{"id":13726,"date":"2025-02-10T16:53:00","date_gmt":"2025-02-10T05:53:00","guid":{"rendered":"https:\/\/digifort.global\/chua-phan-loai\/cuoc-cach-mang-cong-nghiep-ai-se-tac-dong-nhu-the-nao-den-he-thong-camera-giam-sat-cctv\/"},"modified":"2026-06-18T00:16:31","modified_gmt":"2026-06-17T14:16:31","slug":"cuoc-cach-mang-cong-nghiep-ai-se-tac-dong-nhu-the-nao-den-he-thong-camera-giam-sat-cctv","status":"publish","type":"post","link":"https:\/\/digifort.global\/vi\/blog\/cuoc-cach-mang-cong-nghiep-ai-se-tac-dong-nhu-the-nao-den-he-thong-camera-giam-sat-cctv\/","title":{"rendered":"Cu\u1ed9c c\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p AI s\u1ebd t\u00e1c \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o \u0111\u1ebfn h\u1ec7 th\u1ed1ng camera gi\u00e1m s\u00e1t (CCTV)?"},"content":{"rendered":"\n
<\/div>\n\n

S\u1ef1 tr\u1ed7i d\u1eady to\u00e0n c\u1ea7u c\u1ee7a Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 thay \u0111\u1ed5i c\u0103n b\u1ea3n c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p v\u00e0 \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a l\u0129nh v\u1ef1c camera gi\u00e1m s\u00e1t (CCTV).<\/p>\n\n

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) m\u00f4 t\u1ea3 m\u1ed9t lo\u1ea1i x\u1eed l\u00fd m\u00e1y t\u00ednh c\u00f3 kh\u1ea3 n\u0103ng “h\u1ecdc h\u1ecfi” \u0111\u1ec3 n\u00e2ng cao n\u0103ng l\u1ef1c c\u1ee7a n\u00f3 \u2013 th\u01b0\u1eddng \u0111\u01b0\u1ee3c v\u00ed nh\u01b0 kh\u1ea3 n\u0103ng hi\u1ec3u bi\u1ebft c\u1ee7a con ng\u01b0\u1eddi. S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI \u0111ang \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi c\u00e1c th\u1ecb tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 m\u1edbi n\u1ed5i, c\u00f3 t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng cao, ch\u1eb3ng h\u1ea1n nh\u01b0 truy\u1ec1n d\u1eef li\u1ec7u, vi\u1ec5n th\u00f4ng, m\u1ea1ng l\u01b0\u1edbi, \u00f4 t\u00f4, tr\u00f2 ch\u01a1i, qu\u1ed1c ph\u00f2ng, \u0111i\u1ec7n t\u1eed ti\u00eau d\u00f9ng v\u00e0 nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c; ng\u00e0nh c\u00f4ng nghi\u1ec7p camera gi\u00e1m s\u00e1t (CCTV) l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00e0nh h\u01b0\u1edfng l\u1ee3i. <\/p>\n\n

Vi\u1ec7c ph\u00e1t tri\u1ec3n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) l\u00e0 c\u1ed1t l\u00f5i \u0111\u1ed1i v\u1edbi hi\u1ec7u su\u1ea5t ph\u00e2n t\u00edch video trong h\u1ec7 th\u1ed1ng camera gi\u00e1m s\u00e1t (CCTV), gi\u00fap c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3, \u0111\u1ed9 ch\u00ednh x\u00e1c, m\u1eadt \u0111\u1ed9 k\u00eanh v\u00e0 gi\u1ea3m chi ph\u00ed. Tuy nhi\u00ean, vi\u1ec7c ph\u00e1t tri\u1ec3n ph\u1ea7n c\u1ee9ng \u0111i\u1ec7n to\u00e1n hi\u1ec7u n\u0103ng cao (HPC), cho ph\u00e9p gia t\u0103ng kh\u1ea3 n\u0103ng x\u1eed l\u00fd m\u00e0 AI y\u00eau c\u1ea7u, c\u0169ng s\u1ebd \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn kh\u1ea3 n\u0103ng, thi\u1ebft k\u1ebf, b\u1ed1 c\u1ee5c v\u00e0 chi ph\u00ed c\u1ee7a h\u1ec7 th\u1ed1ng CCTV v\u1eadt l\u00fd. <\/p>\n\n

<\/div>\n\n
<\/div>\n\n
\"\"<\/figure>\n\n
<\/div>\n\n
<\/div>\n\n

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hi\u1ec7n nay<\/strong><\/h2>\n\n

Ph\u1ea7n m\u1ec1m<\/strong><\/h3>\n\n

Trong c\u00e1c \u1ee9ng d\u1ee5ng CCTV, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111\u1ed3ng ngh\u0129a. C\u00f4ng ngh\u1ec7 ph\u00e2n t\u00edch video \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c gi\u1ea3i ph\u00e1p CCTV c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chia th\u00e0nh ba lo\u1ea1i ch\u00ednh: M\u1ea1ng th\u1ea7n kinh (Neural), H\u1ecdc s\u00e2u (Deep Learning) v\u00e0 D\u1eef li\u1ec7u nh\u1ecb ph\u00e2n (Binary). Digifort h\u1ed7 tr\u1ee3 c\u1ea3 ba lo\u1ea1i n\u00e0y, c\u0169ng nh\u01b0 t\u00edch h\u1ee3p v\u1edbi kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch c\u1ee7a c\u00e1c \u0111\u1ea7u ghi NVR, h\u1ed9p ph\u00e2n t\u00edch v\u00e0 camera c\u1ee7a b\u00ean th\u1ee9 ba t\u1ea1i “v\u00f9ng bi\u00ean”. M\u1ed7i lo\u1ea1i \u0111\u1ec1u c\u00f3 y\u1ebfu t\u1ed1 hi\u1ec7u qu\u1ea3 chi ph\u00ed c\u1ea7n c\u00e2n nh\u1eafc, v\u00ec v\u1eady Digifort h\u1ee3p t\u00e1c v\u1edbi t\u1ea5t c\u1ea3 c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kh\u00e1ch h\u00e0ng c\u00f3 s\u1ef1 linh ho\u1ea1t, v\u00ed d\u1ee5 nh\u01b0 kh\u00f4ng c\u1ea7n chi ti\u1ec1n cho ph\u00e2n t\u00edch n\u00e2ng cao khi ch\u1ec9 c\u1ea7n t\u00ednh n\u0103ng ph\u00e1t hi\u1ec7n chuy\u1ec3n \u0111\u1ed9ng \u0111\u01a1n gi\u1ea3n h\u01a1n. <\/p>\n\n

C\u00e1c chuy\u00ean gia ph\u00e2n t\u00edch h\u00e0ng \u0111\u1ea7u s\u1eed d\u1ee5ng H\u1ecdc m\u00e1y (ML) \u0111\u1ec3 hu\u1ea5n luy\u1ec7n thu\u1eadt to\u00e1n ph\u1ea7n m\u1ec1m nh\u1eadn d\u1ea1ng v\u00e0 di\u1ec5n gi\u1ea3i c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng trong m\u1ed9t khung c\u1ea3nh, bao g\u1ed3m c\u1ea3 c\u00e1c m\u1eabu chuy\u1ec3n \u0111\u1ed9ng v\u00e0 h\u00e0nh vi li\u00ean quan. Gi\u1ed1ng nh\u01b0 kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng c\u1ee7a con ng\u01b0\u1eddi, nhi\u1ec1u \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00e1c nhau c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh, v\u1edbi m\u1ed9t con s\u1ed1 “\u0111\u1ed9 tin c\u1eady”, t\u1eeb th\u01b0 vi\u1ec7n c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u00e3 bi\u1ebft \u0111\u01b0\u1ee3c h\u1ec7 th\u1ed1ng h\u1ecdc h\u1ecfi theo th\u1eddi gian. C\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng n\u00e0y c\u00f3 th\u1ec3 bao g\u1ed3m ng\u01b0\u1eddi, xe t\u1ea3i nh\u1ecf, xe \u0111\u1ea1p, \u00f4 t\u00f4, xe t\u1ea3i l\u1edbn, nh\u00f3m ng\u01b0\u1eddi, t\u00fai x\u00e1ch, ng\u01b0\u1eddi \u0111i xe \u0111\u1ea1p v\u00e0 nhi\u1ec1u h\u01a1n n\u1eefa, bao g\u1ed3m c\u1ea3 h\u1ed3 s\u01a1 m\u00e0u s\u1eafc v\u00e0 h\u01b0\u1edbng chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a ch\u00fang. <\/p>\n\n

C\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u1ea5t, H\u1ecdc s\u00e2u (Deep Learning \u2013 DL), m\u1ed9t nh\u00e1nh c\u1ee7a H\u1ecdc m\u00e1y (ML), gi\u00fap t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n n\u1eefa. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng hi\u1ec7u ch\u1ec9nh v\u00e0 lo\u1ea1i b\u1ecf c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng trong c\u1ea3nh kh\u00f4ng li\u00ean quan \u0111\u1ebfn ph\u00e2n t\u00edch, gi\u1ea3m thi\u1ec3u c\u1ea3nh b\u00e1o sai. M\u1ed9t v\u00ed d\u1ee5 kh\u00e1c l\u00e0 vi\u1ec7c ch\u1ed3ng gh\u00e9p khung x\u01b0\u01a1ng l\u00ean ng\u01b0\u1eddi \u0111\u1ec3 theo d\u00f5i v\u1ecb tr\u00ed v\u00e0 chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a tay, c\u00e1nh tay v\u00e0 \u0111\u1ea7u so v\u1edbi th\u00e2n, c\u00f9ng v\u1edbi t\u1ed1c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed9ng, nh\u1eb1m x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh h\u00e0nh vi ph\u1ee9c t\u1ea1p h\u01a1n nh\u01b0 hung h\u0103ng ho\u1eb7c b\u1ea1o l\u1ef1c. <\/p>\n\n

<\/div>\n\n

Ph\u1ea7n c\u1ee9ng<\/strong><\/h3>\n\n

C\u00e1c \u1ee9ng d\u1ee5ng H\u1ec7 th\u1ed1ng Qu\u1ea3n l\u00fd Video (VMS) hi\u1ec7n nay c\u00f3 t\u00edch h\u1ee3p ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 v\u1edbi CPU (B\u1ed9 x\u1eed l\u00fd trung t\u00e2m) \u0111\u1ec3 v\u1eadn h\u00e0nh VMS, v\u1edbi \u0111\u1ee7 s\u1ee9c m\u1ea1nh \u0111\u1ec3 x\u1eed l\u00fd video t\u1eeb c\u00e1c camera c\u1ee7a h\u1ec7 th\u1ed1ng. M\u00e1y ch\u1ee7 ho\u1eb7c PC v\u1edbi GPU (B\u1ed9 x\u1eed l\u00fd \u0111\u1ed3 h\u1ecda ho\u1eb7c card \u0111\u1ed3 h\u1ecda) cung c\u1ea5p kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u1ea7n thi\u1ebft cho vi\u1ec7c ph\u00e2n t\u00edch. N\u1ec1n t\u1ea3ng An ninh T\u00edch h\u1ee3p Digifort c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng x\u1eed l\u00fd t\u1eeb 100 \u0111\u1ebfn 200 camera tr\u00ean m\u1ed9t m\u00e1y ch\u1ee7 2U duy nh\u1ea5t v\u1edbi b\u1ed9 x\u1eed l\u00fd t\u1ea7m trung lo\u1ea1i Intel Xeon CPU, t\u00f9y thu\u1ed9c v\u00e0o c\u1ea5u h\u00ecnh ghi h\u00ecnh c\u1ee7a camera. Digifort, m\u1ed9t \u0111\u1ed1i t\u00e1c c\u1ee7a Nvidia, thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch c\u1ee7a m\u00ecnh \u0111\u1ec3 ch\u1ea1y tr\u00ean GPU c\u1ee7a Nvidia, trong \u0111\u00f3 m\u1ed9t card \u0111\u1ed3 h\u1ecda t\u1ea7m trung, ch\u1eb3ng h\u1ea1n nh\u01b0 RTX A2000, s\u1ebd x\u1eed l\u00fd t\u1ed1i \u0111a 60 k\u00eanh VA, t\u00f9y thu\u1ed9c v\u00e0o lo\u1ea1i card. Do \u0111\u00f3, c\u1ea3 qu\u00e1 tr\u00ecnh x\u1eed l\u00fd VMS v\u00e0 VA \u0111\u1ec1u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng ph\u1ea7n c\u1ee9ng \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng, nh\u1eb1m cung c\u1ea5p c\u00e1c kh\u1ed1i x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng CCTV ti\u1ebft ki\u1ec7m chi ph\u00ed. <\/p>\n\n

<\/div>\n\n

M\u1ea1ng, l\u01b0u tr\u1eef v\u00e0 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/strong><\/h3>\n\n

C\u00f3 l\u1ebd h\u1ea1n ch\u1ebf l\u1edbn nh\u1ea5t hi\u1ec7n nay trong c\u00e1c \u1ee9ng d\u1ee5ng CCTV, c\u1ea3 v\u1ec1 ph\u1ea7n c\u1ee9ng v\u1eadt l\u00fd v\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3u bi\u1ebft, l\u00e0 b\u0103ng th\u00f4ng m\u1ea1ng v\u00e0 dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef; \u0111i\u1ec1u c\u1ef1c k\u1ef3 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. V\u00ed d\u1ee5, n\u1ebfu m\u1ed9t camera 4MP t\u1ea1i m\u1ed9t \u0111\u1ecba \u0111i\u1ec3m t\u1eeb xa \u0111\u01b0\u1ee3c truy\u1ec1n ph\u00e1t \u1edf t\u1ed1c \u0111\u1ed9 25 khung h\u00ecnh\/gi\u00e2y, s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n n\u00e9n H265 hi\u1ec7u qu\u1ea3, b\u0103ng th\u00f4ng c\u1ee7a n\u00f3 c\u00f3 th\u1ec3 v\u00e0o kho\u1ea3ng 3Mbps (t\u00f9y thu\u1ed9c v\u00e0o ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u1ea3nh quay, ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh v\u00e0 lo\u1ea1i camera). Khi video n\u00e0y \u0111\u01b0\u1ee3c ghi l\u1ea1i trong 31 ng\u00e0y, n\u00f3 s\u1ebd c\u1ea7n kho\u1ea3ng 1TB dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef. M\u1ed9t h\u1ec7 th\u1ed1ng CCTV 8 k\u00eanh, ch\u1eb3ng h\u1ea1n, s\u1ebd c\u1ea7n nhi\u1ec1u h\u01a1n g\u1ea5p b\u1ed9i con s\u1ed1 \u0111\u00f3; 24Mbps v\u00e0 8TB. \u200b\u200bT\u00f4i kh\u00f4ng ch\u1eafc t\u1ed1c \u0111\u1ed9 k\u1ebft n\u1ed1i b\u0103ng th\u00f4ng r\u1ed9ng trung b\u00ecnh hi\u1ec7n nay l\u00e0 bao nhi\u00eau, nh\u01b0ng t\u1ed1c \u0111\u1ed9 t\u1ea3i xu\u1ed1ng 100Mbps v\u00e0 t\u1ed1c \u0111\u1ed9 t\u1ea3i l\u00ean 20Mbps t\u1ed1t h\u01a1n nhi\u1ec1u so v\u1edbi k\u1ebft n\u1ed1i t\u1ea1i nh\u00e0 hi\u1ec7n t\u1ea1i c\u1ee7a t\u00f4i, v\u00e0 t\u1ed1c \u0111\u1ed9 \u0111\u00f3 v\u1eabn ch\u01b0a \u0111\u1ee7, v\u00ec \u0111\u00f3 l\u00e0 t\u1ed1c \u0111\u1ed9 t\u1ea3i l\u00ean m\u00e0 ch\u00fang ta c\u1ea7n khi truy\u1ec1n ph\u00e1t t\u1eeb m\u1ed9t \u0111\u1ecba \u0111i\u1ec3m t\u1eeb xa \u0111\u1ebfn m\u1ed9t v\u1ecb tr\u00ed trung t\u00e2m. Digifort cung c\u1ea5p c\u00e1c t\u00f9y ch\u1ecdn gi\u1ea5y ph\u00e9p cho thu\u00ea v\u00e0 h\u1ed7 tr\u1ee3 t\u1eadp trung h\u00f3a tr\u00ean m\u00e1y ch\u1ee7 t\u1eeb xa ho\u1eb7c \u0111\u00e1m m\u00e2y (m\u00e1y ch\u1ee7 c\u1ee7a b\u00ean th\u1ee9 ba), nh\u01b0ng chi ph\u00ed l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y v\u00e0 k\u1ebft n\u1ed1i b\u0103ng th\u00f4ng r\u1ed9ng c\u1ea7n thi\u1ebft \u0111\u1ec3 truy\u1ec1n ph\u00e1t hi\u1ec7u qu\u1ea3 l\u00e0 r\u1ea5t \u0111\u1eaft \u0111\u1ecf. <\/p>\n\n

C\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd video th\u00f4ng minh nh\u01b0 Digifort c\u00f3 t\u1ed1c \u0111\u1ed9 bit thay \u0111\u1ed5i, \u0111i\u1ec1u ch\u1ec9nh t\u1ed1c \u0111\u1ed9 bit c\u1ee7a camera theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 cung c\u1ea5p b\u0103ng th\u00f4ng \u0111\u1ebfn n\u01a1i c\u1ea7n thi\u1ebft nh\u1ea5t. Tuy nhi\u00ean, tr\u1eeb khi t\u01b0 duy chuy\u1ec3n t\u1eeb ghi h\u00ecnh li\u00ean t\u1ee5c sang ghi h\u00ecnh theo s\u1ef1 ki\u1ec7n, \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t b\u1edfi ph\u00e2n t\u00edch d\u1ef1a tr\u00ean AI theo th\u1eddi gian th\u1ef1c, \u0111\u1ed1i v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng l\u1edbn h\u01a1n, th\u00ec gi\u1ea3i ph\u00e1p n\u00e0y s\u1ebd kh\u00f4ng hi\u1ec7u qu\u1ea3! V\u00e0 \u0111\u00f3 l\u00e0 ch\u01b0a k\u1ec3 \u0111\u1ebfn \u0111\u1ed9 tr\u1ec5. <\/p>\n\n

<\/div>\n\n

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong t\u01b0\u01a1ng lai<\/strong><\/h2>\n\n

Ph\u1ea7n m\u1ec1m<\/strong><\/h3>\n\n

Trong t\u01b0\u01a1ng lai, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) s\u1ebd gi\u00fap ph\u00e2n t\u00edch video c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111\u1ed9 ch\u00ednh x\u00e1c, t\u1ed1c \u0111\u1ed9, ph\u1ea1m vi \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c nh\u1eadn di\u1ec7n, c\u00e1c m\u1eabu h\u00e0nh vi v\u00e0 logic c\u1ee7a camera gi\u00e1m s\u00e1t, c\u0169ng nh\u01b0 t\u00edch h\u1ee3p hi\u1ec7u qu\u1ea3 v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng c\u1ee7a b\u00ean th\u1ee9 ba \u0111\u1ec3 c\u1ea3i thi\u1ec7n qu\u1ea3n l\u00fd \u0111\u1ecba \u0111i\u1ec3m. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 bao g\u1ed3m b\u1ea3o v\u1ec7 v\u00e0 gi\u00e1m s\u00e1t t\u00e0i s\u1ea3n, ki\u1ec3m so\u00e1t truy c\u1eadp, ph\u00e1t hi\u1ec7n x\u00e2m nh\u1eadp, qu\u1ea3n l\u00fd th\u00f4ng tin doanh nghi\u1ec7p v\u00e0 t\u00f2a nh\u00e0, PSIM v\u00e0 nhi\u1ec1u h\u01a1n n\u1eefa, nh\u01b0ng c\u0169ng bao g\u1ed3m c\u1ea3 x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn t\u1eeb IoT \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c m\u1ed1i \u0111e d\u1ecda an ninh ti\u1ec1m t\u00e0ng th\u00f4ng qua vi\u1ec7c ph\u00e2n t\u00edch c\u00e1c m\u1eabu v\u00e0 xu h\u01b0\u1edbng h\u00e0nh vi nh\u1eb1m l\u00e0m n\u1ed5i b\u1eadt c\u00e1c tr\u01b0\u1eddng h\u1ee3p ngo\u1ea1i l\u1ec7. Ngo\u00e0i ra, s\u1ed1 l\u01b0\u1ee3ng k\u00eanh tr\u00ean m\u1ed7i \u0111\u1ecba \u0111i\u1ec3m s\u1ebd t\u0103ng l\u00ean, nh\u1edd t\u1ed1c \u0111\u1ed9 v\u00e0 s\u1ee9c m\u1ea1nh x\u1eed l\u00fd c\u1ee7a m\u00e1y t\u00ednh. <\/p>\n\n

Ti\u00eau \u0111\u1ec1 b\u00e0i vi\u1ebft n\u00e0y s\u1eed d\u1ee5ng c\u1ee5m t\u1eeb “cu\u1ed9c c\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p” v\u00ec tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 \u0111\u1ea1t \u0111\u1ebfn m\u1ed9t b\u01b0\u1edbc ngo\u1eb7t quan tr\u1ecdng, \u0111\u01b0\u1ee3c minh ch\u1ee9ng r\u00f5 r\u00e0ng b\u1edfi Chat GPT. M\u00f4 h\u00ecnh AI ng\u00f4n ng\u1eef r\u1ed9ng n\u00e0y, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi OpenAI, c\u00f3 th\u1ec3 vi\u1ebft v\u0103n b\u1ea3n v\u00e0 t\u00ecm ki\u1ebfm h\u00ecnh \u1ea3nh, r\u00e0 so\u00e1t internet \u0111\u1ec3 thu th\u1eadp th\u00f4ng tin li\u00ean quan v\u00e0 tr\u00ecnh b\u00e0y ch\u00fang d\u01b0\u1edbi d\u1ea1ng d\u1ec5 \u0111\u1ecdc, logic, ch\u1ec9 trong v\u00e0i gi\u00e2y. Lo\u1ea1i m\u00f4 h\u00ecnh AI t\u01b0\u01a1ng t\u1ef1 c\u0169ng \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m, n\u01a1i AI c\u00f3 th\u1ec3 t\u1ef1 t\u1ed1i \u01b0u h\u00f3a, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u1ea3i thi\u1ec7n c\u00e1c thu\u1eadt to\u00e1n tr\u1ee3 l\u00fd \u1ea3o (VA), m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. T\u01b0\u01a1ng t\u1ef1 nh\u01b0 v\u1eady v\u1edbi x\u1eed l\u00fd VMS v\u00e0 thi\u1ebft k\u1ebf ph\u1ea7n c\u1ee9ng AI, n\u00fat th\u1eaft c\u1ed5 chai do con ng\u01b0\u1eddi g\u00e2y ra \u0111\u00e3 \u0111\u01b0\u1ee3c lo\u1ea1i b\u1ecf v\u00e0 AI \u0111ang t\u1ef1 c\u1ea3i thi\u1ec7n ch\u00ednh m\u00ecnh! <\/p>\n\n

<\/div>\n\n

X\u1eed l\u00fd ph\u1ea7n c\u1ee9ng <\/strong><\/h3>\n\n

Th\u1ebf h\u1ec7 ph\u1ea7n c\u1ee9ng AI hi\u1ec7n t\u1ea1i ch\u1ee7 y\u1ebfu d\u1ef1a tr\u00ean \u0111i\u1ec7n t\u1eed. Tuy nhi\u00ean, AI \u0111ang t\u1ea1o ra s\u1ef1 b\u00f9ng n\u1ed5 v\u1ec1 nhu c\u1ea7u b\u0103ng th\u00f4ng l\u1edbn h\u01a1n, \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd nhanh h\u01a1n. \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi \u0111i\u1ec7n to\u00e1n hi\u1ec7u n\u0103ng cao (HPC), hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n cho c\u00e1c \u1ee9ng d\u1ee5ng trung t\u00e2m d\u1eef li\u1ec7u, nh\u01b0ng ch\u1eafc ch\u1eafn s\u1ebd s\u1edbm \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i h\u01a1n. C\u00e1c k\u1ebft n\u1ed1i “quang t\u1eed” d\u1ef1a tr\u00ean quang h\u1ecdc \u0111ang xu\u1ea5t hi\u1ec7n, khi c\u00f4ng ngh\u1ec7 Quang h\u1ecdc \u0111\u00f3ng g\u00f3i \u0111\u1ed3ng th\u1eddi (CPO) t\u00ecm c\u00e1ch thay th\u1ebf c\u00e1c k\u1ebft n\u1ed1i b\u1eb1ng \u0111\u1ed3ng b\u1eb1ng quang h\u1ecdc \u2013 gi\u00fap t\u0103ng t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd \u0111\u00e1ng k\u1ec3, gi\u1ea3m k\u00edch th\u01b0\u1edbc h\u1ec7 th\u1ed1ng, m\u1ee9c ti\u00eau th\u1ee5 \u0111i\u1ec7n n\u0103ng v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh. Nvidia \u0111\u00e3 gia nh\u1eadp c\u00e2u l\u1ea1c b\u1ed9 c\u00e1c c\u00f4ng ty tr\u1ecb gi\u00e1 ngh\u00ecn t\u1ef7 \u0111\u00f4 la trong n\u0103m nay nh\u1edd nh\u1eefng ph\u00e1t tri\u1ec3n trong c\u00f4ng ngh\u1ec7 AI. <\/p>\n\n

K\u00edch th\u01b0\u1edbc “kh\u1ed1i x\u00e2y d\u1ef1ng” c\u1ee7a h\u1ec7 th\u1ed1ng CCTV \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp tr\u01b0\u1edbc \u0111\u00f3, bao g\u1ed3m 100 ~ 200 k\u00eanh H\u1ec7 th\u1ed1ng Qu\u1ea3n l\u00fd Video v\u00e0 40 ~ 60 k\u00eanh VA, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng CCTV l\u1edbn h\u01a1n v\u00e0 th\u01b0\u1eddng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tri\u1ec3n khai hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed t\u1ea1i ch\u1ed7. Tuy nhi\u00ean, n\u1ebfu c\u00f4ng ngh\u1ec7 HPC cho ph\u00e9p c\u00e1c b\u1ed9 x\u1eed l\u00fd H\u1ec7 th\u1ed1ng Qu\u1ea3n l\u00fd Video v\u00e0 VA th\u1ebf h\u1ec7 ti\u1ebfp theo x\u1eed l\u00fd s\u1ed1 l\u01b0\u1ee3ng k\u00eanh g\u1ea5p 10 l\u1ea7n, trong v\u00f2ng 5 n\u0103m t\u1edbi, th\u00ec vi\u1ec7c x\u1eed l\u00fd v\u00e0 c\u00f3 th\u1ec3 c\u1ea3 l\u01b0u tr\u1eef ph\u1ea3i \u0111\u01b0\u1ee3c t\u1eadp trung h\u00f3a v\u00e0o m\u1ed9t m\u00e1y ch\u1ee7 t\u1eeb xa ho\u1eb7c trung t\u00e2m d\u1eef li\u1ec7u (\u0111\u00e1m m\u00e2y), v\u1edbi c\u00e1c camera \u0111\u01b0\u1ee3c ph\u00e2n b\u1ed5 cho t\u1eebng \u0111\u1ecba \u0111i\u1ec3m v\u00e0 \u0111\u01b0\u1ee3c thanh to\u00e1n theo t\u1eebng \u0111\u1ecba \u0111i\u1ec3m ho\u1eb7c t\u1eebng camera, \u0111\u1ec3 c\u00f3 th\u1ec3 kh\u1ea3 thi. <\/p>\n\n

C\u00e1c trung t\u00e2m d\u1eef li\u1ec7u th\u1ebf h\u1ec7 ti\u1ebfp theo \u0111ang k\u1ef3 v\u1ecdng v\u00e0o s\u1ef1 gia t\u0103ng m\u1ea1nh m\u1ebd nhu c\u1ea7u x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p, c\u00f9ng nh\u1eadn ra r\u1eb1ng \u0111i\u1ec7n to\u00e1n hi\u1ec7u n\u0103ng cao (HPC) \u0111ang th\u00fac \u0111\u1ea9y m\u00f4 h\u00ecnh x\u1eed l\u00fd t\u1eeb xa. R\u00f5 r\u00e0ng, c\u00e1c thi\u1ebft b\u1ecb ghi h\u00ecnh m\u1ea1ng (NVR), c\u00e1c gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u00f3ng g\u00f3i s\u1eb5n v\u00e0 c\u00e1c camera ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01a1n gi\u1ea3n l\u00e0 kh\u00f4ng th\u1ec3 \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c nhu c\u1ea7u n\u00e0y. <\/p>\n\n

<\/div>\n\n

M\u1ea1ng, l\u01b0u tr\u1eef v\u00e0 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/strong><\/h3>\n\n

\u0110\u1ec3 t\u1eadp trung h\u00f3a hi\u1ec7u qu\u1ea3, ph\u00e2n t\u00edch d\u1ef1a tr\u00ean AI c\u1ea7n m\u1ea1ng c\u00f3 \u0111\u1ed9 tr\u1ec5 b\u1eb1ng kh\u00f4ng \u0111\u1ec3 tr\u00e1nh s\u1ef1 ch\u1eadm tr\u1ec5 gi\u1eefa video \u0111\u01b0\u1ee3c truy\u1ec1n ph\u00e1t v\u00e0 c\u00e1c s\u1ef1 ki\u1ec7n ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t. M\u1ea1ng 5G v\u00e0 m\u1ea1ng quang h\u1ecdc s\u1ebd cung c\u1ea5p \u0111\u1ed9 tr\u1ec5 b\u1eb1ng kh\u00f4ng v\u00e0 \u0111ang trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai ng\u1eafn h\u1ea1n. <\/p>\n\n

N\u1ebfu c\u00e1c nh\u00e0 t\u00edch h\u1ee3p v\u00e0 ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i ch\u1ea5p nh\u1eadn h\u1ec7 th\u1ed1ng CCTV d\u1ef1a tr\u00ean s\u1ef1 ki\u1ec7n \u0111\u1ec3 gi\u1ea3m chi ph\u00ed b\u0103ng th\u00f4ng v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u, th\u00ec c\u00e1c gi\u1ea3i ph\u00e1p t\u1eeb xa \u0111\u1ec3 l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd ph\u00e2n t\u00edch s\u1ebd chi\u1ebfm \u01b0u th\u1ebf. N\u1ebfu vi\u1ec7c ghi h\u00ecnh ph\u1ea3i li\u00ean t\u1ee5c, th\u00ec c\u00e1c gi\u1ea3i ph\u00e1p lai k\u1ebft h\u1ee3p l\u01b0u tr\u1eef c\u1ee5c b\u1ed9 v\u00e0 x\u1eed l\u00fd VA t\u1eadp trung c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng, v\u1edbi vi\u1ec7c gi\u1ea3m chi ph\u00ed l\u01b0u tr\u1eef c\u1ee5c b\u1ed9 gi\u00fap tr\u00ec ho\u00e3n vi\u1ec7c chuy\u1ec3n sang l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y v\u00e0 truy\u1ec1n ph\u00e1t d\u1eef li\u1ec7u \u0111\u1ed1i v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng l\u1edbn h\u01a1n. <\/p>\n\n

<\/div>\n\n

B\u1ea3n t\u00f3m t\u1eaft<\/strong><\/h3>\n\n

S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi c\u00e1c s\u1ea3n ph\u1ea9m ti\u00eau d\u00f9ng, \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh, tr\u00f2 ch\u01a1i \u0111i\u1ec7n t\u1eed v\u00e0 nhi\u1ec1u th\u1ecb tr\u01b0\u1eddng kh\u00e1c, trong \u0111\u00f3 h\u1ec7 th\u1ed1ng camera gi\u00e1m s\u00e1t (CCTV) c\u0169ng \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i. Nh\u1eefng ti\u1ebfn b\u1ed9 trong ph\u1ea7n c\u1ee9ng, v\u1edbi kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd, s\u1ebd gi\u00fap ph\u00e2n t\u00edch d\u1eef li\u1ec7u d\u1ef1a tr\u00ean AI ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 h\u01a1n. Tuy nhi\u00ean, s\u1ed1 l\u01b0\u1ee3ng k\u00eanh l\u1edbn \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u01b0\u1ee3t qu\u00e1 kh\u1ea3 n\u0103ng c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng th\u01b0\u1eddng, do \u0111\u00f3 c\u1ea7n ph\u1ea3i \u0111\u01b0\u1ee3c ph\u00e2n b\u1ed5 tr\u00ean nhi\u1ec1u \u0111\u1ecba \u0111i\u1ec3m. H\u1ec7 th\u1ed1ng CCTV t\u1eadp trung ho\u1eb7c d\u1ef1a tr\u00ean \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y cho ph\u00e9p ph\u00e2n b\u1ed5 chi ph\u00ed, nh\u01b0ng \u0111\u1ed9 tr\u1ec5 m\u1ea1ng v\u00e0 chi ph\u00ed l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y, c\u00f9ng v\u1edbi chi ph\u00ed truy\u1ec1n ph\u00e1t b\u0103ng th\u00f4ng r\u1ed9ng, c\u00f3 th\u1ec3 khi\u1ebfn vi\u1ec7c l\u01b0u tr\u1eef c\u1ee5c b\u1ed9 tr\u1edf n\u00ean c\u1ea7n thi\u1ebft h\u01a1n. D\u00f9 b\u1eb1ng c\u00e1ch n\u00e0o, vi\u1ec7c n\u00e2ng cao k\u1ef9 n\u0103ng cho c\u00e1c k\u1ef9 s\u01b0 CCTV, v\u1edbi kh\u1ea3 n\u0103ng quang h\u1ecdc v\u00e0 m\u1ea1ng l\u01b0\u1edbi m\u1ea1nh m\u1ebd h\u01a1n, l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft. <\/p>\n\n

<\/h3>\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

S\u1ef1 tr\u1ed7i d\u1eady to\u00e0n c\u1ea7u c\u1ee7a Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 thay \u0111\u1ed5i c\u0103n b\u1ea3n c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p v\u00e0 \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a l\u0129nh v\u1ef1c camera gi\u00e1m s\u00e1t (CCTV). Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) m\u00f4 t\u1ea3 m\u1ed9t lo\u1ea1i x\u1eed l\u00fd m\u00e1y t\u00ednh c\u00f3 kh\u1ea3 n\u0103ng “h\u1ecdc h\u1ecfi” \u0111\u1ec3 […]<\/p>\n","protected":false},"author":5,"featured_media":13740,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_angie_page":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"page_builder":"","_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[564,565],"tags":[],"class_list":["post-13726","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-bai-viet"],"jetpack_featured_media_url":"https:\/\/digifort.global\/wp-content\/uploads\/2026\/06\/New-CCTV.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/posts\/13726","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/comments?post=13726"}],"version-history":[{"count":3,"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/posts\/13726\/revisions"}],"predecessor-version":[{"id":13764,"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/posts\/13726\/revisions\/13764"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/media\/13740"}],"wp:attachment":[{"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/media?parent=13726"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/categories?post=13726"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/digifort.global\/vi\/wp-json\/wp\/v2\/tags?post=13726"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}