<\/span><\/h2>\nS\u1ef1 kh\u00e1c bi\u1ec7t c\u1ed1t l\u00f5i gi\u1eefa OCR th\u1ebf h\u1ec7 m\u1edbi v\u00e0 c\u00f4ng ngh\u1ec7 c\u0169 n\u1eb1m \u1edf hai ch\u1eef “Th\u00f4ng minh”.<\/p>\n
OCR truy\u1ec1n th\u1ed1ng<\/b> ch\u1ee7 y\u1ebfu ch\u1ec9 nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 \u0111\u01a1n l\u1ebb v\u00e0 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u1ea5t v\u1edbi c\u00e1c v\u0103n b\u1ea3n c\u00f3 c\u1ea5u tr\u00fac c\u1ed1 \u0111\u1ecbnh (fixed template).<\/p>\n
OCR th\u00f4ng minh (Intelligent OCR)<\/b>, hay c\u00f2n g\u1ecdi l\u00e0 Intelligent Document Processing (IDP), l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a OCR v\u1edbi Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), H\u1ecdc m\u00e1y (Machine Learning) v\u00e0 X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP)<\/b>. Nh\u1edd \u0111\u00f3, n\u00f3 kh\u00f4ng ch\u1ec9 “nh\u00ecn” th\u1ea5y k\u00fd t\u1ef1 m\u00e0 c\u00f2n “hi\u1ec3u” \u0111\u01b0\u1ee3c ng\u1eef c\u1ea3nh v\u00e0 c\u1ea5u tr\u00fac c\u1ee7a t\u00e0i li\u1ec7u<\/b>. N\u00f3 c\u00f3 kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n ch\u1eef vi\u1ebft tay ph\u1ee9c t\u1ea1p, x\u1eed l\u00fd c\u00e1c b\u1ed1 c\u1ee5c l\u1ed9n x\u1ed9n, v\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c m\u1ed1i li\u00ean h\u1ec7 gi\u1eefa c\u00e1c tr\u01b0\u1eddng d\u1eef li\u1ec7u. (Ngu\u1ed3n: T\u1ea1p ch\u00ed S\u1ed1 h\u00f3a T\u00e0i li\u1ec7u)<\/p>\n<\/span>C\u00e1c \u1ee9ng d\u1ee5ng ti\u00eau bi\u1ec3u c\u1ee7a OCR Th\u00f4ng minh<\/span><\/h3>\n\n- Ph\u00e2n lo\u1ea1i t\u00e0i li\u1ec7u t\u1ef1 \u0111\u1ed9ng:<\/b> H\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng nh\u1eadn bi\u1ebft \u0111\u00e2u l\u00e0 h\u00f3a \u0111\u01a1n, \u0111\u00e2u l\u00e0 h\u1ee3p \u0111\u1ed3ng, hay bi\u00ean b\u1ea3n b\u00e0n giao m\u00e0 kh\u00f4ng c\u1ea7n con ng\u01b0\u1eddi ph\u00e2n lo\u1ea1i tr\u01b0\u1edbc.<\/li>\n
- Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac:<\/b> \u0110\u00e2y l\u00e0 n\u0103ng l\u1ef1c v\u01b0\u1ee3t tr\u1ed9i c\u1ee7a OCR th\u00f4ng minh. N\u00f3 c\u00f3 th\u1ec3 “\u0111\u1ecdc” v\u00e0 b\u00f3c t\u00e1ch th\u00f4ng tin li\u00ean quan t\u1eeb c\u00e1c ngu\u1ed3n h\u1ed7n t\u1ea1p nh\u01b0 email, file PDF scan kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t, hay \u1ea3nh ch\u1ee5p v\u0103n b\u1ea3n.<\/li>\n
- T\u00edch h\u1ee3p Si\u00eau t\u1ef1 \u0111\u1ed9ng h\u00f3a (Hyperautomation):<\/b> OCR th\u00f4ng minh l\u00e0 “\u0111\u1ea7u v\u00e0o” ho\u00e0n h\u1ea3o cho h\u1ec7 th\u1ed1ng T\u1ef1 \u0111\u1ed9ng h\u00f3a Quy tr\u00ecnh b\u1eb1ng Robot (RPA). OCR tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u, v\u00e0 Robot (bot) RPA s\u1ebd th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 ti\u1ebfp theo nh\u01b0 nh\u1eadp li\u1ec7u v\u00e0o ph\u1ea7n m\u1ec1m, g\u1eedi email x\u00e1c nh\u1eadn, t\u1ea1o b\u00e1o c\u00e1o… t\u1ea1o th\u00e0nh m\u1ed9t chu tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a to\u00e0n ph\u1ea7n.<\/li>\n<\/ul>\n
<\/span>5. OCR Trong B\u1ea3o T\u1ed3n V\u0103n Ho\u00e1 V\u00e0 L\u01b0u Tr\u1eef S\u1ed1<\/span><\/h2>\nM\u1ed9t \u1ee9ng d\u1ee5ng th\u1ea7m l\u1eb7ng nh\u01b0ng v\u00f4 c\u00f9ng quan tr\u1ecdng c\u1ee7a OCR l\u00e0 b\u1ea3o t\u1ed3n di s\u1ea3n v\u0103n h\u00f3a. C\u00e1c b\u1ea3n th\u1ea3o c\u1ed5, t\u00e0i li\u1ec7u h\u00e0nh ch\u00ednh t\u1eeb th\u1eddi Ph\u00e1p thu\u1ed9c, c\u00e1c \u1ea5n b\u1ea3n b\u00e1o ch\u00ed v\u00e0 s\u00e1ch c\u1ed5<\/b> t\u1ea1i Th\u01b0 vi\u1ec7n Qu\u1ed1c gia Vi\u1ec7t Nam hay c\u00e1c trung t\u00e2m l\u01b0u tr\u1eef qu\u1ed1c gia \u0111ang \u0111\u1ed1i m\u1eb7t v\u1edbi nguy c\u01a1 h\u01b0 h\u1ea1i v\u1eadt l\u00fd theo th\u1eddi gian.<\/p>\n
C\u00f4ng ngh\u1ec7 OCR gi\u00fap s\u1ed1 h\u00f3a c\u00e1c t\u00e0i li\u1ec7u l\u1ecbch s\u1eed qu\u00fd gi\u00e1<\/b> n\u00e0y th\u00e0nh d\u1eef li\u1ec7u \u0111i\u1ec7n t\u1eed. Theo T\u1ea1p ch\u00ed Th\u01b0 vi\u1ec7n Vi\u1ec7t Nam (VJOl), vi\u1ec7c n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap l\u01b0u tr\u1eef v\u0129nh vi\u1ec5n di s\u1ea3n m\u00e0 c\u00f2n m\u1edf ra kh\u1ea3 n\u0103ng tra c\u1ee9u, nghi\u00ean c\u1ee9u cho c\u00e1c nh\u00e0 s\u1eed h\u1ecdc, nh\u00e0 ng\u00f4n ng\u1eef h\u1ecdc m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng m\u00e0 kh\u00f4ng c\u1ea7n ti\u1ebfp x\u00fac tr\u1ef1c ti\u1ebfp v\u1edbi hi\u1ec7n v\u1eadt g\u1ed1c.<\/p>\n<\/span>6. L\u1ee3i \u00cdch N\u1ed5i B\u1eadt Kh\u00f4ng Th\u1ec3 Ph\u1ee7 Nh\u1eadn C\u1ee7a OCR<\/span><\/h2>\nVi\u1ec7c tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 OCR mang l\u1ea1i l\u1ee3i \u00edch k\u00e9p: v\u1eeba c\u1eaft gi\u1ea3m chi ph\u00ed, v\u1eeba t\u1ea1o ra gi\u00e1 tr\u1ecb m\u1edbi t\u1eeb d\u1eef li\u1ec7u.<\/p>\n
\n- Ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed:<\/b> Gi\u1ea3m 80% – 90% th\u1eddi gian<\/b> d\u00e0nh cho vi\u1ec7c nh\u1eadp li\u1ec7u th\u1ee7 c\u00f4ng. Nh\u00e2n vi\u00ean \u0111\u01b0\u1ee3c gi\u1ea3i ph\u00f3ng kh\u1ecfi c\u00e1c t\u00e1c v\u1ee5 nh\u00e0m ch\u00e1n \u0111\u1ec3 t\u1eadp trung v\u00e0o c\u00f4ng vi\u1ec7c mang l\u1ea1i gi\u00e1 tr\u1ecb cao h\u01a1n.<\/li>\n
- T\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c (Accuracy):<\/b> OCR th\u00f4ng minh hi\u1ec7n \u0111\u1ea1i c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c l\u00ean \u0111\u1ebfn 99%, cao h\u01a1n nhi\u1ec1u so v\u1edbi vi\u1ec7c nh\u1eadp li\u1ec7u th\u1ee7 c\u00f4ng, v\u1ed1n ti\u1ec1m \u1ea9n nhi\u1ec1u sai s\u00f3t (con ng\u01b0\u1eddi th\u01b0\u1eddng c\u00f3 t\u1ef7 l\u1ec7 l\u1ed7i t\u1eeb 1-4%).<\/li>\n
- S\u1ed1 h\u00f3a d\u1eef li\u1ec7u to\u00e0n di\u1ec7n:<\/b> Bi\u1ebfn kho t\u00e0i li\u1ec7u “ch\u1ebft” (gi\u1ea5y t\u1edd, \u1ea3nh) th\u00e0nh m\u1ed9t kho d\u1eef li\u1ec7u “s\u1ed1ng” (data warehouse). D\u1eef li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00ecm ki\u1ebfm to\u00e0n v\u0103n, ph\u00e2n t\u00edch (data analytics) v\u00e0 khai th\u00e1c \u0111\u1ec3 h\u1ed7t r\u1ee3 ra quy\u1ebft \u0111\u1ecbnh kinh doanh.<\/li>\n
- N\u1ec1n t\u1ea3ng c\u1ee7a Chuy\u1ec3n \u0111\u1ed5i s\u1ed1:<\/b> Nh\u01b0 chuy\u00ean gia c\u1ee7a RunSystem nh\u1eadn \u0111\u1ecbnh, OCR l\u00e0 b\u01b0\u1edbc kh\u1edfi \u0111\u1ea7u thi\u1ebft y\u1ebfu trong chu\u1ed7i gi\u00e1 tr\u1ecb t\u1ef1 \u0111\u1ed9ng h\u00f3a doanh nghi\u1ec7p<\/b>, theo m\u00f4 h\u00ecnh: OCR (Thu th\u1eadp d\u1eef li\u1ec7u) \u2192 RPA (X\u1eed l\u00fd quy tr\u00ecnh) \u2192 AI (Ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh)<\/b>.<\/li>\n<\/ol>\n
<\/span>Gi\u1ea3i Ph\u00e1p V-OCR: T\u1ef1 \u0110\u1ed9ng H\u00f3a T\u1ed1i \u01afu Cho Doanh Nghi\u1ec7t C\u1ee7a B\u1ea1n<\/span><\/h2>\nNh\u1eadn th\u1ea5y ti\u1ec1m n\u0103ng to l\u1edbn t\u1eeb c\u00e1c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 OCR, LC TECH<\/b> \u0111\u00e3 ph\u00e1t tri\u1ec3n gi\u1ea3i ph\u00e1p V-OCR<\/b>, m\u1ed9t h\u1ec7 th\u1ed1ng OCR th\u00f4ng minh \u0111\u01b0\u1ee3c “hu\u1ea5n luy\u1ec7n” chuy\u00ean s\u00e2u cho c\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u v\u00e0 \u0111\u1eb7c th\u00f9 ng\u00f4n ng\u1eef c\u1ee7a Vi\u1ec7t Nam.<\/p>\n
Gi\u1ea3i ph\u00e1p V-OCR c\u1ee7a ch\u00fang t\u00f4i n\u1ed5i b\u1eadt v\u1edbi:<\/p>\n
\n- \u0110\u1ed9 ch\u00ednh x\u00e1c v\u01b0\u1ee3t tr\u1ed9i:<\/b> Nh\u1eadn di\u1ec7n ch\u00ednh x\u00e1c ch\u1eef vi\u1ebft tay, ch\u1eef in m\u1edd, v\u00e0 c\u00e1c m\u1eabu bi\u1ec3u ph\u1ee9c t\u1ea1p c\u1ee7a Vi\u1ec7t Nam (nh\u01b0 h\u00f3a \u0111\u01a1n \u0111\u1ecf, CCCD, s\u1ed5 h\u1ed9 kh\u1ea9u).<\/li>\n
- T\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd h\u00e0ng lo\u1ea1t:<\/b> Kh\u1ea3 n\u0103ng x\u1eed l\u00fd h\u00e0ng ngh\u00ecn t\u00e0i li\u1ec7u m\u1ed7i gi\u1edd.<\/li>\n
- T\u00edch h\u1ee3p linh ho\u1ea1t:<\/b> D\u1ec5 d\u00e0ng k\u1ebft n\u1ed1i v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng ERP, CRM, v\u00e0 ph\u1ea7n m\u1ec1m k\u1ebf to\u00e1n hi\u1ec7n c\u00f3 c\u1ee7a doanh nghi\u1ec7p.<\/li>\n<\/ul>\n
D\u00f9 b\u1ea1n ho\u1ea1t \u0111\u1ed9ng trong l\u0129nh v\u1ef1c Ng\u00e2n h\u00e0ng, K\u1ebf to\u00e1n, Logistics hay B\u00e1n l\u1ebb, V-OCR \u0111\u1ec1u c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh th\u1ee7 c\u00f4ng t\u1ed1n k\u00e9m nh\u1ea5t.<\/p>\n
<\/span>Nh\u1eefng C\u00e2u H\u1ecfi Th\u01b0\u1eddng G\u1eb7p V\u1ec1 C\u00f4ng Ngh\u1ec7 OCR<\/span><\/h2>\n1. C\u00f4ng ngh\u1ec7 OCR c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01b0\u1ee3c ch\u1eef vi\u1ebft tay kh\u00f4ng?<\/b> C\u00f3.<\/b> OCR truy\u1ec1n th\u1ed1ng g\u1eb7p kh\u00f3 kh\u0103n v\u1edbi ch\u1eef vi\u1ebft tay. Tuy nhi\u00ean, OCR th\u00f4ng minh (Intelligent OCR) t\u00edch h\u1ee3p AI v\u00e0 Machine Learning \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u1edbi h\u00e0ng tri\u1ec7u m\u1eabu ch\u1eef vi\u1ebft tay kh\u00e1c nhau, cho ph\u00e9p n\u00f3 nh\u1eadn di\u1ec7n v\u00e0 tr\u00edch xu\u1ea5t ch\u1eef vi\u1ebft tay v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong c\u00e1c bi\u1ec3u m\u1eabu c\u00f3 c\u1ea5u tr\u00fac.<\/p>\n
2. \u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a OCR l\u00e0 bao nhi\u00eau?<\/b> \u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a OCR ph\u1ee5 thu\u1ed9c v\u00e0o nhi\u1ec1u y\u1ebfu t\u1ed1:<\/p>\n\n- Ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh:<\/b> \u1ea2nh r\u00f5 n\u00e9t, kh\u00f4ng b\u1ecb m\u1edd, nghi\u00eang, hay thi\u1ebfu s\u00e1ng s\u1ebd cho \u0111\u1ed9 ch\u00ednh x\u00e1c cao nh\u1ea5t (c\u00f3 th\u1ec3 l\u00ean \u0111\u1ebfn 99% cho v\u0103n b\u1ea3n in).<\/li>\n
- Lo\u1ea1i ph\u00f4ng ch\u1eef:<\/b> C\u00e1c ph\u00f4ng ch\u1eef ti\u00eau chu\u1ea9n, r\u00f5 r\u00e0ng d\u1ec5 nh\u1eadn di\u1ec7n h\u01a1n c\u00e1c ph\u00f4ng ch\u1eef c\u00e1ch \u0111i\u1ec7u.<\/li>\n
- Ng\u00f4n ng\u1eef:<\/b> OCR c\u1ea7n \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 ng\u00f4n ng\u1eef c\u1ee5 th\u1ec3 (v\u00ed d\u1ee5: OCR ti\u1ebfng Vi\u1ec7t c\u1ea7n nh\u1eadn di\u1ec7n \u0111\u00fang c\u00e1c d\u1ea5u).<\/li>\n
- Ch\u1eef vi\u1ebft tay:<\/b> \u0110\u00e2y l\u00e0 th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t, \u0111\u1ed9 ch\u00ednh x\u00e1c s\u1ebd th\u1ea5p h\u01a1n v\u0103n b\u1ea3n in. Tuy nhi\u00ean, OCR th\u00f4ng minh hi\u1ec7n \u0111\u1ea1i c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c tr\u00ean 98-99% \u0111\u1ed1i v\u1edbi t\u00e0i li\u1ec7u in ti\u00eau chu\u1ea9n.<\/li>\n<\/ul>\n
3. Chi ph\u00ed tri\u1ec3n khai OCR c\u00f3 cao kh\u00f4ng?<\/b> Chi ph\u00ed tri\u1ec3n khai OCR r\u1ea5t linh ho\u1ea1t. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 ch\u1ecdn:<\/p>\n\n- S\u1eed d\u1ee5ng API (Cloud OCR):<\/b> Tr\u1ea3 ph\u00ed theo t\u1eebng l\u01b0\u1ee3t s\u1eed d\u1ee5ng (pay-as-you-go). \u0110\u00e2y l\u00e0 gi\u1ea3i ph\u00e1p ti\u1ebft ki\u1ec7m, linh ho\u1ea1t cho c\u00e1c doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf, kh\u00f4ng c\u1ea7n \u0111\u1ea7u t\u01b0 h\u1ea1 t\u1ea7ng.<\/li>\n
- Gi\u1ea3i ph\u00e1p On-premise:<\/b> Mua b\u1ea3n quy\u1ec1n ph\u1ea7n m\u1ec1m v\u00e0 c\u00e0i \u0111\u1eb7t tr\u00ean m\u00e1y ch\u1ee7 n\u1ed9i b\u1ed9. Gi\u1ea3i ph\u00e1p n\u00e0y t\u1ed1n chi ph\u00ed ban \u0111\u1ea7u cao h\u01a1n nh\u01b0ng \u0111\u1ea3m b\u1ea3o an to\u00e0n, b\u1ea3o m\u1eadt d\u1eef li\u1ec7u tuy\u1ec7t \u0111\u1ed1i (th\u01b0\u1eddng d\u00f9ng cho ng\u00e2n h\u00e0ng, c\u01a1 quan ch\u00ednh ph\u1ee7). Nh\u00ecn chung, l\u1ee3i \u00edch v\u1ec1 vi\u1ec7c c\u1eaft gi\u1ea3m th\u1eddi gian v\u00e0 chi ph\u00ed nh\u00e2n s\u1ef1 th\u1ee7 c\u00f4ng th\u01b0\u1eddng v\u01b0\u1ee3t xa chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u.<\/li>\n<\/ul>\n
4. OCR c\u00f3 an to\u00e0n kh\u00f4ng? D\u1eef li\u1ec7u c\u1ee7a t\u00f4i c\u00f3 b\u1ecb l\u1ed9 kh\u00f4ng?<\/b> \u0110i\u1ec1u n\u00e0y ph\u1ee5 thu\u1ed9c v\u00e0o nh\u00e0 cung c\u1ea5p v\u00e0 m\u00f4 h\u00ecnh tri\u1ec3n khai.<\/p>\n\n- V\u1edbi gi\u1ea3i ph\u00e1p On-premise (nh\u01b0 V-OCR c\u1ee7a ch\u00fang t\u00f4i):<\/b> To\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh x\u1eed l\u00fd di\u1ec5n ra tr\u00ean m\u00e1y ch\u1ee7 n\u1ed9i b\u1ed9 c\u1ee7a doanh nghi\u1ec7p b\u1ea1n. D\u1eef li\u1ec7u kh\u00f4ng bao gi\u1edd b\u1ecb g\u1eedi ra b\u00ean ngo\u00e0i, \u0111\u1ea3m b\u1ea3o an to\u00e0n v\u00e0 tu\u00e2n th\u1ee7 b\u1ea3o m\u1eadt tuy\u1ec7t \u0111\u1ed1i.<\/li>\n
- V\u1edbi gi\u1ea3i ph\u00e1p Cloud API:<\/b> C\u00e1c nh\u00e0 cung c\u1ea5p l\u1edbn (nh\u01b0 Google, Microsoft, FPT AI) \u0111\u1ec1u c\u00f3 c\u00e1c ch\u00ednh s\u00e1ch b\u1ea3o m\u1eadt d\u1eef li\u1ec7u nghi\u00eam ng\u1eb7t, m\u00e3 h\u00f3a \u0111\u01b0\u1eddng truy\u1ec1n v\u00e0 cam k\u1ebft kh\u00f4ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng cho m\u1ee5c \u0111\u00edch kh\u00e1c.<\/li>\n<\/ul>\n
<\/span>K\u1ebft Lu\u1eadn<\/span><\/h2>\nC\u00f4ng ngh\u1ec7 OCR th\u1ebf h\u1ec7 m\u1edbi<\/b>, \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI v\u00e0 Machine Learning, \u0111\u00e3 v\u01b0\u1ee3t xa vai tr\u00f2 c\u1ee7a m\u1ed9t c\u00f4ng c\u1ee5 qu\u00e9t ch\u1eef \u0111\u01a1n thu\u1ea7n. Gi\u1edd \u0111\u00e2y, n\u00f3 l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng hi\u1ec3u v\u00e0 x\u1eed l\u00fd ng\u1eef c\u1ea3nh d\u1eef li\u1ec7u th\u00f4ng minh<\/b>, c\u00f3 kh\u1ea3 n\u0103ng b\u00f3c t\u00e1ch th\u00f4ng tin t\u1eeb nh\u1eefng t\u00e0i li\u1ec7u phi c\u1ea5u tr\u00fac ph\u1ee9c t\u1ea1p nh\u1ea5t.<\/p>\n
Trong b\u1ed1i c\u1ea3nh n\u0103m 2025, \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 OCR \u0111ang tr\u1edf th\u00e0nh “h\u1ea1 t\u1ea7ng s\u1ed1” quan tr\u1ecdng, l\u00e0 \u0111\u1ed9ng l\u1ef1c c\u1ed1t l\u00f5i th\u00fac \u0111\u1ea9y qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a trong m\u1ecdi l\u0129nh v\u1ef1c: t\u1eeb doanh nghi\u1ec7p (ng\u00e2n h\u00e0ng, logistics, k\u1ebf to\u00e1n)<\/b>, h\u00e0nh ch\u00ednh c\u00f4ng<\/b>, \u0111\u1ebfn c\u00e1c l\u0129nh v\u1ef1c x\u00e3 h\u1ed9i nh\u01b0 y t\u1ebf v\u00e0 gi\u00e1o d\u1ee5c<\/b>.<\/p>\n
Vi\u1ec7c \u0111\u1ea7u t\u01b0 v\u00e0o OCR kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p c\u1eaft gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh. \u0110\u00f3 l\u00e0 b\u01b0\u1edbc \u0111i chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3 gi\u1ea3i ph\u00f3ng con ng\u01b0\u1eddi kh\u1ecfi c\u00f4ng vi\u1ec7c th\u1ee7 c\u00f4ng nh\u00e0m ch\u00e1n, t\u0103ng t\u1ed1c n\u0103ng su\u1ea5t lao \u0111\u1ed9ng, v\u00e0 quan tr\u1ecdng nh\u1ea5t l\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u s\u1ed1 h\u00f3a to\u00e0n di\u1ec7n, s\u1eb5n s\u00e0ng cho k\u1ef7 nguy\u00ean kinh t\u1ebf d\u1eef li\u1ec7u v\u00e0 si\u00eau t\u1ef1 \u0111\u1ed9ng h\u00f3a.<\/p>","protected":false},"excerpt":{"rendered":"
C\u00f4ng ngh\u1ec7 OCR (Optical Character Recognition) l\u00e0 gi\u1ea3i ph\u00e1p s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u00e0 tr\u00ed tu\u1ec7<\/p>","protected":false},"author":1,"featured_media":16808,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46,35],"tags":[],"class_list":["post-17533","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sang-che","category-tin-tuc"],"yoast_head":"\n
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