{"id":3904,"date":"2026-07-27T21:10:43","date_gmt":"2026-07-27T14:10:43","guid":{"rendered":"https:\/\/www.clc.hcmus.edu.vn\/?p=3904"},"modified":"2026-07-27T21:19:33","modified_gmt":"2026-07-27T14:19:33","slug":"mo-canh-cua-tiep-can-di-san-han-nom-co-the-dung-dien-thoai-de-chup-va-nhan-dang-van-tu-co","status":"publish","type":"post","link":"https:\/\/www.clc.hcmus.edu.vn\/?p=3904","title":{"rendered":"M\u1edf c\u00e1nh c\u1eeda ti\u1ebfp c\u1eadn di s\u1ea3n H\u00e1n N\u00f4m, c\u00f3 th\u1ec3 d\u00f9ng \u0111i\u1ec7n tho\u1ea1i \u0111\u1ec3 ch\u1ee5p v\u00e0 nh\u1eadn d\u1ea1ng v\u0103n t\u1ef1 c\u1ed5"},"content":{"rendered":"

S\u1edf Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 TP.HCM v\u1eeba t\u1ed5 ch\u1ee9c nghi\u1ec7m thu \u0111\u1ec1 t\u00e0i c\u1ee7a PGS.TS \u0110inh \u0110i\u1ec1n v\u00e0 c\u00e1c c\u1ed9ng s\u1ef1 \u1edf Tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc t\u1ef1 nhi\u00ean (\u0110HQG-Ng TP.HCM) v\u1ec1 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng d\u1ecbch t\u1ef1 \u0111\u1ed9ng H\u00e1n N\u00f4m b\u1eb1ng AI.<\/p>\n

\n\n\n\n\n
\"Nh\u00f3m<\/td>\n<\/tr>\n
Nh\u00f3m nghi\u00ean c\u1ee9u tr\u00ecnh b\u00e0y v\u1ec1 \u0111\u1ec1 t\u00e0i- Ngu\u1ed3n \u1ea3nh: Trung t\u00e2m Ng\u00f4n ng\u1eef h\u1ecdc t\u00ednh to\u00e1n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u0110\u1ec1 t\u00e0i \u201cNghi\u00ean c\u1ee9u x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng d\u1ecbch t\u1ef1 \u0111\u1ed9ng H\u00e1n N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef giai \u0111o\u1ea1n 2\u201d do Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc T\u1ef1 nhi\u00ean ch\u1ee7 tr\u00ec th\u1ef1c hi\u1ec7n, PGS.TS. \u0110inh \u0110i\u1ec1n- Gi\u00e1m \u0111\u1ed1c Trung t\u00e2m Ng\u00f4n ng\u1eef h\u1ecdc T\u00ednh to\u00e1n (Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc T\u1ef1 nhi\u00ean- \u0110HQG TP.HCM) l\u00e0m ch\u1ee7 nhi\u1ec7m \u0111\u00e3 \u0111\u01b0\u1ee3c H\u1ed9i \u0111\u1ed3ng t\u01b0 v\u1ea5n nghi\u1ec7m thu c\u1ee7a S\u1edf Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 TP.HCM \u0111\u00e1nh gi\u00e1 ho\u00e0n th\u00e0nh xu\u1ea5t s\u1eafc. C\u00f4ng tr\u00ecnh gi\u00fap m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn kho tri th\u1ee9c H\u00e1n N\u00f4m kh\u00f4ng ch\u1ec9 cho gi\u1edbi nghi\u00ean c\u1ee9u m\u00e0 c\u1ea3 c\u1ed9ng \u0111\u1ed3ng.<\/p>\n

Kho d\u1eef li\u1ec7u H\u00e1n N\u00f4m quy m\u00f4 l\u1edbn: t\u00e0i nguy\u00ean s\u1ed1 h\u00f3a di s\u1ea3n v\u0103n t\u1ef1 c\u1ed5<\/strong><\/p>\n

Theo nh\u00f3m nghi\u00ean c\u1ee9u, trong g\u1ea7n m\u1ed9t thi\u00ean ni\u00ean k\u1ef7, ch\u1eef H\u00e1n v\u00e0 ch\u1eef N\u00f4m l\u00e0 ph\u01b0\u01a1ng ti\u1ec7n ghi ch\u00e9p v\u00e0 l\u01b0u truy\u1ec1n c\u00e1c gi\u00e1 tr\u1ecb l\u1ecbch s\u1eed, v\u0103n h\u00f3a, v\u0103n h\u1ecdc, \u0111\u1ecba l\u00fd, y h\u1ecdc c\u1ed5 truy\u1ec1n v\u00e0 \u0111\u1eddi s\u1ed1ng x\u00e3 h\u1ed9i Vi\u1ec7t Nam. H\u00e0ng tri\u1ec7u trang t\u01b0 li\u1ec7u nh\u01b0 s\u1eafc phong, ch\u00e2u b\u1ea3n, gia ph\u1ea3, \u0111\u1ecba b\u1ea1, v\u0103n bia, th\u01b0 t\u1ecbch c\u1ed5, ho\u00e0nh phi, c\u00e2u \u0111\u1ed1i hay c\u00e1c b\u00e0i thu\u1ed1c d\u00e2n gian v\u1eabn \u0111ang \u0111\u01b0\u1ee3c l\u01b0u gi\u1eef t\u1ea1i c\u00e1c c\u01a1 quan l\u01b0u tr\u1eef, b\u1ea3o t\u00e0ng, di t\u00edch v\u00e0 trong d\u00e2n gian. Nh\u01b0ng theo th\u1ed1ng k\u00ea c\u1ee7a H\u1ed9i B\u1ea3o t\u1ed3n di s\u1ea3n H\u00e1n N\u00f4m, c\u00f3 t\u1edbi h\u01a1n 90% t\u01b0 li\u1ec7u n\u00e0y ch\u01b0a \u0111\u01b0\u1ee3c d\u1ecbch sang ch\u1eef Qu\u1ed1c ng\u1eef, ph\u1ea7n l\u1edbn v\u1eabn t\u1ed3n t\u1ea1i d\u01b0\u1edbi d\u1ea1ng \u1ea3nh ho\u1eb7c b\u1ea3n l\u01b0u tr\u1eef s\u1ed1.<\/p>\n

Th\u00e0nh qu\u1ea3 nghi\u00ean c\u1ee9u \u0111\u1ea7y s\u1ee9c thuy\u1ebft ph\u1ee5c<\/strong><\/p>\n

\u201cM\u1ee5c ti\u00eau c\u1ee7a ch\u00fang t\u00f4i l\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 gi\u00fap m\u1ecdi ng\u01b0\u1eddi ti\u1ebfp c\u1eadn, tra c\u1ee9u v\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c n\u1ed9i dung c\u00e1c v\u0103n b\u1ea3n H\u00e1n N\u00f4m m\u1ed9t c\u00e1ch thu\u1eadn ti\u1ec7n, mi\u1ec5n ph\u00ed. \u1ede giai \u0111o\u1ea1n 1, nh\u00f3m nghi\u00ean c\u1ee9u ch\u1ec9 x\u1eed l\u00fd \u0111\u01b0\u1ee3c v\u0103n b\u1ea3n d\u1ea1ng ch\u1eef, giai \u0111o\u1ea1n 2 \u0111\u00e3 c\u00f3 th\u1ec3 nh\u1eadn d\u1ea1ng c\u00e1c v\u0103n b\u1ea3n d\u01b0\u1edbi d\u1ea1ng \u1ea3nh – v\u1ed1n chi\u1ebfm g\u1ea7n nh\u01b0 to\u00e0n b\u1ed9 ngu\u1ed3n t\u01b0 li\u1ec7u H\u00e1n N\u00f4m hi\u1ec7n nay. \u0110\u1eb7c bi\u1ec7t \u1edf giai \u0111o\u1ea1n 2 l\u00e0 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) cho t\u00e0i li\u1ec7u H\u00e1n N\u00f4m” – PGS.TS \u0110inh \u0110i\u1ec1n chia s\u1ebb.<\/p>\n

M\u1ed9t trong nh\u1eefng s\u1ea3n ph\u1ea9m ch\u00ednh c\u1ee7a \u0111\u1ec1 t\u00e0i l\u00e0 ph\u1ea7n m\u1ec1m d\u1ecbch t\u1ef1 \u0111\u1ed9ng hai chi\u1ec1u gi\u1eefa ch\u1eef H\u00e1n N\u00f4m v\u00e0 ch\u1eef Qu\u1ed1c ng\u1eef. To\u00e0n b\u1ed9 c\u00e1c c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng v\u00e0 chuy\u1ec3n t\u1ef1 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o h\u1ec7 sinh th\u00e1i ph\u1ea7n m\u1ec1m mang t\u00ean \u201cKim H\u00e1n N\u00f4m\u201d ho\u1ea1t \u0111\u1ed9ng tr\u00ean n\u1ec1n t\u1ea3ng web, Android v\u00e0 iOS. H\u1ec7 th\u1ed1ng n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng d\u1ecbch tr\u1ef1c ti\u1ebfp v\u0103n b\u1ea3n H\u00e1n N\u00f4m, nh\u1eadn d\u1ea1ng n\u1ed9i dung t\u1eeb h\u00ecnh \u1ea3nh, chuy\u1ec3n \u0111\u1ed5i hai chi\u1ec1u gi\u1eefa H\u00e1n N\u00f4m v\u00e0 ch\u1eef Qu\u1ed1c ng\u1eef, \u0111\u1ed3ng th\u1eddi h\u1ed7 tr\u1ee3 ph\u00e1t \u00e2m ti\u1ebfng Vi\u1ec7t nh\u1eb1m t\u0103ng kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn cho ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng c\u00f3 chuy\u00ean m\u00f4n v\u1ec1 H\u00e1n N\u00f4m.<\/p>\n

Tr\u00ean n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u v\u00e0 c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng, nh\u00f3m nghi\u00ean c\u1ee9u do PGS.TS \u0110inh \u0110i\u1ec1n d\u1eabn d\u1eaft \u0111\u00e3 ph\u00e1t tri\u1ec3n h\u1ec7 sinh th\u00e1i Kim H\u00e1n N\u00f4m, ho\u1ea1t \u0111\u1ed9ng tr\u00ean n\u1ec1n t\u1ea3ng web, Android v\u00e0 iOS.\u00a0H\u1ec7 th\u1ed1ng kh\u00f4ng ch\u1ec9 nh\u1eadn d\u1ea1ng, chuy\u1ec3n t\u1ef1 v\u00e0 h\u1ed7 tr\u1ee3 d\u1ecbch v\u0103n b\u1ea3n H\u00e1n N\u00f4m m\u00e0 c\u00f2n cung c\u1ea5p c\u00e1c giao di\u1ec7n k\u1ebft n\u1ed1i (API), cho ph\u00e9p c\u00e1c c\u01a1 quan, doanh nghi\u1ec7p, c\u00e1 nh\u00e2n t\u00edch h\u1ee3p nh\u1eefng t\u00ednh n\u0103ng n\u00e0y v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c.<\/p>\n

\u0110\u00e1ng ch\u00fa \u00fd c\u00e1c h\u00ecnh \u1ea3nh ngo\u1ea1i c\u1ea3nh nh\u01b0 ho\u00e0nh phi, c\u00e2u \u0111\u1ed1i t\u1ea1i \u0111\u1ec1n ch\u00f9a hay di t\u00edch, h\u1ec7 th\u1ed1ng c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb tr\u1ef1c ti\u1ebfp ph\u1ea7n ch\u1eef Qu\u1ed1c ng\u1eef tr\u00ean n\u1ec1n \u1ea3nh g\u1ed1c, gi\u00fap ng\u01b0\u1eddi d\u00f9ng d\u1ec5 d\u00e0ng \u0111\u1ed1i chi\u1ebfu n\u1ed9i dung. V\u1edbi v\u0103n b\u1ea3n d\u1ea1ng ch\u1eef thu\u1ed9c c\u00e1c l\u0129nh v\u1ef1c ph\u1ed5 bi\u1ebfn nh\u01b0 v\u0103n h\u1ecdc, l\u1ecbch s\u1eed hay \u0111\u1ecba l\u00fd, \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a ph\u1ea7n chuy\u1ec3n t\u1ef1 \u0111\u1ea1t tr\u00ean 99%.<\/p>\n

PGS.TS \u0110inh \u0110i\u1ec1n cho bi\u1ebft th\u00e0nh qu\u1ea3 nghi\u00ean c\u1ee9u kh\u00f4ng ch\u1ec9 ph\u1ee5c v\u1ee5 gi\u1edbi nghi\u00ean c\u1ee9u, m\u00e0 c\u00f2n h\u01b0\u1edbng \u0111\u1ebfn c\u1ed9ng \u0111\u1ed3ng. C\u1ee5 th\u1ec3, v\u1edbi h\u1ec7 th\u1ed1ng d\u1ecbch t\u1ef1 \u0111\u1ed9ng H\u00e1n N\u00f4m b\u1eb1ng AI, ng\u01b0\u1eddi d\u00e2n c\u00f3 th\u1ec3 d\u00f9ng \u0111i\u1ec7n tho\u1ea1i ch\u1ee5p l\u1ea1i ho\u00e0nh phi, c\u00e2u \u0111\u1ed1i, s\u1eafc phong, gia ph\u1ea3, kh\u1ebf \u01b0\u1edbc hay c\u00e1c v\u0103n b\u1ea3n c\u1ed5 do gia \u0111\u00ecnh l\u01b0u gi\u1eef, sau \u0111\u00f3 \u0111\u1ec3 h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng nh\u1eadn d\u1ea1ng v\u00e0 chuy\u1ec3n sang ch\u1eef Qu\u1ed1c ng\u1eef. V\u1edbi c\u00e1ch n\u00e0y, nh\u1eefng t\u01b0 li\u1ec7u v\u1ed1n kh\u00f3 ti\u1ebfp c\u1eadn c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c hi\u1ec3u v\u00e0 khai th\u00e1c d\u1ec5 d\u00e0ng h\u01a1n.<\/p>\n

C\u00f9ng v\u1edbi v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng d\u1ecbch t\u1ef1 \u0111\u1ed9ng, nh\u00f3m nghi\u00ean c\u1ee9u c\u00f2n x\u00e2y d\u1ef1ng kho d\u1eef li\u1ec7u H\u00e1n N\u00f4m l\u1edbn nh\u1ea5t t\u1eeb tr\u01b0\u1edbc \u0111\u1ebfn nay t\u1ea1i Vi\u1ec7t Nam v\u1edbi 200.000 \u1ea3nh trang v\u0103n b\u1ea3n H\u00e1n N\u00f4m, 200.000 \u1ea3nh \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n ph\u1ee5c v\u1ee5 hu\u1ea5n luy\u1ec7n OCR, 750.000 c\u1eb7p c\u00e2u song ng\u1eef H\u00e1n N\u00f4m – Qu\u1ed1c ng\u1eef v\u00e0 h\u01a1n 1 tri\u1ec7u c\u00e2u \u0111\u01a1n ng\u1eef H\u00e1n N\u00f4m, t\u01b0\u01a1ng \u0111\u01b0\u01a1ng kho\u1ea3ng 16 tri\u1ec7u k\u00fd t\u1ef1.<\/p>\n

C\u00f4ng tr\u00ecnh nghi\u00ean c\u1ee9u \u0111\u00e3 \u0111\u01b0\u1ee3c PGS.TS \u0110inh \u0110i\u1ec1n v\u00e0 c\u1ed9ng s\u1ef1 b\u1eaft tay v\u00e0o nghi\u00ean c\u1ee9u, tri\u1ec3n khai h\u01a1n 20 n\u0103m. Tr\u1ea3i qua nhi\u1ec1u kh\u00f3 kh\u0103n, \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c th\u00e0nh qu\u1ea3 nh\u01b0 h\u00f4m nay.<\/p>\n

Theo: V\u0129nh H\u00e0
\nNgu\u1ed3n tr\u00edch d\u1eabn: https:\/\/phunumoi.net.vn\/mo-canh-cua-tiep-can-di-san-han-nom-co-the-dung-dien-thoai-de-chup-va-nhan-dang-van-tu-co-d366257.html<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

S\u1edf Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 TP.HCM v\u1eeba t\u1ed5 ch\u1ee9c nghi\u1ec7m thu \u0111\u1ec1 t\u00e0i c\u1ee7a PGS.TS \u0110inh \u0110i\u1ec1n v\u00e0 c\u00e1c […]<\/p>\n","protected":false},"author":17,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[126,123,1,12],"tags":[],"class_list":["post-3904","post","type-post","status-publish","format-standard","hentry","category-han-nom","category-seminar","category-tin-khac","category-tin_tuc"],"_links":{"self":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3904","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3904"}],"version-history":[{"count":1,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3904\/revisions"}],"predecessor-version":[{"id":3905,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3904\/revisions\/3905"}],"wp:attachment":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3904"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3904"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3904"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}