\u1edbi v\u00e0 gi\u1ea3i ph\u00e1p d\u00e0nh ri\u00eang cho ng\u00e0nh: C\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111ang \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong nhi\u1ec1u ng\u00e0nh kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, b\u00e1n l\u1ebb, gi\u1ea3i tr\u00ed v\u00e0 giao th\u00f4ng v\u1eadn t\u1ea3i. C\u00e1c \u1ee9ng d\u1ee5ng m\u1edbi n\u1ed5i bao g\u1ed3m y h\u1ecdc c\u00e1 nh\u00e2n h\u00f3a, tr\u1ea3i nghi\u1ec7m th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng, qu\u1ea3ng c\u00e1o th\u00f4ng minh, qu\u1ea3n l\u00fd kh\u00e1ch truy c\u1eadp v\u00e0 c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng.<\/li>\n<\/ol>\n\n\n\n<p class=\"has-medium-font-size\">Nh\u1eefng xu h\u01b0\u1edbng m\u1edbi n\u1ed5i v\u00e0 nh\u1eefng n\u1ed7 l\u1ef1c nghi\u00ean c\u1ee9u \u0111ang di\u1ec5n ra n\u00e0y ch\u1ee9ng minh s\u1ef1 ph\u00e1t tri\u1ec3n li\u00ean t\u1ee5c c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. Khi nh\u1eefng l\u0129nh v\u1ef1c n\u00e0y ti\u1ebfn tri\u1ec3n, ch\u00fang c\u00f3 ti\u1ec1m n\u0103ng \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, cho ph\u00e9p c\u00e1c \u1ee9ng d\u1ee5ng ch\u00ednh x\u00e1c h\u01a1n, an to\u00e0n h\u01a1n v\u00e0 c\u00f3 tr\u00e1ch nhi\u1ec7m h\u01a1n tr\u00ean nhi\u1ec1u l\u0129nh v\u1ef1c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\">Ph\u1ea7n k\u1ebft lu\u1eadn:<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">T\u00f3m l\u1ea1i, Face++ l\u00e0 c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t m\u1ea1nh m\u1ebd v\u00e0 linh ho\u1ea1t \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Megvii, m\u1ed9t c\u00f4ng ty tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u00e0ng \u0111\u1ea7u. C\u00f4ng ngh\u1ec7 n\u00e0y t\u1eadn d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u, m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp v\u00e0 c\u00e1c k\u1ef9 thu\u1eadt th\u1ecb gi\u00e1c m\u00e1y t\u00ednh ti\u00ean ti\u1ebfn \u0111\u1ec3 ph\u00e1t hi\u1ec7n, ph\u00e2n t\u00edch v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ng\u01b0\u1eddi v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 \u0111\u00e1ng kinh ng\u1ea1c.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Face++ cung c\u1ea5p nhi\u1ec1u t\u00ednh n\u0103ng v\u00e0 kh\u1ea3 n\u0103ng, bao g\u1ed3m ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t, ph\u00e1t hi\u1ec7n m\u1ed1c, ph\u00e2n t\u00edch thu\u1ed9c t\u00ednh khu\u00f4n m\u1eb7t (nh\u01b0 tu\u1ed5i, gi\u1edbi t\u00ednh v\u00e0 c\u1ea3m x\u00fac), x\u00e1c minh khu\u00f4n m\u1eb7t v\u00e0 t\u00ecm ki\u1ebfm khu\u00f4n m\u1eb7t. N\u00f3 t\u00ecm th\u1ea5y c\u00e1c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau, bao g\u1ed3m t\u00e0i ch\u00ednh, an ninh, b\u00e1n l\u1ebb, ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, v.v. C\u00e1c l\u1ee3i \u00edch c\u1ee7a n\u00f3 bao g\u1ed3m c\u1ea3i thi\u1ec7n b\u1ea3o m\u1eadt, ti\u1ec7n l\u1ee3i v\u00e0 hi\u1ec7u qu\u1ea3, cung c\u1ea5p x\u00e1c th\u1ef1c m\u1ea1nh m\u1ebd, t\u01b0\u01a1ng t\u00e1c kh\u00f4ng ma s\u00e1t v\u00e0 c\u00e1c quy tr\u00ecnh h\u1ee3p l\u00fd.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Tuy nhi\u00ean, vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t nh\u01b0 Face++ c\u0169ng l\u00e0m d\u1ea5y l\u00ean m\u1ed1i lo ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0, s\u1ef1 \u0111\u1ed3ng \u00fd, s\u1ef1 thi\u00ean v\u1ecb ti\u1ec1m \u1ea9n, k\u1ebft qu\u1ea3 d\u01b0\u01a1ng t\u00ednh\/\u00e2m t\u00ednh gi\u1ea3 v\u00e0 r\u1ee7i ro gi\u00e1m s\u00e1t. Nh\u1eefng m\u1ed1i lo ng\u1ea1i n\u00e0y nh\u1ea5n m\u1ea1nh \u0111\u1ebfn nhu c\u1ea7u tri\u1ec3n khai c\u00f3 tr\u00e1ch nhi\u1ec7m, tu\u00e2n th\u1ee7 c\u00e1c nguy\u00ean t\u1eafc \u0111\u1ea1o \u0111\u1ee9c, b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, minh b\u1ea1ch v\u00e0 c\u00e1c quy \u0111\u1ecbnh to\u00e0n di\u1ec7n.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">B\u1ea5t ch\u1ea5p nh\u1eefng h\u1ea1n ch\u1ebf v\u00e0 c\u00e1c cu\u1ed9c tranh lu\u1eadn \u0111ang di\u1ec5n ra, t\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, bao g\u1ed3m Face++, v\u1eabn c\u00f3 nhi\u1ec1u h\u1ee9a h\u1eb9n \u0111\u00e1ng k\u1ec3. Nh\u1eefng ti\u1ebfn b\u1ed9 v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c, k\u1ef9 thu\u1eadt ch\u1ed1ng gi\u1ea3 m\u1ea1o, b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, h\u1ee3p nh\u1ea5t \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0 hi\u1ec3u bi\u1ebft theo ng\u1eef c\u1ea3nh \u0111ang th\u00fac \u0111\u1ea9y c\u00f4ng ngh\u1ec7 n\u00e0y ph\u00e1t tri\u1ec3n. Nghi\u00ean c\u1ee9u \u0111ang di\u1ec5n ra, xu h\u01b0\u1edbng m\u1edbi n\u1ed5i v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng m\u1edbi \u0111ang \u0111\u1ecbnh h\u00ecnh b\u1ed1i c\u1ea3nh t\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, nh\u1eb1m t\u1ea1o ra c\u00e1c h\u1ec7 th\u1ed1ng ch\u00ednh x\u00e1c, an to\u00e0n v\u00e0 c\u00f4ng b\u1eb1ng h\u01a1n.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Nh\u00ecn chung, Face++ \u0111\u00e3 kh\u1eb3ng \u0111\u1ecbnh v\u1ecb th\u1ebf l\u00e0 c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t h\u00e0ng \u0111\u1ea7u, g\u00f3p ph\u1ea7n v\u00e0o s\u1ef1 ti\u1ebfn b\u1ed9 trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau v\u00e0 m\u1edf \u0111\u01b0\u1eddng cho nh\u1eefng kh\u1ea3 n\u0103ng th\u00fa v\u1ecb trong l\u0129nh v\u1ef1c th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u00e0 sinh tr\u1eafc h\u1ecdc.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-hfsecurity-face-recognition-manufacturer\">Nh\u00e0 s\u1ea3n xu\u1ea5t nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t HFSECURITY<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">HFSECURITY l\u00e0 nh\u00e0 s\u1ea3n xu\u1ea5t n\u1ed5i ti\u1ebfng chuy\u00ean v\u1ec1 c\u00f4ng ngh\u1ec7 v\u00e0 gi\u1ea3i ph\u00e1p nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t. C\u00f4ng ty t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n, s\u1ea3n xu\u1ea5t v\u00e0 ph\u00e2n ph\u1ed1i c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t s\u00e1ng t\u1ea1o cho nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p v\u00e0 \u1ee9ng d\u1ee5ng kh\u00e1c nhau. L\u00e0 nh\u00e0 s\u1ea3n xu\u1ea5t nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, HFSECURITY cung c\u1ea5p nhi\u1ec1u s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5, bao g\u1ed3m:<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Thi\u1ebft b\u1ecb nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t: HFSECURITY s\u1ea3n xu\u1ea5t c\u00e1c thi\u1ebft b\u1ecb nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c trang b\u1ecb c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn v\u00e0 camera c\u00f3 \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao. C\u00e1c thi\u1ebft b\u1ecb n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho nhi\u1ec1u m\u1ee5c \u0111\u00edch kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 ki\u1ec3m so\u00e1t ra v\u00e0o, qu\u1ea3n l\u00fd th\u1eddi gian v\u00e0 ch\u1ea5m c\u00f4ng, v\u00e0 qu\u1ea3n l\u00fd kh\u00e1ch truy c\u1eadp.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Ph\u1ea7n m\u1ec1m nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t: HFSECURITY ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ho\u1ea1t \u0111\u1ed9ng k\u1ebft h\u1ee3p v\u1edbi c\u00e1c thi\u1ebft b\u1ecb ph\u1ea7n c\u1ee9ng c\u1ee7a ch\u00fang t\u00f4i. Ph\u1ea7n m\u1ec1m s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n tinh vi \u0111\u1ec3 ph\u00e1t hi\u1ec7n, ph\u00e2n t\u00edch v\u00e0 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c, cho ph\u00e9p t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng ho\u1eb7c \u1ee9ng d\u1ee5ng hi\u1ec7n c\u00f3.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Gi\u1ea3i ph\u00e1p t\u00f9y ch\u1ec9nh: HFSECURITY cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t t\u00f9y ch\u1ec9nh theo y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a kh\u00e1ch h\u00e0ng. Chuy\u00ean m\u00f4n c\u1ee7a ch\u00fang t\u00f4i v\u1ec1 thi\u1ebft k\u1ebf ph\u1ea7n c\u1ee9ng, ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m v\u00e0 t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng cho ph\u00e9p h\u1ecd cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u00e1p \u1ee9ng nhu c\u1ea7u kinh doanh \u0111\u1ed9c \u0111\u00e1o.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n: L\u00e0 nh\u00e0 s\u1ea3n xu\u1ea5t nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, HFSECURITY \u0111\u1ea7u t\u01b0 v\u00e0o nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng c\u1ee7a s\u1ea3n ph\u1ea9m. H\u1ecd lu\u00f4n c\u1eadp nh\u1eadt nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t trong c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c gi\u1ea3i ph\u00e1p c\u1ee7a h\u1ecd lu\u00f4n \u0111i \u0111\u1ea7u trong ng\u00e0nh.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">H\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt v\u00e0 d\u1ecbch v\u1ee5: HFSECURITY cung c\u1ea5p h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt, \u0111\u00e0o t\u1ea1o v\u00e0 d\u1ecbch v\u1ee5 sau b\u00e1n h\u00e0ng \u0111\u1ec3 h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng trong vi\u1ec7c c\u00e0i \u0111\u1eb7t, c\u1ea5u h\u00ecnh v\u00e0 b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t c\u1ee7a ch\u00fang t\u00f4i. H\u1ecd \u01b0u ti\u00ean s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch cung c\u1ea5p h\u1ed7 tr\u1ee3 \u0111\u00e1ng tin c\u1eady trong su\u1ed1t v\u00f2ng \u0111\u1eddi s\u1ea3n ph\u1ea9m.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Cam k\u1ebft c\u1ee7a HFSECURITY \u0111\u1ed1i v\u1edbi c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u1ecbnh v\u1ecb h\u1ecd l\u00e0 nh\u00e0 s\u1ea3n xu\u1ea5t \u0111\u00e1ng tin c\u1eady trong ng\u00e0nh. T\u1eadp trung v\u00e0o s\u1ef1 \u0111\u1ed5i m\u1edbi, ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 l\u1ea5y kh\u00e1ch h\u00e0ng l\u00e0m tr\u1ecdng t\u00e2m khi\u1ebfn h\u1ecd tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn \u0111\u00e1ng tin c\u1eady cho c\u00e1c doanh nghi\u1ec7p \u0111ang t\u00ecm ki\u1ebfm gi\u1ea3i ph\u00e1p nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t cho an ninh, ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 qu\u1ea3n l\u00fd ch\u1ea5m c\u00f4ng.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/hfsecurity.cn\/vi\/lien-he-chung-toi\/\" target=\"_blank\" rel=\"noreferrer noopener\">li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i \u0111\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin<\/a><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Face++ l\u00e0 c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t ti\u00ean ti\u1ebfn do Megvii, m\u1ed9t c\u00f4ng ty tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u00e0ng \u0111\u1ea7u, ph\u00e1t tri\u1ec3n. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 c\u00f4ng nh\u1eadn v\u00e0 ph\u1ed5 bi\u1ebfn \u0111\u00e1ng k\u1ec3 trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t nh\u1edd kh\u1ea3 n\u0103ng m\u1ea1nh m\u1ebd v\u00e0 ph\u1ea1m vi \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i. T\u1ea7m quan tr\u1ecdng trong c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t: Face++ \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a c\u00e1ch ch\u00fang ta x\u00e1c \u0111\u1ecbnh v\u00e0 ph\u00e2n t\u00edch khu\u00f4n m\u1eb7t con ng\u01b0\u1eddi, [\u2026]<\/p>","protected":false},"author":1,"featured_media":4015,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[538],"tags":[],"class_list":["post-8494","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v27.2) - 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