{"id":3346,"date":"2023-05-03T20:55:59","date_gmt":"2023-05-03T13:55:59","guid":{"rendered":"https:\/\/www.clc.hcmus.edu.vn\/?p=3346"},"modified":"2023-11-23T14:59:17","modified_gmt":"2023-11-23T07:59:17","slug":"he-thong-chuyen-tu-tu-dong-van-ban-chu-nom-sang-chu-quoc-ngu","status":"publish","type":"post","link":"https:\/\/www.clc.hcmus.edu.vn\/?p=3346","title":{"rendered":"H\u1ec7 th\u1ed1ng chuy\u1ec3n t\u1ef1 t\u1ef1 \u0111\u1ed9ng v\u0103n b\u1ea3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef"},"content":{"rendered":"<p>H\u1ec7 th\u1ed1ng chuy\u1ec3n t\u1ef1 ch\u1eef N\u00f4m \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a l\u00ean website c\u1ee7a tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc T\u1ef1 nhi\u00ean &#8211; \u0110H Qu\u1ed1c gia TPHCM nh\u1eb1m ph\u1ee5c v\u1ee5 nhu c\u1ea7u tra c\u1ee9u c\u1ee7a m\u1ecdi ng\u01b0\u1eddi<\/p>\n<div>\n<div>\n<div>\n<p><img decoding=\"async\" title=\"PGS.TS \u0110inh \u0110i\u1ec1n thuy\u1ebft minh v\u00e0 v\u1eadn h\u00e0nh th\u1ecb ph\u1ea1m t\u00ednh n\u0103ng chuy\u1ec3n t\u1ef1 t\u1ef1 \u0111\u1ed9ng v\u0103n b\u1ea3n ch\u1eef N\u00f4m sang v\u0103n b\u1ea3n ch\u1eef Qu\u1ed1c ng\u1eef t\u1ea1i H\u1ed9i \u0111\u1ed3ng t\u01b0 v\u1ea5n nghi\u1ec7m thu nhi\u1ec7m v\u1ee5 khoa h\u1ecdc \u2013 c\u00f4ng ngh\u1ec7 do S\u1edf KH&amp;CN TP.HCM t\u1ed5 ch\u1ee9c\" src=\"http:\/\/khoahocphattrien.vn\/Images\/Uploaded\/Share\/2023\/05\/03\/NV-01-Hinh-2-TS-Dinh-Dien.jpg\" alt=\"PGS.TS \u0110inh \u0110i\u1ec1n thuy\u1ebft minh v\u00e0 v\u1eadn h\u00e0nh th\u1ecb ph\u1ea1m t\u00ednh n\u0103ng chuy\u1ec3n t\u1ef1 t\u1ef1 \u0111\u1ed9ng v\u0103n b\u1ea3n ch\u1eef N\u00f4m sang v\u0103n b\u1ea3n ch\u1eef Qu\u1ed1c ng\u1eef t\u1ea1i H\u1ed9i \u0111\u1ed3ng t\u01b0 v\u1ea5n nghi\u1ec7m thu nhi\u1ec7m v\u1ee5 khoa h\u1ecdc \u2013 c\u00f4ng ngh\u1ec7 do S\u1edf KH&amp;CN TP.HCM t\u1ed5 ch\u1ee9c\" width=\"700\" \/><\/p>\n<div class=\"imagecomment\">PGS.TS \u0110inh \u0110i\u1ec1n thuy\u1ebft minh v\u00e0 v\u1eadn h\u00e0nh th\u1ecb ph\u1ea1m t\u00ednh n\u0103ng chuy\u1ec3n t\u1ef1 t\u1ef1 \u0111\u1ed9ng v\u0103n b\u1ea3n ch\u1eef N\u00f4m sang v\u0103n b\u1ea3n ch\u1eef Qu\u1ed1c ng\u1eef t\u1ea1i H\u1ed9i \u0111\u1ed3ng t\u01b0 v\u1ea5n nghi\u1ec7m thu nhi\u1ec7m v\u1ee5 khoa h\u1ecdc \u2013 c\u00f4ng ngh\u1ec7 do S\u1edf KH&amp;CN TPHCM t\u1ed5 ch\u1ee9c. \u1ea2nh: Hcmfosted<\/div>\n<\/div>\n<\/div>\n<div><\/div>\n<div>Ch\u1eef N\u00f4m l\u00e0 lo\u1ea1i v\u0103n t\u1ef1 ng\u1eef t\u1ed1 &#8211; \u00e2m ti\u1ebft d\u00f9ng \u0111\u1ec3 vi\u1ebft ti\u1ebfng Vi\u1ec7t. \u0110\u00e2y l\u00e0 b\u1ed9 ch\u1eef \u0111\u01b0\u1ee3c ng\u01b0\u1eddi Vi\u1ec7t t\u1ea1o ra d\u1ef1a tr\u00ean ch\u1eef H\u00e1n, c\u00e1c b\u1ed9 th\u1ee7, \u00e2m \u0111\u1ecdc v\u00e0 ngh\u0129a t\u1eeb v\u1ef1ng trong ti\u1ebfng Vi\u1ec7t.<\/div>\n<div><\/div>\n<div>Trong su\u1ed1t m\u01b0\u1eddi th\u1ebf k\u1ef7 h\u00ecnh th\u00e0nh v\u00e0 ph\u00e1t tri\u1ec3n (t\u1eeb th\u1ebf k\u1ef7 10 \u0111\u1ebfn th\u1ebf k\u1ef7 20), \u0111\u00e3 c\u00f3 nhi\u1ec1u c\u00f4ng tr\u00ecnh v\u1ec1 l\u1ecbch s\u1eed, v\u0103n h\u1ecdc, y h\u1ecdc, n\u00f4ng nghi\u1ec7p, \u0111\u1ecba l\u00fd, \u2026 \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ch\u1eef N\u00f4m; tuy nhi\u00ean ph\u1ea7n l\u1edbn s\u1ed1 c\u00f4ng tr\u00ecnh v\u1eabn ch\u01b0a \u0111\u01b0\u1ee3c d\u1ecbch (chuy\u1ec3n t\u1ef1) sang ch\u1eef Qu\u1ed1c ng\u1eef (ch\u1eef vi\u1ebft h\u1ec7 Latin). Trong khi \u0111\u00f3, hi\u1ec7n t\u1ea1i c\u00f3 r\u1ea5t \u00edt ng\u01b0\u1eddi c\u00f3 kh\u1ea3 n\u0103ng \u0111\u1ecdc \u0111\u01b0\u1ee3c ch\u1eef N\u00f4m \u0111\u1ec3 t\u00ecm hi\u1ec3u, khai th\u00e1c t\u00e0i li\u1ec7u trong qu\u00e1 kh\u1ee9. V\u1edbi mong mu\u1ed1n x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng d\u1ecbch t\u1ef1 \u0111\u1ed9ng ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef, PGS.TS \u0110inh \u0110i\u1ec1n (Tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc T\u1ef1 nhi\u00ean \u2013 \u0110H Qu\u1ed1c gia TPHCM) \u0111\u00e3 c\u00f9ng c\u00e1c \u0111\u1ed3ng nghi\u1ec7p tri\u1ec3n khai\u00a0<a href=\"https:\/\/hcmfosted.vn\/ung-dung-tri-tue-nhan-tao-giai-quyet-bai-toan-dich-tu-dong-van-ban-chu-nom-sang-chu-quoc-ngu\/\">nhi\u1ec7m v\u1ee5 khoa h\u1ecdc \u2013 c\u00f4ng ngh\u1ec7\u00a0<\/a>\u201cX\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng chuy\u1ec3n t\u1ef1 t\u1ef1 \u0111\u1ed9ng v\u0103n b\u1ea3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef\u201d.<\/div>\n<div><\/div>\n<div>Vi\u1ec7c chuy\u1ec3n t\u1ef1 \u1edf \u0111\u00e2y l\u00e0 s\u1ef1 thay th\u1ebf ch\u1eef vi\u1ebft t\u1eeb d\u1ea1ng n\u00e0y sang d\u1ea1ng kh\u00e1c trong c\u00f9ng m\u1ed9t ng\u00f4n ng\u1eef. V\u00ed d\u1ee5: chuy\u1ec3n t\u1ef1 t\u1eeb h\u1ec7 ch\u1eef Cyrillic c\u1ee7a ti\u1ebfng Nga sang h\u1ec7 ch\u1eef Latin, nh\u01b0: \u201c\u041f\u0443\u0442\u0438\u043d\u201d th\u00e0nh \u201cPutin\u201d, hay t\u1eeb h\u1ec7 ch\u1eef Hangeul c\u1ee7a ti\u1ebfng H\u00e0n sang h\u1ec7 ch\u1eef Latin, nh\u01b0: \u201c\uc0bc\uc131\u201d th\u00e0nh \u201cSamsung\u201d. Vi\u1ec7c chuy\u1ec3n t\u1ef1 n\u00e0y r\u1ea5t \u0111\u01a1n gi\u1ea3n v\u00ec c\u00f3 s\u1ef1 t\u01b0\u01a1ng \u1ee9ng (g\u1ea7n nh\u01b0) 1-1 gi\u1eefa m\u1ed9t m\u1eabu t\u1ef1 trong h\u1ec7 ch\u1eef Cyrillic hay Hangeul v\u1edbi m\u1ed9t m\u1eabu t\u1ef1 t\u01b0\u01a1ng \u1ee9ng trong h\u1ec7 ch\u1eef Latin. Do c\u1ea3 ba h\u1ec7 ch\u1eef vi\u1ebft tr\u00ean c\u00f9ng thu\u1ed9c lo\u1ea1i h\u00ecnh ch\u1eef vi\u1ebft ghi \u00e2m v\u1ecb (alphabet) n\u00ean vi\u1ec7c chuy\u1ec3n t\u1ef1 ho\u00e0n to\u00e0n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch t\u1ef1 \u0111\u1ed9ng, nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c b\u1eb1ng c\u00e1ch tra b\u1ea3ng (\u00e1nh x\u1ea1).<\/div>\n<div><\/div>\n<div>Tuy nhi\u00ean, vi\u1ec7c chuy\u1ec3n t\u1ef1 t\u1eeb ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef, ng\u01b0\u1ee3c l\u1ea1i, v\u00f4 c\u00f9ng ph\u1ee9c t\u1ea1p do hai h\u1ec7 ch\u1eef kh\u00f4ng c\u00f9ng thu\u1ed9c m\u1ed9t lo\u1ea1i h\u00ecnh ch\u1eef vi\u1ebft. Ch\u1eef N\u00f4m thu\u1ed9c lo\u1ea1i h\u00ecnh ch\u1eef vi\u1ebft ghi \u00fd (ideographic) c\u00f2n ch\u1eef Qu\u1ed1c ng\u1eef thu\u1ed9c lo\u1ea1i h\u00ecnh ch\u1eef vi\u1ebft ghi \u00e2m v\u1ecb theo c\u00e1ch ph\u00e2n chia 6 lo\u1ea1i h\u00ecnh ch\u1eef vi\u1ebft tr\u00ean th\u1ebf gi\u1edbi trong c\u00f4ng tr\u00ecnh c\u1ee7a Rogers H. Do \u0111\u00f3, ch\u00fang ta kh\u00f4ng th\u1ec3 \u00e1p d\u1ee5ng c\u00e1ch tra b\u1ea3ng (\u00e1nh x\u1ea1) v\u00ec kh\u00f4ng c\u00f3 s\u1ef1 t\u01b0\u01a1ng \u1ee9ng 1-1 gi\u1eefa m\u1ed9t ch\u1eef N\u00f4m v\u1edbi m\u1ed9t ch\u1eef Qu\u1ed1c ng\u1eef nh\u01b0 trong v\u00ed d\u1ee5 ch\u1eef ti\u1ebfng Nga hay ti\u1ebfng H\u00e0n n\u00f3i tr\u00ean.<\/div>\n<div><\/div>\n<div>\u201cVi\u1ec7c chuy\u1ec3n t\u1ef1 t\u1ef1 \u0111\u1ed9ng t\u1eeb ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef l\u00e0 b\u00e0i to\u00e1n r\u1ea5t kh\u00f3 v\u00ec ch\u00ednh con ng\u01b0\u1eddi ch\u00fang ta khi \u0111\u1ecdc ch\u1eef N\u00f4m c\u0169ng ph\u1ea3i \u2018v\u1eeba \u0111\u1ecdc v\u1eeba \u0111o\u00e1n\u2019 v\u00ec c\u00f9ng m\u1ed9t ch\u1eef N\u00f4m c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u201cd\u1ecbch\u201d (chuy\u1ec3n t\u1ef1) sang nhi\u1ec1u ch\u1eef Qu\u1ed1c ng\u1eef kh\u00e1c nhau\u201d, PGS. \u0110i\u1ec1n gi\u1ea3i th\u00edch.<\/div>\n<div><\/div>\n<div>M\u1ed9t ch\u1eef N\u00f4m g\u1ed3m th\u01b0\u1eddng g\u1ed3m hai ph\u1ea7n: ph\u1ea7n ghi \u00e2m v\u00e0 ph\u1ea7n ghi \u00fd. Ch\u1eb3ng h\u1ea1n, ch\u1eef \u8e4e (\u201cch\u00e2n\u201d trong \u201cch\u00e2n tay\u201d): ch\u1eef n\u00e0y \u0111\u01b0\u1ee3c c\u1ea5u th\u00e0nh t\u1eeb ch\u1eef \u201ct\u00fac\u201d \u8db3 (ghi \u00fd) v\u00e0 ch\u1eef \u201cch\u00e2n\u201d \u771f (ghi \u00e2m). Vi\u1ec7c suy \u0111o\u00e1n n\u00e0y ph\u1ea3i d\u00f9ng \u0111\u1ebfn nhi\u1ec1u tri th\u1ee9c c\u1ea3 trong v\u00e0 ngo\u00e0i ng\u00f4n ng\u1eef (extra-linguistic) nh\u01b0 v\u0103n h\u00f3a, l\u1ecbch s\u1eed, \u0111\u1ecba l\u00fd, ti\u1ebfng Vi\u1ec7t c\u1ed5, ti\u1ebfng \u0111\u1ecba ph\u01b0\u01a1ng, t\u1eeb chuy\u00ean ng\u00e0nh, v.v.<\/div>\n<div><\/div>\n<div>Nh\u1edd s\u1ef1 ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t b\u1eadc c\u1ee7a l\u0129nh v\u1ef1c AI c\u0169ng nh\u01b0 c\u00e1c c\u00f4ng ngh\u1ec7 h\u1ecdc m\u00e1y trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, m\u00e1y t\u00ednh hi\u1ec7n c\u00f3 th\u1ec3 t\u1ef1 \u201ch\u1ecdc\u201d \u0111\u01b0\u1ee3c c\u00e1ch ch\u1ecdn (\u201csuy \u0111o\u00e1n\u201d) ch\u1eef Qu\u1ed1c ng\u1eef ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng ch\u1eef N\u00f4m th\u00f4ng qua ng\u1eef c\u1ea3nh trong r\u1ea5t nhi\u1ec1u c\u00e1c b\u1ea3n d\u1ecbch N\u00f4m \u2013 Qu\u1ed1c ng\u1eef tr\u01b0\u1edbc \u0111\u00f3 c\u1ee7a con ng\u01b0\u1eddi. B\u1eb1ng c\u00e1ch cung c\u1ea5p cho m\u00e1y c\u00e0ng nhi\u1ec1u b\u1ea3n d\u1ecbch N\u00f4m \u2013 Qu\u1ed1c ng\u1eef chu\u1ea9n, m\u00e1y s\u1ebd c\u00e0ng \u201cth\u00f4ng minh\u201d h\u01a1n v\u00e0 cho k\u1ebft qu\u1ea3 d\u1ecbch ch\u00ednh x\u00e1c h\u01a1n. Ngo\u00e0i ra, m\u00e1y c\u0169ng c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 h\u1ecdc \u0111\u1ec3 ho\u00e0n thi\u1ec7n h\u01a1n b\u1eb1ng c\u00e1ch r\u00fat kinh nghi\u1ec7m t\u1eeb c\u00e1c l\u1ed7i d\u1ecbch sai c\u1ee7a m\u00e1y sau khi con ng\u01b0\u1eddi hi\u1ec7u \u0111\u00ednh l\u1ea1i nh\u1eefng ch\u1ed7 d\u1ecbch sai \u0111\u00f3. \u0110\u01b0\u1ee3c bi\u1ebft, kho ng\u1eef li\u1ec7u \u0111\u01a1n ng\u1eef ch\u1eef Qu\u1ed1c ng\u1eef \u0111\u01b0\u1ee3c nh\u00f3m nghi\u00ean c\u1ee9u \u201cn\u1ea1p d\u1ea1y\u201d cho h\u1ec7 th\u1ed1ng hi\u1ec7n \u1edf m\u1ee9c h\u01a1n 823 ngh\u00ecn c\u00e2u v\u00e0 h\u01a1n 13 tri\u1ec7u t\u1eeb.<\/div>\n<div><\/div>\n<div>\u0110\u1ec3 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng, c\u00e1c nh\u00e0 khoa h\u1ecdc \u0111\u00e3 t\u1eadp trung d\u1ecbch m\u1ed9t chi\u1ec1u t\u1eeb ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef. Vi\u1ec7c d\u1ecbch m\u1ed9t chi\u1ec1u t\u1eeb ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef s\u1ebd gi\u00fap d\u1ec5 t\u1eadp trung c\u1ea3i ti\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra c\u1ee7a ch\u1eef Qu\u1ed1c ng\u1eef h\u01a1n b\u1eb1ng c\u00e1ch \u0111\u1ea7u t\u01b0 nhi\u1ec1u cho m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef (Language Model) c\u1ee7a ch\u1eef Qu\u1ed1c ng\u1eef. C\u1ee5 th\u1ec3, nh\u00f3m \u0111\u00e3 x\u00e2y d\u1ef1ng T\u1ef1 \u0111i\u1ec3n ch\u1eef N\u00f4m \u2013 Qu\u1ed1c ng\u1eef (b\u1ea3n ch\u1ea5t l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00f3 h\u1ec7 th\u1ed1ng c\u00e1c N\u00f4m t\u1ef1 \u0111\u01b0\u1ee3c gi\u1ea3i ngh\u0129a Qu\u1ed1c ng\u1eef) nh\u1eb1m t\u1eadp trung gi\u1ea3i ngh\u0129a c\u1ee7a t\u1eebng t\u1ef1, cung c\u1ea5p c\u00e1c th\u00f4ng tin s\u00e2u v\u1ec1 m\u1eb7t ng\u00f4n ng\u1eef h\u1ecdc. (\u201cT\u1ef1\u201d l\u00e0 \u0111\u01a1n v\u1ecb nh\u1ecf nh\u1ea5t trong qu\u00e1 tr\u00ecnh x\u1eed l\u00fd ng\u1eef li\u1ec7u \u0111\u1ec3 chu\u1ea9n b\u1ecb cho qu\u00e1 tr\u00ecnh chuy\u1ec3n t\u1ef1. C\u1ea5p \u0111\u1ed9 l\u1edbn h\u01a1n \u201ct\u1ef1\u201d l\u00e0 t\u1eeb v\u00e0 c\u1ee5m t\u1eeb.)<\/div>\n<div><\/div>\n<div>Ngo\u00e0i ra, PGS.TS \u0110inh \u0110i\u1ec1n v\u00e0 c\u1ed9ng s\u1ef1 \u0111\u00e3 x\u00e2y d\u1ef1ng ng\u1eef li\u1ec7u cho l\u0129nh v\u1ef1c v\u0103n h\u1ecdc, \u0111\u1eddi s\u1ed1ng v\u00e0 t\u00f4n gi\u00e1o. &#8220;N\u1ebfu ch\u00fang ta hu\u1ea5n luy\u1ec7n cho m\u00e1y t\u00ednh hi\u1ec3u \u0111\u01b0\u1ee3c\/bi\u1ebft \u0111\u01b0\u1ee3c ng\u1eef li\u1ec7u thu\u1ed9c th\u1ec3 lo\u1ea1i, l\u0129nh v\u1ef1c n\u00e0o th\u00ec m\u00e1y s\u1ebd d\u1ecbch t\u1ed1t h\u01a1n v\u1edbi nh\u1eefng v\u0103n b\u1ea3n thu\u1ed9c th\u1ec3 lo\u1ea1i hay l\u0129nh v\u1ef1c \u0111\u00f3&#8221;, nh\u00f3m cho hay.<\/div>\n<div><\/div>\n<div>Sau m\u1ed9t th\u1eddi gian d\u00e0i ph\u00e1t tri\u1ec3n, v\u00e0o th\u00e1ng 4 v\u1eeba qua, Tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc T\u1ef1 nhi\u00ean v\u00e0 nh\u00f3m nghi\u00ean c\u1ee9u \u0111\u00e3 \u0111\u01b0a h\u1ec7 th\u1ed1ng chuy\u1ec3n t\u1ef1 ch\u1eef N\u00f4m n\u00f3i tr\u00ean l\u00ean website ch\u00ednh th\u1ee9c c\u1ee7a tr\u01b0\u1eddng (<a href=\"https:\/\/tools.clc.hcmus.edu.vn\/\">https:\/\/tools.clc.hcmus.edu.vn\/<\/a>) nh\u1eb1m ph\u1ee5c v\u1ee5 nhu c\u1ea7u tra c\u1ee9u c\u1ee7a m\u1ecdi ng\u01b0\u1eddi.<\/div>\n<div><\/div>\n<div>V\u1ec1 c\u01a1 b\u1ea3n, ph\u1ea7n m\u1ec1m giao di\u1ec7n website chuy\u1ec3n t\u1ef1 t\u1ef1 \u0111\u1ed9ng ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef \u0111i k\u00e8m b\u1ed9 g\u00f5 ch\u1eef N\u00f4m t\u00edch h\u1ee3p, cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng ch\u1ecdn l\u0129nh v\u1ef1c (v\u0103n h\u1ecdc, l\u1ecbch s\u1eed, t\u00f4n gi\u00e1o) v\u00e0 th\u1ec3 lo\u1ea1i (v\u0103n xu\u00f4i, v\u0103n v\u1ea7n) c\u1ee7a ng\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o. C\u00e1c k\u1ebft qu\u1ea3 th\u1ef1c nghi\u1ec7m b\u1ea3n d\u1ecbch v\u0103n b\u1ea3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef v\u1edbi b\u1ea3n d\u1ecbch ch\u1eef Qu\u1ed1c ng\u1eef (b\u1ea3n g\u1ed1c) \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 chu\u1ea9n x\u00e1c \u1edf m\u1ee9c cao.<\/div>\n<div><\/div>\n<div>C\u0169ng theo l\u1eddi nh\u00f3m ph\u00e1t tri\u1ec3n, gi\u1ea3i ph\u00e1p d\u1ecbch v\u0103n b\u1ea3n ch\u1eef \u0111\u00e3 ho\u00e0n th\u00e0nh, hi\u1ec7n nay, nh\u00f3m \u0111ang ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n th\u00eam kh\u1ed1i (module) nh\u1eadn d\u1ea1ng v\u0103n b\u1ea3n \u1ea3nh (b\u1eb1ng c\u00e1ch ch\u1ee5p h\u00ecnh ch\u1eef N\u00f4m thay v\u00ec ph\u1ea3i g\u00f5 v\u00e0o hay d\u00e1n v\u00e0o) hay c\u00f2n g\u1ecdi l\u00e0 OCR (Optical Character Recognization). Kh\u1ed1i nh\u1eadn d\u1ea1ng n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o h\u1ec7 th\u1ed1ng chuy\u1ec3n t\u1ef1 hi\u1ec7n nay \u0111\u1ec3 qua \u0111\u00f3 du kh\u00e1ch c\u00f3 th\u1ec3 d\u1ecbch n\u1ed9i dung c\u1ee7a c\u00e1c t\u00e0i li\u1ec7u, h\u00ecnh \u1ea3nh (li\u1ec5n, c\u00e2u \u0111\u1ed1i, bia) \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ch\u1eef N\u00f4m th\u01b0\u1eddng th\u1ea5y \u1edf c\u00e1c khu di t\u00edch, \u0111\u1ec1n \u0111\u00e0i,\u2026 ch\u1ec9 b\u1eb1ng camera c\u1ee7a \u0111i\u1ec7n tho\u1ea1i di \u0111\u1ed9ng.<\/div>\n<\/div>\n<div><b><b>H\u00e0 Trang<\/b><\/b><\/div>\n<div><\/div>\n<div>\u00a0Ngu\u1ed3n:\u00a0<a href=\"https:\/\/khoahocphattrien.vn\/cong-nghe\/he-thong-chuyen-tu-tu-dong-van-ban-chu-nom-sang-chu-quoc-ngu\/2023050304326109p1c859.htm\">https:\/\/khoahocphattrien.vn\/cong-nghe\/he-thong-chuyen-tu-tu-dong-van-ban-chu-nom-sang-chu-quoc-ngu\/2023050304326109p1c859.htm<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>H\u1ec7 th\u1ed1ng chuy\u1ec3n t\u1ef1 ch\u1eef N\u00f4m \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a l\u00ean website c\u1ee7a tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc T\u1ef1 nhi\u00ean &#8211; \u0110H [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[119,12],"tags":[],"_links":{"self":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3346"}],"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\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3346"}],"version-history":[{"count":4,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3346\/revisions"}],"predecessor-version":[{"id":3354,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3346\/revisions\/3354"}],"wp:attachment":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3346"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}