{"id":8687,"date":"2025-12-16T21:50:17","date_gmt":"2025-12-16T13:50:17","guid":{"rendered":"https:\/\/www.lxbchip.com\/?p=8687"},"modified":"2025-12-16T21:50:17","modified_gmt":"2025-12-16T13:50:17","slug":"visual-intelligence-meets-security-next-gen-smart-lock-design","status":"publish","type":"post","link":"https:\/\/www.lxbchip.com\/vi\/visual-intelligence-meets-security-next-gen-smart-lock-design\/","title":{"rendered":"Tr\u00ed tu\u1ec7 h\u00ecnh \u1ea3nh k\u1ebft h\u1ee3p v\u1edbi an ninh: Thi\u1ebft k\u1ebf kh\u00f3a th\u00f4ng minh th\u1ebf h\u1ec7 m\u1edbi"},"content":{"rendered":"

Khi c\u00e1c h\u1ed9 gia \u0111\u00ecnh v\u00e0 doanh nghi\u1ec7p ng\u00e0y c\u00e0ng \u01b0u ti\u00ean v\u1ea5n \u0111\u1ec1 an ninh, kh\u00f3a th\u00f4ng minh \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i c\u1ee7a h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t truy c\u1eadp hi\u1ec7n \u0111\u1ea1i. C\u00e1c thi\u1ebft b\u1ecb n\u00e0y kh\u00f4ng ch\u1ec9 v\u01b0\u1ee3t xa h\u1ec7 th\u1ed1ng m\u1edf c\u1eeda kh\u00f4ng c\u1ea7n ch\u00eca kh\u00f3a truy\u1ec1n th\u1ed1ng m\u00e0 c\u00f2n t\u00edch h\u1ee3p k\u1ebft n\u1ed1i kh\u00f4ng d\u00e2y, \u0111i\u1ec1u khi\u1ec3n qua \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng v\u00e0 x\u00e1c th\u1ef1c sinh tr\u1eafc h\u1ecdc \u0111\u1ec3 mang l\u1ea1i tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng li\u1ec1n m\u1ea1ch v\u00e0 an to\u00e0n. Trong khi nhi\u1ec1u h\u1ec7 th\u1ed1ng hi\u1ec7n t\u1ea1i v\u1eabn ph\u1ee5 thu\u1ed9c v\u00e0o camera chu\u00f4ng c\u1eeda ri\u00eang bi\u1ec7t \u0111\u1ec3 x\u00e1c minh h\u00ecnh \u1ea3nh, th\u1ebf h\u1ec7 m\u1edbi c\u1ee7a kh\u00f3a th\u00f4ng minh t\u00edch h\u1ee3p camera \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i ph\u00e2n kh\u00fac n\u00e0y \u2013 k\u1ebft h\u1ee3p camera v\u00e0 kh\u00f3a th\u00e0nh m\u1ed9t thi\u1ebft b\u1ecb th\u00f4ng minh duy nh\u1ea5t.<\/p>\n

C\u00e1c gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p n\u00e0y kh\u00f4ng ch\u1ec9 mang l\u1ea1i s\u1ef1 ti\u1ec7n l\u1ee3i. Ch\u00fang cho ph\u00e9p gi\u00e1m s\u00e1t t\u1eeb xa, truy c\u1eadp nh\u1eadt k\u00fd th\u1eddi gian th\u1ef1c v\u00e0 c\u1ea3nh b\u00e1o can thi\u1ec7p, gi\u00fap ng\u01b0\u1eddi d\u00f9ng qu\u1ea3n l\u00fd an ninh t\u00e0i s\u1ea3n t\u1eeb b\u1ea5t k\u1ef3 \u0111\u00e2u tr\u00ean th\u1ebf gi\u1edbi. D\u00f9 l\u00e0 n\u00e2ng cao t\u00ednh ti\u1ec7n l\u1ee3i hay b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 th\u00f4ng qua x\u1eed l\u00fd h\u00ecnh \u1ea3nh t\u1ea1i bi\u00ean, kh\u00f3a th\u00f4ng minh video \u0111\u1ea1i di\u1ec7n cho m\u1ed9t b\u01b0\u1edbc ti\u1ebfn v\u01b0\u1ee3t b\u1eadc v\u1ec1 c\u1ea3 t\u00ednh n\u0103ng v\u00e0 s\u1ef1 an t\u00e2m.<\/p>\n

C\u00e1c y\u1ebfu t\u1ed1 quan tr\u1ecdng c\u1ea7n xem x\u00e9t khi l\u1ef1a ch\u1ecdn c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh cho kh\u00f3a th\u00f4ng minh video<\/h4>\n

Kh\u00f3a th\u00f4ng minh d\u1ef1a tr\u00ean video ph\u1ee5 thu\u1ed9c v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh cao, v\u00ec \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn an to\u00e0n v\u00e0 thi\u1ec7t h\u1ea1i t\u00e0i s\u1ea3n. C\u00e1c s\u1ea3n ph\u1ea9m n\u00e0y \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p nhi\u1ec1u c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 h\u1ecdc m\u00e1y (ML), c\u00f9ng v\u1edbi c\u00e1c t\u00ednh n\u0103ng m\u00e0 ch\u00fang cung c\u1ea5p. Ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh k\u00e9m c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn vi\u1ec7c qu\u00e1 t\u1ea3i c\u00e1c b\u1ed9 x\u1eed l\u00fd, g\u00e2y hao h\u1ee5t n\u0103ng l\u01b0\u1ee3ng v\u00e0 l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng.<\/p>\n

\u0110\u1ed9 ph\u00e2n gi\u1ea3i t\u1ed1i \u01b0u c\u0169ng r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c ch\u1ee5p c\u00f3 \u0111\u1ee7 chi ti\u1ebft \u0111\u1ec3 m\u00e1y c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a ng\u01b0\u1eddi v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng ph\u00f9 h\u1ee3p. \u0110\u1ed9 ph\u00e2n gi\u1ea3i th\u1ea5p h\u01a1n thi\u1ebfu chi ti\u1ebft v\u00e0 c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn nh\u1ea7m l\u1eabn trong vi\u1ec7c nh\u1eadn di\u1ec7n ng\u01b0\u1eddi\/v\u1eadt th\u1ec3.<\/p>\n

Kh\u00f3a th\u00f4ng minh th\u01b0\u1eddng \u0111\u01b0\u1ee3c c\u1ea5p ngu\u1ed3n b\u1eb1ng pin, v\u00ec vi\u1ec7c \u0111\u01b0a ngu\u1ed3n \u0111i\u1ec7n \u0111\u1ebfn khu v\u1ef1c kh\u00f3a l\u00e0 kh\u00f4ng th\u1ef1c t\u1ebf v\u00e0 h\u1ea7u nh\u01b0 kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c. C\u00e1c thi\u1ebft b\u1ecb\/h\u1ec7 th\u1ed1ng ti\u00eau th\u1ee5 \u00edt n\u0103ng l\u01b0\u1ee3ng l\u00e0 l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng \u0111\u1ec3 k\u00e9o d\u00e0i chu k\u1ef3 s\u1ea1c pin v\u00e0 \u0111\u1ea3m b\u1ea3o ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh m\u00e0 kh\u00f4ng g\u1eb7p s\u1ef1 c\u1ed1 ng\u1eebng ho\u1ea1t \u0111\u1ed9ng.<\/p>\n

Kh\u00f3a th\u00f4ng minh c\u00f3 thi\u1ebft k\u1ebf r\u1ea5t c\u1ee5 th\u1ec3. Ch\u00fang c\u1ea7n ph\u1ea3i g\u1ecdn nh\u1eb9, v\u1edbi c\u00e1c ch\u1ee9c n\u0103ng c\u01a1 b\u1ea3n bao g\u1ed3m c\u01a1 ch\u1ebf kh\u00f3a v\u00e0 camera chu\u00f4ng c\u1eeda. V\u1edbi nhi\u1ec1u c\u1ea3m bi\u1ebfn, b\u1ed9 x\u1eed l\u00fd, k\u1ebft n\u1ed1i v\u00e0 b\u1ed9 pin, \u0111\u00e2y l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng \u0111i\u1ec7n t\u1eed ph\u1ee9c t\u1ea1p hi\u1ec7n nay. \u0110i\u1ec1u quan tr\u1ecdng l\u00e0 t\u1ea5t c\u1ea3 c\u00e1c th\u00e0nh ph\u1ea7n n\u00e0y ph\u1ea3i \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf t\u1ed1i \u01b0u kh\u00f4ng ch\u1ec9 v\u1ec1 ch\u1ee9c n\u0103ng v\u00e0 \u0111\u1ed9 tin c\u1eady m\u00e0 c\u00f2n v\u1ec1 h\u00ecnh th\u1ee9c.<\/p>\n

C\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh Hyperlux LP<\/h4>\n

D\u00f2ng c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh Hyperlux\u2122 LP \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u00e0 ph\u00e1t tri\u1ec3n v\u1edbi m\u1ee5c ti\u00eau ti\u00eau th\u1ee5 \u0111i\u1ec7n n\u0103ng c\u1ef1c th\u1ea5p. C\u00e1c d\u00f2ng s\u1ea3n ph\u1ea9m AR0544 v\u00e0 AR0830 bao g\u1ed3m t\u1ea5t c\u1ea3 ba bi\u1ebfn th\u1ec3 m\u1ea3ng b\u1ed9 l\u1ecdc m\u00e0u (CFA) \u2013 Mono, RGB v\u00e0 RGB-IR. Ki\u1ebfn tr\u00fac silicon v\u00e0 pixel \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh v\u01b0\u1ee3t tr\u1ed9i c\u1ea3 ng\u00e0y l\u1eabn \u0111\u00eam, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u nhu c\u1ea7u s\u1eed d\u1ee5ng \u0111\u00e8n LED h\u1ed3ng ngo\u1ea1i c\u00f4ng su\u1ea5t cao. C\u00e1c t\u00ednh n\u0103ng nh\u01b0 Wake-on-Motion (WoM) v\u1edbi v\u00f9ng quan t\u00e2m c\u00f3 th\u1ec3 c\u1ea5u h\u00ecnh, ch\u1ebf \u0111\u1ed9 k\u00edch ho\u1ea1t v\u00e0 ti\u00eau th\u1ee5 \u0111i\u1ec7n n\u0103ng c\u1ef1c th\u1ea5p gi\u00fap ti\u1ebft ki\u1ec7m pin cho th\u1eddi gian ho\u1ea1t \u0111\u1ed9ng l\u00e2u nh\u1ea5t tr\u00ean m\u1ed9t l\u1ea7n s\u1ea1c\/thay pin. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m thi\u1ec3u l\u01b0\u1ee3ng \u0111i\u1ec7n n\u0103ng ti\u00eau th\u1ee5 c\u1ee7a h\u1ec7 th\u1ed1ng kh\u00f3a th\u00f4ng minh v\u00e0 gi\u1ea3m \u0111\u00e1ng k\u1ec3 chi ph\u00ed v\u1eadt li\u1ec7u (BoM).<\/p>\n

Bi\u1ebfn th\u1ec3 RGB-IR cung c\u1ea5p m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 t\u1ea1o ra h\u00ecnh \u1ea3nh h\u1ed3ng ngo\u1ea1i (IR) v\u1edbi \u0111\u1ed9 ph\u00e2n gi\u1ea3i 1 MP ho\u1eb7c 2 MP, cung c\u1ea5p d\u1eef li\u1ec7u \u0111\u00e1ng k\u1ec3 v\u1ec1 \u0111\u1ed9 s\u00e2u \u2014 l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng cho c\u00e1c kh\u00f3a th\u00f4ng minh t\u00edch h\u1ee3p pixel h\u1ed3ng ngo\u1ea1i. Vi\u1ec7c t\u00edch h\u1ee3p pixel h\u1ed3ng ngo\u1ea1i v\u00e0o c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf kh\u1ea3 n\u0103ng gi\u1ea3 m\u1ea1o b\u1eb1ng \u1ea3nh 2D. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng qu\u00e9t \u00e1nh s\u00e1ng c\u1ea5u tr\u00fac c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng, c\u00e1c bi\u1ebfn \u0111\u1ed5i \u0111\u01b0\u1eddng vi\u1ec1n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c nh\u1eadn di\u1ec7n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh \u0111\u1ed9 s\u00e2u, t\u1eeb \u0111\u00f3 x\u00e2y d\u1ef1ng b\u1ea3n \u0111\u1ed3 3D, \u0111\u1ed3ng th\u1eddi gi\u00fap ph\u00e1t hi\u1ec7n t\u00ednh s\u1ed1ng \u0111\u1ed9ng c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng.<\/p>\n

M\u1ed9t l\u1ee3i \u00edch b\u1ed5 sung c\u1ee7a c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh n\u00e0y l\u00e0 kh\u1ea3 n\u0103ng truy c\u1eadp d\u1eef li\u1ec7u h\u1ed3ng ngo\u1ea1i (IR) trong qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng, c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 lo\u1ea1i b\u1ecf hi\u1ec7n t\u01b0\u1ee3ng r\u00f2 r\u1ec9 h\u1ed3ng ngo\u1ea1i (IR bleed) kh\u00f4ng th\u1ec3 tr\u00e1nh kh\u1ecfi khi c\u00e1c kh\u00f3a th\u00f4ng minh ti\u1ebfp x\u00fac v\u1edbi m\u00f4i tr\u01b0\u1eddng ngo\u00e0i tr\u1eddi. \u0110i\u1ec1u n\u00e0y mang l\u1ea1i h\u00ecnh \u1ea3nh c\u00f3 \u0111\u1ed9 trung th\u1ef1c cao v\u00e0 ph\u1ea3n \u00e1nh ch\u00ednh x\u00e1c c\u1ea3nh quan th\u1ef1c t\u1ebf.<\/p>\n

Thi\u1ebft k\u1ebf tham chi\u1ebfu kh\u00f3a th\u00f4ng minh<\/h4>\n

\u0110\u1ec3 tri\u1ec3n khai kh\u00f3a th\u00f4ng minh th\u1ebf h\u1ec7 m\u1edbi, onsemi \u0111\u00e3 h\u1ee3p t\u00e1c v\u1edbi c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t thi\u1ebft b\u1ecb g\u1ed1c (OEM) chuy\u00ean v\u1ec1 SoC\/FPGA. C\u00f9ng v\u1edbi AMD v\u00e0 MakarenaLabs, m\u1ed9t thi\u1ebft k\u1ebf tham chi\u1ebfu kh\u00f3a th\u00f4ng minh lai 2D\/3D \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n, s\u1eed d\u1ee5ng c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh AR0830 c\u1ee7a onsemi. C\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh RGB-IR n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng thu th\u1eadp c\u1ea3 d\u1eef li\u1ec7u 2D v\u00e0 3D, cung c\u1ea5p cho c\u00e1c b\u1ed9 x\u1eed l\u00fd\/m\u00e1y h\u1ecdc (ML) \u0111\u1ec3 th\u1ef1c hi\u1ec7n nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t v\u00e0 x\u00e1c th\u1ef1c khu\u00f4n m\u1eb7t.<\/p>\n

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H\u00ecnh 1. Thi\u1ebft k\u1ebf kh\u00f3a th\u00f4ng minh k\u1ebft h\u1ee3p 2D\/3D (Ngu\u1ed3n: AMD)<\/figcaption><\/figure>\n<\/div>\n

D\u1eef li\u1ec7u 2D \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u1ec3 ph\u00e2n t\u00edch xem c\u00f3 khu\u00f4n m\u1eb7t con ng\u01b0\u1eddi hi\u1ec7n di\u1ec7n hay kh\u00f4ng v\u00e0 c\u00f3 th\u1ec3 x\u00e1c minh v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u xem ng\u01b0\u1eddi \u0111\u00f3 c\u00f3 ph\u1ea3i l\u00e0 ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c \u1ee7y quy\u1ec1n hay kh\u00f4ng. H\u00ecnh \u1ea3nh 3D l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xem c\u00f3 ng\u01b0\u1eddi th\u1eadt \u0111ang \u0111\u1ee9ng tr\u01b0\u1edbc camera hay kh\u00f4ng, nh\u1eb1m tr\u00e1nh t\u00ecnh tr\u1ea1ng gi\u1ea3 m\u1ea1o b\u1eb1ng h\u00ecnh \u1ea3nh 2D.<\/p>\n

D\u1eef li\u1ec7u 3D h\u1ed3ng ngo\u1ea1i (IR 3D) t\u1eeb AR0830 v\u00e0 m\u00e1y chi\u1ebfu VCSEL \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o ra \u0111\u00e1m m\u00e2y \u0111i\u1ec3m c\u1ee7a khu\u00f4n m\u1eb7t ng\u01b0\u1eddi th\u1eadt, gi\u00fap th\u1ef1c hi\u1ec7n qu\u00e1 tr\u00ecnh t\u00e1i t\u1ea1o khu\u00f4n m\u1eb7t 3D. Ch\u1ec9 khi c\u1ea3 th\u00f4ng tin 2D v\u00e0 3D \u0111\u1ec1u \u0111\u01b0\u1ee3c x\u00e1c minh, c\u1eeda s\u1ebd \u0111\u01b0\u1ee3c m\u1edf kh\u00f3a.<\/p>\n

Thi\u1ebft k\u1ebf tham chi\u1ebfu cung c\u1ea5p m\u1ed9t gi\u1ea3i ph\u00e1p nhanh ch\u00f3ng \u0111\u1ec3 tri\u1ec3n khai kh\u00f3a th\u00f4ng minh cho m\u1ee5c \u0111\u00edch ph\u00e1t tri\u1ec3n tr\u01b0\u1edbc khi \u0111\u1ea7u t\u01b0 ngu\u1ed3n l\u1ef1c cho s\u1ea3n xu\u1ea5t. C\u00e1c c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh c\u1ee7a onsemi \u0111\u00e3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p s\u1eb5n v\u1edbi ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m c\u1ea7n thi\u1ebft \u0111\u1ec3 thi\u1ebft k\u1ebf c\u00e1c kh\u00f3a th\u00f4ng minh n\u00e0y.<\/p>\n

Kh\u00f3a th\u00f4ng minh \u0111ang tr\u1edf th\u00e0nh m\u1ed9t th\u00e0nh ph\u1ea7n quan tr\u1ecdng trong h\u1ec7 sinh th\u00e1i th\u00f4ng minh cho gia \u0111\u00ecnh v\u00e0 doanh nghi\u1ec7p, k\u1ebft h\u1ee3p an ninh, c\u00f4ng ngh\u1ec7 v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng th\u00e0nh m\u1ed9t gi\u1ea3i ph\u00e1p th\u00f4ng minh duy nh\u1ea5t. Khi c\u00f4ng ngh\u1ec7 x\u00e1c th\u1ef1c sinh tr\u1eafc h\u1ecdc ng\u00e0y c\u00e0ng ch\u00ednh x\u00e1c v\u00e0 d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n, kh\u00f3a th\u00f4ng minh \u0111ang \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i h\u01a1n nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a h\u1ea1 t\u1ea7ng an ninh th\u1ebf h\u1ec7 m\u1edbi. C\u00e1c c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft cho vi\u1ec7c ph\u00e1t hi\u1ec7n v\u00e0 nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t\/h\u00e0nh vi d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI).<\/p>\n

C\u00e1c nh\u00e0 cung c\u1ea5p kh\u00f3a th\u00f4ng minh nay c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o c\u00e1c gi\u00e1 tr\u1ecb kh\u00e1c bi\u1ec7t c\u1ee7a m\u00ecnh \u1edf c\u1ea5p \u0111\u1ed9 \u1ee9ng d\u1ee5ng b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c t\u00ednh n\u0103ng t\u1eeb c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh, b\u1ed9 x\u1eed l\u00fd h\u1ec7 th\u1ed1ng (SoC)\/m\u1ea1ch t\u00edch h\u1ee3p l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c (FPGA) v\u00e0 c\u00e1c m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI)\/h\u1ecdc m\u00e1y (ML) \u0111\u1ec3 mang l\u1ea1i tr\u00ed tu\u1ec7 cho c\u00e1c gi\u1ea3i ph\u00e1p c\u1ee7a h\u1ecd. T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 thi\u1ebft k\u1ebf tham chi\u1ebfu kh\u00f3a th\u00f4ng minh n\u00e0y c\u00f9ng v\u1edbi t\u1ea5t c\u1ea3 c\u00e1c y\u00eau c\u1ea7u ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m. Li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i \u0111\u1ec3 nh\u1eadn b\u1ed9 kit ph\u00e1t tri\u1ec3n ph\u1ea7n c\u1ee9ng AR0830 \u0111\u1ea7y \u0111\u1ee7 c\u00f9ng v\u1edbi n\u1ec1n t\u1ea3ng ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m DevSuite \u0111\u1ec3 h\u1ed7 tr\u1ee3 b\u1ea1n trong vi\u1ec7c \u0111\u00e1nh gi\u00e1 h\u1ec7 th\u1ed1ng.<\/p>","protected":false},"excerpt":{"rendered":"

As homes and businesses increasingly prioritize security, smart locks have emerged as a cornerstone of modern access control. These devices<\/p>","protected":false},"author":1,"featured_media":8689,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[1],"tags":[],"class_list":["post-8687","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"acf":[],"aioseo_notices":[],"jetpack_publicize_connections":[],"_links":{"self":[{"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/posts\/8687","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/comments?post=8687"}],"version-history":[{"count":1,"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/posts\/8687\/revisions"}],"predecessor-version":[{"id":8690,"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/posts\/8687\/revisions\/8690"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/media\/8689"}],"wp:attachment":[{"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/media?parent=8687"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/categories?post=8687"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lxbchip.com\/vi\/wp-json\/wp\/v2\/tags?post=8687"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}