{"id":57195,"date":"2023-12-20T21:05:42","date_gmt":"2023-12-20T14:05:42","guid":{"rendered":"https:\/\/masterskills.org\/blog\/so-hoa-tai-lieu-4-phuong-phap-so-hoa-tai-lieu-pho-bien.html"},"modified":"2023-12-20T21:05:42","modified_gmt":"2023-12-20T14:05:42","slug":"so-hoa-tai-lieu-4-phuong-phap-so-hoa-tai-lieu-pho-bien","status":"publish","type":"post","link":"https:\/\/masterskills.org\/blog\/so-hoa-tai-lieu-4-phuong-phap-so-hoa-tai-lieu-pho-bien.html","title":{"rendered":"S\u1ed1 h\u00f3a t\u00e0i li\u1ec7u: 4 ph\u01b0\u01a1ng ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u ph\u1ed5 bi\u1ebfn"},"content":{"rendered":"
\n

Trong m\u1ed9t nghi\u00ean c\u1ee9u c\u1ee7a Deloitte, 94% s\u1ed1 ng\u01b0\u1eddi \u0111\u01b0\u1ee3c h\u1ecfi \u0111\u1ed3ng \u00fd r\u1eb1ng chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1 l\u00e0 \u01b0u ti\u00ean chi\u1ebfn l\u01b0\u1ee3c h\u00e0ng \u0111\u1ea7u cho doanh nghi\u1ec7p, t\u1ed5 ch\u1ee9c c\u1ee7a h\u1ecd. X\u1eed l\u00fd t\u00e0i li\u1ec7u truy\u1ec1n th\u1ed1ng t\u1ed1n r\u1ea5t nhi\u1ec1u c\u00f4ng s\u1ee9c v\u00e0 th\u1eddi gian.\u00a0V\u00ec v\u1eady, s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 c\u00f3 gi\u00e1 tr\u1ecb to l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p nh\u1edd hi\u1ec7u qu\u1ea3 v\u00e0 t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd m\u00e0 n\u00f3 mang l\u1ea1i.\u00a0<\/span><\/p>\n

S\u1ed1 h\u00f3a t\u00e0i li\u1ec7u l\u00e0 g\u00ec?<\/b><\/h2>\n

S\u1ed1 h\u00f3a t\u00e0i li\u1ec7u l\u00e0 qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i c\u00e1c t\u00e0i li\u1ec7u gi\u1ea5y sang \u0111\u1ecbnh d\u1ea1ng k\u1ef9 thu\u1eadt s\u1ed1 b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 k\u1ef9 thu\u1eadt kh\u00e1c nhau m\u00e0 h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng.\u00a0<\/span>S\u1ed1 h\u00f3a t\u00e0i li\u1ec7u c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c quy tr\u00ecnh di\u1ec5n ra su\u00f4n s\u1ebb.\u00a0T\u00e0i li\u1ec7u s\u1ed1 h\u00f3a d\u1ec5 b\u1ea3o tr\u00ec, l\u01b0u tr\u1eef, truy xu\u1ea5t v\u00e0 x\u1eed l\u00fd.\u00a0Ch\u00fang gi\u00fap doanh nghi\u1ec7p gi\u1ea3m chi ph\u00ed, th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c c\u1ea7n thi\u1ebft \u0111\u1ec3 qu\u1ea3n l\u00fd h\u1ed3 s\u01a1 v\u1eadt l\u00fd.<\/span> \u0110\u00e2y \u0111\u01b0\u1ee3c coi l\u00e0 giai \u0111o\u1ea1n quan tr\u1ecdng nh\u1ea5t tr\u00ean l\u1ed9 tr\u00ecnh tr\u1edf th\u00e0nh doanh nghi\u1ec7p s\u1ed1.\u00a0<\/span><\/p>\n

\"S\u1ed1<\/p>\n

S\u1ed1 h\u00f3a t\u00e0i li\u1ec7u l\u00e0 g\u00ec?<\/p>\n<\/div>\n

C\u00e1c t\u00e0i li\u1ec7u doanh nghi\u1ec7p n\u00ean s\u1ed1 h\u00f3a\u00a0<\/b><\/h2>\n

T\u00e0i li\u1ec7u kinh doanh b\u1eb1ng gi\u1ea5y r\u1ea5t d\u1ec5 b\u1ecb m\u1ea5t v\u00e0 h\u01b0 h\u1ecfng do c\u00e1c t\u00e1c \u0111\u1ed9ng ngo\u1ea1i c\u1ea3nh nh\u01b0: \u1ea9m m\u1ed1c, m\u1ed1i m\u1ecdt, ch\u00e1y n\u1ed5, \u2026. <\/span><\/p>\n

\"C\u00f3<\/p>\n

C\u00f3 nhi\u1ec1u lo\u1ea1i t\u00e0i li\u1ec7u quan tr\u1ecdng m\u00e0 doanh nghi\u1ec7p n\u00ean s\u1ed1 h\u00f3a<\/p>\n<\/div>\n

V\u00ec v\u1eady, c\u00f3 nhi\u1ec1u lo\u1ea1i t\u00e0i li\u1ec7u kinh doanh m\u00e0 doanh nghi\u1ec7p c\u1ea7n s\u1ed1 h\u00f3a \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh nguy\u00ean v\u1eb9n, an to\u00e0n trong qu\u00e1 tr\u00ecnh l\u01b0u tr\u1eef, x\u1eed l\u00fd. C\u00e1c t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c s\u1ed1 h\u00f3a ph\u1ed5 bi\u1ebfn nh\u1ea5t bao g\u1ed3m: gi\u1ea5y t\u1edd kinh doanh, th\u00f4ng tin kh\u00e1ch h\u00e0ng v\u00e0 c\u1ed9ng t\u00e1c nh\u00e2n s\u1ef1, n\u1ed9i b\u1ed9 \u2026<\/span><\/p>\n

T\u00e0i li\u1ec7u c\u1ee7a b\u1ed9 ph\u1eadn h\u00e0nh ch\u00ednh<\/b><\/h3>\n

An to\u00e0n v\u00e0 b\u1ea3o m\u1eadt t\u00e0i li\u1ec7u l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u c\u1ee7a b\u1ed9 ph\u1eadn h\u00e0nh ch\u00ednh, b\u1ed9 ph\u1eadn th\u01b0\u1eddng xuy\u00ean ph\u1ea3i x\u1eed l\u00fd l\u01b0\u1ee3ng th\u00f4ng tin kh\u1ed5ng l\u1ed3.\u00a0S\u1ed1 h\u00f3a t\u00e0i li\u1ec7u l\u01b0u tr\u1eef gi\u00fap \u0111\u1ea3m b\u1ea3o r\u1eb1ng b\u1ed9 ph\u1eadn lu\u00f4n c\u00f3 m\u1ecdi th\u00f4ng tin h\u1ecd c\u1ea7n \u0111\u1ec3 d\u1ec5 d\u00e0ng x\u1eed l\u00fd, truy xu\u1ea5t. M\u1ed9t s\u1ed1 t\u00e0i li\u1ec7u c\u1ea7n s\u1ed1 h\u00f3a nh\u01b0 sau:<\/span><\/p>\n

    \n
  • Th\u00f4ng tin b\u1ea3ng l\u01b0\u01a1ng<\/span><\/li>\n
  • H\u1ee3p \u0111\u1ed3ng lao \u0111\u1ed9ng nh\u00e2n vi\u00ean<\/span><\/li>\n
  • Th\u00f4ng tin b\u1ea3o hi\u1ec3m: b\u1ea3o hi\u1ec3m y t\u1ebf, b\u1ea3o hi\u1ec3m lao \u0111\u1ed9ng<\/span><\/li>\n
  • C\u00e1c th\u00f4ng tin tuy\u1ec3n d\u1ee5ng<\/span><\/li>\n
  • Quy \u0111\u1ecbnh v\u00e0 ch\u00ednh s\u00e1ch cho nh\u00e2n vi\u00ean<\/span><\/li>\n
  • H\u1ee3p \u0111\u1ed3ng t\u00e0i ch\u00ednh, kinh doanh<\/span><\/li>\n<\/ul>\n

    T\u00e0i li\u1ec7u li\u00ean quan \u0111\u1ebfn kh\u00e1ch h\u00e0ng<\/b><\/h3>\n

    C\u00e1c t\u00e0i li\u1ec7u li\u00ean quan \u0111\u1ebfn kh\u00e1ch h\u00e0ng \u0111\u01b0\u1ee3c s\u1ed1 h\u00f3a s\u1ebd cung c\u1ea5p cho b\u1ea1n ngu\u1ed3n d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p \u0111\u1ec3 d\u1ec5 d\u00e0ng ph\u00e2n t\u00edch, ph\u1ee5c v\u1ee5 c\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng.\u00a0B\u1eb1ng c\u00e1ch s\u1ed1 h\u00f3a th\u00f4ng tin v\u00e0 l\u01b0u gi\u1eef th\u00f4ng tin tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng kh\u00f4ng gian \u1ea3o, doanh nghi\u1ec7p c\u1ee7a b\u1ea1n c\u00f3 th\u1ec3 ph\u1ea3n \u1ee9ng nhanh h\u01a1n so v\u1edbi \u0111\u1ed1i th\u1ee7, \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng t\u1ed1t h\u01a1n. C\u00e1c t\u00e0i li\u1ec7u kh\u00e1ch h\u00e0ng c\u1ea7n s\u1ed1 h\u00f3a bao g\u1ed3m:<\/span><\/p>\n

      \n
    • H\u00f3a \u0111\u01a1n v\u00e0 giao d\u1ecbch<\/span><\/li>\n
    • H\u1ee3p \u0111\u1ed3ng kh\u00e1ch h\u00e0ng<\/span><\/li>\n
    • \u00dd ki\u1ebfn, \u0111\u1ec1 xu\u1ea5t c\u1ee7a kh\u00e1ch h\u00e0ng<\/span><\/li>\n
    • \u0110\u00e1nh gi\u00e1 c\u1ee7a kh\u00e1ch h\u00e0ng<\/span><\/li>\n
    • Th\u00f4ng tin kh\u00e1ch h\u00e0ng\u00a0<\/span><\/li>\n<\/ul>\n

      T\u00e0i li\u1ec7u ph\u00e1p l\u00fd<\/b><\/h3>\n

      T\u00e0i li\u1ec7u ph\u00e1p l\u00fd r\u1ea5t quan tr\u1ecdng. H\u1ea7u h\u1ebft m\u1ecdi ng\u01b0\u1eddi c\u1ea7n truy c\u1eadp nhanh ch\u00f3ng khi ph\u00e1t sinh m\u1ed9t s\u1ed1 t\u00ecnh hu\u1ed1ng c\u1ea5p b\u00e1ch. V\u00ec v\u1eady, doanh nghi\u1ec7p n\u00ean s\u1ed1 h\u00f3a c\u00e1c t\u00e0i li\u1ec7u ph\u00e1p l\u00fd quan tr\u1ecdng \u0111\u1ec3 c\u00f3 th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c m\u1ecdi l\u00fac, m\u1ecdi n\u01a1i trong c\u00e1c t\u00ecnh hu\u1ed1ng c\u1ea5p b\u00e1ch:<\/span><\/p>\n

        \n
      • B\u00e1o c\u00e1o thu\u1ebf, t\u00e0i ch\u00ednh doanh nghi\u1ec7p<\/span><\/li>\n
      • Ki\u1ec3m k\u00ea t\u00e0i s\u1ea3n doanh nghi\u1ec7p<\/span><\/li>\n
      • Ch\u1ee9ng t\u1eeb h\u1ee3p ph\u00e1p v\u1ec1 c\u00e1c ho\u1ea1t \u0111\u1ed9ng kinh doanh<\/span><\/li>\n
      • Th\u00f4ng tin v\u00e0 sao k\u00ea t\u00e0i kho\u1ea3n ng\u00e2n h\u00e0ng<\/span><\/li>\n<\/ul>\n

        S\u1ed1 h\u00f3a t\u00e0i li\u1ec7u n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng, gi\u1ea3m th\u1eddi gian lao \u0111\u1ed9ng th\u1ee7 c\u00f4ng.\u00a0Vi\u1ec7c c\u1eaft b\u1edbt gi\u1ea5y c\u0169ng gi\u1ea3m chi ph\u00ed v\u0103n ph\u00f2ng, ti\u00eau t\u1ed1n \u00edt kh\u00f4ng gian l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 h\u01a1n.\u00a0<\/span><\/p>\n

        C\u00e1c \u0111\u1ecbnh d\u1ea1ng t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt s\u1ed1\u00a0<\/b><\/h2>\n

        Sau khi ho\u00e0n t\u1ea5t qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u, b\u1ea1n s\u1ebd c\u00f3 \u0111\u01b0\u1ee3c t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i th\u00e0nh nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau. C\u00e1c \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng lo\u1ea1i c\u00e1c t\u00e0i li\u1ec7u kh\u00e1c nhau \u0111\u1ec3 b\u1ea1n d\u1ec5 \u0111ang l\u1ef1a ch\u1ecdn \u0111\u1ecbnh d\u1ea1ng l\u01b0u tr\u1eef. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t v\u00e0i \u0111\u1ecbnh d\u1ea1ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i cho c\u00e1c t\u00e0i li\u1ec7u s\u1ed1 h\u00f3a cho m\u1ee5c \u0111\u00edch l\u01b0u tr\u1eef:<\/span><\/p>\n

          \n
        • T\u1ec7p h\u00ecnh \u1ea3nh k\u1ef9 thu\u1eadt s\u1ed1 (JPEG, TIFF\u2026)<\/span><\/li>\n
        • \u0110\u1ecbnh d\u1ea1ng t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt s\u1ed1 (PDF, Word, Excel, PowerPoint, \u2026)<\/span><\/li>\n
        • \u0110\u1ecbnh d\u1ea1ng t\u00e0i li\u1ec7u online (Google Docs, Google Sheet, \u2026)<\/span><\/li>\n
        • \u2026<\/span><\/li>\n<\/ul>\n

          Ph\u01b0\u01a1ng ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u<\/b><\/h2>\n

          S\u1ed1 h\u00f3a t\u00e0i li\u1ec7u c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb c\u00e1c bi\u1ec3u m\u1eabu v\u00e0 ch\u00e8n c\u00e1c th\u00e0nh ph\u1ea7n nh\u01b0 ch\u1eef k\u00fd \u0111i\u1ec7n t\u1eed, h\u00ecnh \u1ea3nh, \u2026<\/span> Ph\u01b0\u01a1ng ph\u00e1p chung c\u1ee7a s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u l\u00e0 qu\u00e9t d\u1eef li\u1ec7u v\u00e0 chuy\u1ec3n \u0111\u1ed5i ch\u00fang th\u00e0nh c\u00e1c \u0111\u1ecbnh d\u1ea1ng nh\u1ea5t \u0111\u1ecbnh. Hi\u1ec7n nay c\u00f3 4 ph\u01b0\u01a1ng ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u ph\u1ed5 bi\u1ebfn nh\u1ea5t l\u00e0: OCR, OMR, ICR, IWR<\/span><\/p>\n

          Optical Character Recognition (OCR)<\/b><\/h3>\n

          Nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) l\u00e0 m\u1ed9t trong nh\u1eefng lo\u1ea1i s\u1ed1 h\u00f3a qu\u00e9t d\u1eef li\u1ec7u ho\u1eb7c v\u0103n b\u1ea3n d\u01b0\u1edbi d\u1ea1ng h\u00ecnh \u1ea3nh v\u00e0 chuy\u1ec3n n\u00f3 th\u00e0nh d\u1ea1ng v\u0103n b\u1ea3n m\u00e1y t\u00ednh c\u00f3 th\u1ec3 hi\u1ec3u v\u00e0 ch\u1ec9nh s\u1eeda \u0111\u01b0\u1ee3c. Quy tr\u00ecnh c\u01a1 b\u1ea3n c\u1ee7a OCR bao g\u1ed3m vi\u1ec7c ki\u1ec3m tra v\u0103n b\u1ea3n c\u1ee7a t\u00e0i li\u1ec7u v\u00e0 d\u1ecbch c\u00e1c k\u00fd t\u1ef1 th\u00e0nh m\u00e3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u.\u00a0<\/span><\/p>\n

          \"OCR<\/p>\n

          OCR l\u00e0 ph\u01b0\u01a1ng ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u ph\u1ed5 bi\u1ebfn, th\u00f4ng d\u1ee5ng nh\u1ea5t hi\u1ec7n nay<\/p>\n<\/div>\n

          C\u00e1c h\u1ec7 th\u1ed1ng OCR \u0111\u01b0\u1ee3c t\u1ea1o th\u00e0nh t\u1eeb s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m. Ph\u1ea7n c\u1ee9ng, ch\u1eb3ng h\u1ea1n nh\u01b0 m\u00e1y qu\u00e9t quang h\u1ecdc ho\u1eb7c b\u1ea3ng m\u1ea1ch chuy\u00ean d\u1ee5ng, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 sao ch\u00e9p ho\u1eb7c \u0111\u1ecdc v\u0103n b\u1ea3n trong khi ph\u1ea7n m\u1ec1m th\u01b0\u1eddng x\u1eed l\u00fd qu\u00e1 tr\u00ecnh n\u00e2ng cao. Ph\u1ea7n m\u1ec1m c\u0169ng c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 tri\u1ec3n khai c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 th\u00f4ng minh (ICR) ti\u00ean ti\u1ebfn h\u01a1n, nh\u01b0 nh\u1eadn d\u1ea1ng ng\u00f4n ng\u1eef ho\u1eb7c ki\u1ec3u ch\u1eef vi\u1ebft tay.<\/span><\/p>\n

          Qu\u00e1 tr\u00ecnh OCR \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn nh\u1ea5t \u0111\u1ec3 bi\u1ebfn c\u00e1c t\u00e0i li\u1ec7u l\u1ecbch s\u1eed ho\u1eb7c ph\u00e1p l\u00fd b\u1ea3n c\u1ee9ng th\u00e0nh PDF. Sau khi \u0111\u01b0\u1ee3c \u0111\u1eb7t trong b\u1ea3n m\u1ec1m n\u00e0y, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ch\u1ec9nh s\u1eeda, \u0111\u1ecbnh d\u1ea1ng v\u00e0 t\u00ecm ki\u1ebfm t\u00e0i li\u1ec7u nh\u01b0 th\u1ec3 n\u00f3 \u0111\u01b0\u1ee3c t\u1ea1o b\u1eb1ng m\u1ed9t tr\u00ecnh x\u1eed l\u00fd v\u0103n b\u1ea3n. Tuy nhi\u00ean, lo\u1ea1i s\u1ed1 h\u00f3a n\u00e0y \u00edt ph\u1ed5 bi\u1ebfn v\u00ec nh\u1eefng h\u1ea1n ch\u1ebf c\u1ee7a n\u00f3 trong vi\u1ec7c hi\u1ec3u v\u00e0 qu\u00e9t c\u00e1c v\u0103n b\u1ea3n v\u00e0 t\u00e0i li\u1ec7u vi\u1ebft tay.<\/span><\/p>\n

          Hi\u1ec7n t\u1ea1i, c\u00f4ng ngh\u1ec7 OCR c\u00f3 nh\u1eefng \u01b0u \u0111i\u1ec3m n\u1ed5i b\u1eadt nh\u01b0:\u00a0<\/span><\/p>\n

            \n
          • C\u00f3 s\u1eb5n h\u01a1n 200 ng\u00f4n ng\u1eef c\u00f3 th\u1ec3 nh\u1eadn d\u1ea1ng<\/span><\/li>\n
          • C\u00f3 c\u00e1c ng\u00f4n ng\u1eef ch\u00e2u \u00c2u (b\u1ea3ng ch\u1eef c\u00e1i Latinh, Cyrillic, Armenia, Hy L\u1ea1p)<\/span><\/li>\n
          • C\u00f3 c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c: Trung Qu\u1ed1c, Nh\u1eadt B\u1ea3n, H\u00e0n Qu\u1ed1c, \u1ea2 R\u1eadp, Farsi, Th\u00e1i Lan, Vi\u1ec7t Nam, Do Th\u00e1i, Mi\u1ebfn \u0110i\u1ec7n\u00a0<\/span><\/li>\n
          • Nh\u1eadn d\u1ea1ng ph\u00f4ng ch\u1eef v\u00e0 t\u00e0i li\u1ec7u OCR-A, OCR-B, MICR (E13B) v\u00e0 CMC7 \u0111\u01b0\u1ee3c in b\u1eb1ng m\u00e1y in ho\u1eb7c \u0111\u00e1nh m\u00e1y<\/span><\/li>\n<\/ul>\n

            Intelligent Character Recognition (ICR)<\/b><\/h3>\n

            Nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 th\u00f4ng minh (ICR) l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng cho ph\u00e9p m\u00e1y t\u00ednh nh\u1eadn d\u1ea1ng c\u00e1c k\u00fd t\u1ef1 vi\u1ebft tay v\u00e0 chuy\u1ec3n \u0111\u1ed5i th\u00e0nh v\u0103n b\u1ea3n m\u00e0 m\u00e1y t\u00ednh c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01b0\u1ee3c. \u0110\u00e2y l\u00e0 phi\u00ean b\u1ea3n n\u00e2ng cao c\u1ee7a c\u00f4ng ngh\u1ec7 OCR, trong \u0111\u00f3 c\u00e1c thu\u1eadt to\u00e1n M\u00e1y h\u1ecdc v\u00e0 AI di\u1ec5n gi\u1ea3i d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch th\u00f4ng minh th\u00f4ng qua vi\u1ec7c nh\u1eadn d\u1ea1ng c\u00e1c ki\u1ec3u v\u00e0 ph\u00f4ng ch\u1eef vi\u1ebft tay kh\u00e1c nhau.<\/span><\/p>\n

            \"Ph\u01b0\u01a1ng<\/p>\n

            Ph\u01b0\u01a1ng ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u ICR cho ph\u00e9p nh\u1eadn d\u1ea1ng v\u00e0 chuy\u1ec3n \u0111\u1ed5i t\u1eebng k\u00fd t\u1ef1 th\u00e0nh v\u0103n b\u1ea3n<\/p>\n<\/div>\n

            ICR kh\u00e1 m\u1ea1nh nh\u01b0ng l\u1ea1i l\u00e0 c\u00f4ng ngh\u1ec7 k\u00e9m ch\u00ednh x\u00e1c nh\u1ea5t v\u00ec c\u00f3 qu\u00e1 nhi\u1ec1u bi\u1ebfn s\u1ed1 khi \u0111\u1ecdc ch\u1eef vi\u1ebft tay. Ngay c\u1ea3 con ng\u01b0\u1eddi c\u0169ng g\u1eb7p kh\u00f3 kh\u0103n khi \u0111\u1ecdc ch\u1eef vi\u1ebft tay c\u1ee7a ng\u01b0\u1eddi kh\u00e1c. Trong qu\u00e1 tr\u00ecnh x\u1eed l\u00fd bi\u1ec3u m\u1eabu, ICR ph\u00f9 h\u1ee3p \u0111\u1ec3 \u0111\u1ecdc nh\u1eadn x\u00e9t t\u1eeb ng\u01b0\u1eddi tr\u1ea3 l\u1eddi ho\u1eb7c \u0111\u1ec3 \u0111\u1ecdc t\u00ean, \u0111\u1ecba ch\u1ec9 ho\u1eb7c d\u1eef li\u1ec7u nh\u00e2n kh\u1ea9u h\u1ecdc t\u01b0\u01a1ng t\u1ef1 kh\u00e1c \u0111\u01b0\u1ee3c vi\u1ebft tay tr\u00ean bi\u1ec3u m\u1eabu. C\u00f4ng c\u1ee5 ICR c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed3ng th\u1eddi v\u1edbi OCR \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb c\u00e1c bi\u1ec3u m\u1eabu v\u00e0 gi\u1ea3m b\u1edbt qu\u00e1 tr\u00ecnh g\u00f5 ph\u00edm \u0111\u1ec3 nh\u1eadp d\u1eef li\u1ec7u.\u00a0<\/span><\/p>\n

            ICR h\u1eefu \u00edch cho c\u00e1c doanh nghi\u1ec7p c\u1ea7n x\u1eed l\u00fd nhi\u1ec1u lo\u1ea1i bi\u1ec3u m\u1eabu, th\u01b0 t\u1eeb v\u00e0 gi\u1ea5y t\u1edd h\u00e0ng ng\u00e0y, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00f4ng ty t\u00e0i ch\u00ednh, lu\u1eadt ho\u1eb7c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe . \u0110\u1ed1i v\u1edbi nh\u1eefng c\u00f4ng ty nh\u01b0 v\u1eady, ph\u01b0\u01a1ng ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u ICR l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 thu\u1eadn ti\u1ec7n v\u00e0 \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 qu\u1ea3n l\u00fd h\u1ed3 s\u01a1 ng\u01b0\u1eddi ti\u00eau d\u00f9ng. ICR l\u00e0 m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 gi\u1ea3m thi\u1ec3u l\u1ed7i \u0111\u1ed3ng th\u1eddi ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 ngu\u1ed3n nh\u00e2n l\u1ef1c.<\/span><\/p>\n

            N\u1ebfu doanh nghi\u1ec7p c\u1ee7a b\u1ea1n c\u1ea7n s\u1ed1 h\u00f3a kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn t\u00e0i li\u1ec7u vi\u1ebft tay, bao g\u1ed3m th\u00f4ng tin c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac, th\u00ec ICR l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn tuy\u1ec7t v\u1eddi \u0111\u1ec3 th\u00eam v\u00e0o quy tr\u00ecnh s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u. N\u00f3 l\u00e0m gi\u1ea3m nguy c\u01a1 l\u1ed7i do con ng\u01b0\u1eddi, mang l\u1ea1i \u0111\u1ed9 ch\u00ednh x\u00e1c kh\u00e1 cao, l\u00e0m t\u0103ng hi\u1ec7u qu\u1ea3 thu th\u1eadp d\u1eef li\u1ec7u.<\/span><\/p>\n

            C\u00f4ng ngh\u1ec7 ICR hi\u1ec7n nay c\u00f3 nh\u1eefng \u01b0u \u0111i\u1ec3m nh\u01b0:<\/span><\/p>\n

              \n
            • C\u00f3 s\u1eb5n cho h\u01a1n 120 ng\u00f4n ng\u1eef: Ng\u00f4n ng\u1eef ch\u00e2u \u00c2u v\u00e0 ngo\u00e0i ch\u00e2u \u00c2u<\/span><\/li>\n
            • 22 phong c\u00e1ch vi\u1ebft tay theo khu v\u1ef1c<\/span><\/li>\n
            • C\u00f3 th\u1ec3 nh\u1eadn d\u1ea1ng th\u00f4ng tin vi\u1ebft b\u1eb1ng tay b\u1eb1ng c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c nhau (ICR \u0111a ng\u00f4n ng\u1eef).<\/span><\/li>\n<\/ul>\n

              Optical Mark Recognition (OMR)<\/b><\/h3>\n

              Nh\u1eadn d\u1ea1ng d\u1ea5u quang h\u1ecdc (OMR) l\u00e0 c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng ph\u1ed5 bi\u1ebfn v\u00e0 c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 s\u1ed1 h\u00f3a d\u1eef li\u1ec7u t\u1eeb c\u00e1c lo\u1ea1i c\u00e2u h\u1ecfi \u201c\u0111i\u1ec1n v\u00e0o \u00f4 tr\u1ed1ng\u201d trong c\u00e1c b\u00e0i ki\u1ec3m tra, kh\u1ea3o s\u00e1t, l\u00e1 phi\u1ebfu, \u0111\u00e1nh gi\u00e1, \u0111\u00e1nh gi\u00e1 v\u00e0 nhi\u1ec1u lo\u1ea1i bi\u1ec3u m\u1eabu kh\u00e1c. OMR cho ph\u00e9p ch\u1ecdn c\u00e2u tr\u1ea3 l\u1eddi cho m\u1ed9t c\u00e2u h\u1ecfi b\u1eb1ng c\u00e1ch t\u00f4 k\u00edn h\u00ecnh tr\u00f2n \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi c\u00e1c \u0111\u00e1p \u00e1n t\u01b0\u01a1ng \u1ee9ng.\u00a0<\/span><\/p>\n

              \"Ph\u01b0\u01a1ng<\/p>\n

              Ph\u01b0\u01a1ng ph\u00e1p OMR c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 s\u1ed1 h\u00f3a d\u1eef li\u1ec7u kh\u1ea3o s\u00e1t, ki\u1ec3m tra, \u2026<\/p>\n<\/div>\n

              Ngo\u00e0i c\u00e1c c\u00e2u h\u1ecfi tr\u1eafc nghi\u1ec7m, OMR c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 thu th\u1eadp t\u00ean, s\u1ed1 ID v\u00e0 d\u1eef li\u1ec7u kh\u00f4ng ph\u1ea3i tr\u1eafc nghi\u1ec7m kh\u00e1c. S\u1ed1 h\u00f3a d\u1eef li\u1ec7u b\u1eb1ng OMR ch\u00ednh x\u00e1c h\u01a1n nhi\u1ec1u so v\u1edbi vi\u1ec7c c\u1ed1 g\u1eafng nh\u1eadn d\u1ea1ng ch\u1eef vi\u1ebft tay c\u1ee7a ng\u01b0\u1eddi tr\u1ea3 l\u1eddi b\u1eb1ng c\u00f4ng ngh\u1ec7 ICR.<\/span><\/p>\n

              C\u00f4ng ngh\u1ec7 OMR \u0111\u00e3 c\u00f3 t\u1eeb l\u00e2u nh\u01b0ng hi\u1ec7n t\u1ea1i v\u1eabn \u0111ang \u0111\u01b0\u1ee3c nghi\u00ean c\u1ee9u \u0111\u1ec3 ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n. H\u1ec7 th\u1ed1ng OMR truy\u1ec1n th\u1ed1ng y\u00eau c\u1ea7u m\u00e1y qu\u00e9t v\u00e0 bi\u1ec3u m\u1eabu \u0111\u01b0\u1ee3c in s\u1eb5n. B\u1eb1ng c\u00e1ch qu\u00e9t c\u00e1c bi\u1ec3u m\u1eabu, ph\u1ea7n m\u1ec1m x\u1eed l\u00fd bi\u1ec3u m\u1eabu t\u1ea1o ra m\u1ed9t h\u00ecnh \u1ea3nh \u0111i\u1ec7n t\u1eed c\u1ee7a t\u00e0i li\u1ec7u, t\u1eeb \u0111\u00f3 th\u00f4ng tin c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t. Th\u00f4ng tin \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t sau \u0111\u00f3 \u0111\u01b0\u1ee3c gi\u1ea3i th\u00edch v\u00e0 x\u00e1c th\u1ef1c trong m\u1ed9t quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a cao. Giai \u0111o\u1ea1n cu\u1ed1i c\u00f9ng l\u00e0 chuy\u1ec3n th\u00f4ng tin v\u00e0o h\u1ec7 th\u1ed1ng kinh doanh c\u1ee7a b\u1ea1n. M\u1eb7c d\u00f9 l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 nhanh v\u00e0 ch\u00ednh x\u00e1c, nh\u01b0ng c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean ph\u1ea7n c\u1ee9ng n\u00e0y c\u00f3 chi ph\u00ed kh\u00e1 cao.\u00a0<\/span><\/p>\n

              Intelligent Word Recognition (IWR)<\/b><\/h3>\n

              Nh\u1eadn d\u1ea1ng t\u1eeb th\u00f4ng minh (IWR) l\u00e0 nh\u1eadn d\u1ea1ng c\u00e1c t\u1eeb vi\u1ebft tay kh\u00f4ng gi\u1edbi h\u1ea1n.\u00a0IWR s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 nh\u1eadn d\u1ea1ng to\u00e0n b\u1ed9 t\u1eeb trong t\u00e0i li\u1ec7u ch\u1ee9 kh\u00f4ng ph\u1ea3i t\u1eebng k\u00fd t\u1ef1.\u00a0<\/span><\/p>\n

              \"Ph\u01b0\u01a1ng<\/p>\n

              Ph\u01b0\u01a1ng ph\u00e1p IWR nh\u1eadn d\u1ea1ng c\u00e1c t\u1eeb vi\u1ebft tay kh\u00f4ng gi\u1edbi h\u1ea1n, t\u1ed1i \u01b0u th\u1eddi gian s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u<\/p>\n<\/div>\n

              Do \u0111\u00f3, IWR nh\u1eadn d\u1ea1ng th\u00f4ng tin vi\u1ebft tay m\u00e0 th\u00f4ng th\u01b0\u1eddng nh\u00e2n vi\u00ean nh\u1eadp d\u1eef li\u1ec7u s\u1ebd m\u1ea5t v\u00f4 s\u1ed1 gi\u1edd \u0111\u1ec3 gi\u1ea3i m\u00e3 v\u00e0 nh\u1eadp li\u1ec7u.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 v\u00e0 n\u0103ng su\u1ea5t h\u01a1n \u0111\u00e1ng k\u1ec3 v\u00e0 gi\u1ea3m thi\u1ec3u kh\u1ea3 n\u0103ng x\u1ea3y ra l\u1ed7i c\u1ee7a con ng\u01b0\u1eddi.\u00a0<\/span><\/p>\n

              L\u1ea5y v\u00ed d\u1ee5 b\u1ed9 ph\u1eadn nh\u00e2n s\u1ef1 nh\u1eadn \u0111\u01b0\u1ee3c h\u00e0ng tr\u0103m \u0111\u01a1n \u0111\u0103ng k\u00fd m\u1ed7i ng\u00e0y.\u00a0Trong s\u1ed1 \u0111\u00f3, c\u00f3 nhi\u1ec1u \u0111\u01a1n \u0111\u0103ng k\u00fd c\u00f3 th\u1ec3 l\u00e0 \u0111\u01a1n vi\u1ebft tay.\u00a0V\u1edbi c\u00f4ng ngh\u1ec7 IWR, c\u00e1c bi\u1ec3u m\u1eabu c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c qu\u00e9t v\u00e0 s\u1ed1 h\u00f3a ho\u00e0n to\u00e0n, gi\u00fap d\u1ec5 d\u00e0ng t\u00ecm ki\u1ebfm c\u00e1c \u0111\u01a1n ri\u00eang l\u1ebb, ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed \u0111\u00e1ng k\u1ec3.<\/span><\/p>\n

              C\u00f3 r\u1ea5t nhi\u1ec1u c\u00f4ng ngh\u1ec7 v\u00e0 gi\u1ea3i ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u \u0111\u1ec3 b\u1ea1n l\u1ef1a ch\u1ecdn, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 b\u1ea1n ph\u1ea3i ch\u1ecdn c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u v\u00e0 m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng. Trong s\u1ed1 b\u1ed1n ph\u01b0\u01a1ng ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp, OMR l\u00e0 nhanh nh\u1ea5t v\u00e0 ch\u00ednh x\u00e1c nh\u1ea5t, ti\u1ebfp theo l\u00e0 OCR v\u00e0 sau \u0111\u00f3 l\u00e0 ICR, IWR. T\u00f9y thu\u1ed9c v\u00e0o nhu c\u1ea7u c\u1ee7a doanh nghi\u1ec7p, b\u1ea1n c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn m\u1ed9t c\u00f4ng ngh\u1ec7 ho\u1eb7c k\u1ebft h\u1ee3p nhi\u1ec1u c\u00f4ng ngh\u1ec7 v\u1edbi nhau \u0111\u1ec3 thu th\u1eadp, s\u1ed1 h\u00f3a d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c, nhanh ch\u00f3ng.<\/span><\/p>\n

              C\u00f3 th\u1ec3 b\u1ea1n quan t\u00e2m:<\/strong><\/em><\/p>\n

              D\u1eef li\u1ec7u s\u1ed1 l\u00e0 g\u00ec? T\u1ea1i sao doanh nghi\u1ec7p c\u1ea7n s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u?<\/strong><\/em><\/p>\n

              Ph\u00e2n bi\u1ec7t s\u1ed1 h\u00f3a v\u00e0 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 gi\u1ed1ng v\u00e0 kh\u00e1c nhau nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/em><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

              Trong m\u1ed9t nghi\u00ean c\u1ee9u c\u1ee7a Deloitte, 94% s\u1ed1 ng\u01b0\u1eddi \u0111\u01b0\u1ee3c h\u1ecfi \u0111\u1ed3ng \u00fd r\u1eb1ng chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1 l\u00e0 \u01b0u ti\u00ean chi\u1ebfn l\u01b0\u1ee3c h\u00e0ng \u0111\u1ea7u cho doanh nghi\u1ec7p, t\u1ed5 ch\u1ee9c c\u1ee7a h\u1ecd. X\u1eed l\u00fd t\u00e0i li\u1ec7u truy\u1ec1n th\u1ed1ng t\u1ed1n r\u1ea5t nhi\u1ec1u c\u00f4ng s\u1ee9c v\u00e0 th\u1eddi gian.\u00a0V\u00ec v\u1eady, s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 c\u00f3 gi\u00e1 tr\u1ecb to l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p nh\u1edd hi\u1ec7u qu\u1ea3 v\u00e0 t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd m\u00e0 n\u00f3 mang l\u1ea1i.\u00a0<\/span><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[191],"tags":[],"_links":{"self":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts\/57195"}],"collection":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/comments?post=57195"}],"version-history":[{"count":0,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts\/57195\/revisions"}],"wp:attachment":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/media?parent=57195"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/categories?post=57195"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/tags?post=57195"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}