{"id":25244,"date":"2024-12-09T15:02:49","date_gmt":"2024-12-09T08:02:49","guid":{"rendered":"https:\/\/digi-texx.com\/cong-nghe\/toi-uu-hoa-quy-trinh-lam-viec-voi-viec-trich-xuat-du-lieu-tu-dong-tu-pdf\/"},"modified":"2025-02-19T17:39:56","modified_gmt":"2025-02-19T10:39:56","slug":"toi-uu-hoa-quy-trinh-lam-viec-voi-viec-trich-xuat-du-lieu-tu-dong-tu-pdf","status":"publish","type":"post","link":"https:\/\/digi-texx.com\/vi\/techblog-vi\/toi-uu-hoa-quy-trinh-lam-viec-voi-viec-trich-xuat-du-lieu-tu-dong-tu-pdf\/","title":{"rendered":"T\u1ed1i \u01afu H\u00f3a Quy Tr\u00ecnh L\u00e0m Vi\u1ec7c V\u1edbi Vi\u1ec7c Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u T\u1ef1 \u0110\u1ed9ng T\u1eeb PDF"},"content":{"rendered":"\n<p>C\u00e1c c\u00f4ng vi\u1ec7c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i nh\u01b0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng c\u00f3 \u0111ang c\u1ea3n tr\u1edf \u0111\u1ed9i ng\u0169 c\u1ee7a b\u1ea1n? V\u1edbi vi\u1ec7c <strong>tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng<\/strong> t\u1eeb PDF do <a href=\"https:\/\/digi-texx.com\/vi\/\"><strong>DIGI-TEXX<\/strong><\/a> gi\u1edbi thi\u1ec7u trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y, b\u1ea1n c\u00f3 th\u1ec3 c\u00e1ch m\u1ea1ng h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u00e0 m\u1edf ra nh\u1eefng c\u1ea5p \u0111\u1ed9 hi\u1ec7u qu\u1ea3 m\u1edbi. Ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ed5i m\u1edbi n\u00e0y \u0111\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 tr\u00ecnh thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb c\u00e1c t\u00e0i li\u1ec7u, cho ph\u00e9p b\u1ea1n t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c c\u00f4ng vi\u1ec7c th\u01b0\u1eddng xuy\u00ean v\u00e0 ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c v\u00e0o c\u00e1c s\u00e1ng ki\u1ebfn chi\u1ebfn l\u01b0\u1ee3c.  <\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Trich_xuat_Du_Lieu_Tu_Dong_la_gi\"><\/span>Tr\u00edch xu\u1ea5t D\u1eef Li\u1ec7u T\u1ef1 \u0110\u1ed9ng l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng \u0111\u1ec1 c\u1eadp \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u1ea7n m\u1ec1m v\u00e0 c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng thu th\u1eadp, gi\u1ea3i th\u00edch v\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin li\u00ean quan t\u1eeb c\u00e1c t\u00e0i li\u1ec7u, nh\u01b0 PDF, m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p th\u1ee7 c\u00f4ng. Qu\u00e1 tr\u00ecnh n\u00e0y bao g\u1ed3m vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac ho\u1eb7c b\u00e1n c\u1ea5u tr\u00fac\u2014ch\u1eb3ng h\u1ea1n nh\u01b0 v\u0103n b\u1ea3n, b\u1ea3ng bi\u1ec3u, h\u00ecnh \u1ea3nh v\u00e0 c\u00e1c n\u1ed9i dung kh\u00e1c trong t\u00e0i li\u1ec7u\u2014th\u00e0nh d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 Nh\u1eadn d\u1ea1ng K\u00fd t\u1ef1 Quang h\u1ecdc (OCR), h\u1ecdc m\u00e1y v\u00e0 x\u1eed l\u00fd t\u00e0i li\u1ec7u th\u00f4ng minh (IDP), tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c, c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 b\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng m\u1ea5t th\u1eddi gian v\u00e0 d\u1ec5 g\u00e2y l\u1ed7i. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong vi\u1ec7c x\u1eed l\u00fd m\u1ed9t l\u01b0\u1ee3ng l\u1edbn t\u00e0i li\u1ec7u, t\u0103ng t\u1ed1c \u0111\u1ed9 v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng trong c\u00e1c ng\u00e0nh nh\u01b0 t\u00e0i ch\u00ednh, y t\u1ebf, ph\u00e1p l\u00fd v\u00e0 logistics.   <\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nhung_Thach_Thuc_Khi_Trich_Xuat_Du_Lieu_Tu_PDF\"><\/span>Nh\u1eefng Th\u00e1ch Th\u1ee9c Khi Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u T\u1eeb PDF<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb t\u00e0i li\u1ec7u PDF g\u1eb7p ph\u1ea3i m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c do t\u00ednh \u0111a d\u1ea1ng c\u1ee7a c\u00e1c t\u1ec7p PDF v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a d\u1eef li\u1ec7u m\u00e0 ch\u00fang ch\u1ee9a \u0111\u1ef1ng. M\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c ch\u00ednh bao g\u1ed3m: <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>C\u1ea5u Tr\u00fac T\u00e0i Li\u1ec7u Kh\u00f4ng \u0110\u1ed3ng Nh\u1ea5t<\/strong>: PDF c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n d\u01b0\u1edbi nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau, t\u1eeb h\u00ecnh \u1ea3nh qu\u00e9t \u0111\u1ebfn t\u00e0i li\u1ec7u d\u1ea1ng v\u0103n b\u1ea3n. M\u1ed7i t\u00e0i li\u1ec7u c\u00f3 th\u1ec3 c\u00f3 c\u00e1c b\u1ed1 c\u1ee5c kh\u00e1c nhau, \u0111i\u1ec1u n\u00e0y khi\u1ebfn c\u00e1c c\u00f4ng c\u1ee5 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u kh\u00f3 x\u1eed l\u00fd ch\u00fang m\u1ed9t c\u00e1ch \u0111\u1ed3ng nh\u1ea5t. D\u00f9 l\u00e0 h\u00f3a \u0111\u01a1n, h\u1ee3p \u0111\u1ed3ng hay b\u00e1o c\u00e1o, s\u1ef1 thi\u1ebfu chu\u1ea9n h\u00f3a trong c\u00e1c b\u1ed1 c\u1ee5c PDF l\u00e0m ph\u1ee9c t\u1ea1p qu\u00e1 tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u.  <\/li>\n\n\n\n<li><strong>D\u1eef Li\u1ec7u Kh\u00f4ng C\u00f3 C\u1ea5u Tr\u00fac<\/strong>: Nhi\u1ec1u t\u00e0i li\u1ec7u PDF ch\u1ee9a d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac ho\u1eb7c b\u00e1n c\u1ea5u tr\u00fac. V\u00ed d\u1ee5, c\u00e1c h\u00f3a \u0111\u01a1n c\u00f3 th\u1ec3 bao g\u1ed3m t\u00ean s\u1ea3n ph\u1ea9m, s\u1ed1 l\u01b0\u1ee3ng v\u00e0 gi\u00e1 c\u1ea3, nh\u01b0ng \u1edf c\u00e1c v\u1ecb tr\u00ed v\u00e0 \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau trong c\u00e1c t\u00e0i li\u1ec7u kh\u00e1c nhau. Vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac n\u00e0y m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c \u0111\u00f2i h\u1ecfi c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u b\u1ed1i c\u1ea3nh, m\u1ed1i quan h\u1ec7 v\u00e0 \u00fd ngh\u0129a.  <\/li>\n\n\n\n<li><strong>PDF Scanned v\u00e0 D\u1ef1a Tr\u00ean H\u00ecnh \u1ea2nh<\/strong>: C\u00e1c t\u00e0i li\u1ec7u qu\u00e9t v\u00e0 PDF d\u1ef1a tr\u00ean h\u00ecnh \u1ea3nh mang \u0111\u1ebfn m\u1ed9t l\u1edbp ph\u1ee9c t\u1ea1p b\u1ed5 sung, v\u00ec ch\u00fang ch\u1ee9a h\u00ecnh \u1ea3nh c\u1ee7a v\u0103n b\u1ea3n thay v\u00ec v\u0103n b\u1ea3n c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01b0\u1ee3c b\u1edfi m\u00e1y. Nh\u1eadn d\u1ea1ng K\u00fd t\u1ef1 Quang h\u1ecdc (OCR) l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i nh\u1eefng h\u00ecnh \u1ea3nh n\u00e0y th\u00e0nh v\u0103n b\u1ea3n c\u00f3 th\u1ec3 ch\u1ec9nh s\u1eeda v\u00e0 t\u00ecm ki\u1ebfm \u0111\u01b0\u1ee3c, nh\u01b0ng \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a OCR c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh, k\u00edch th\u01b0\u1edbc v\u0103n b\u1ea3n v\u00e0 ph\u00f4ng ch\u1eef. <\/li>\n\n\n\n<li><strong>B\u1ed1 C\u1ee5c Ph\u1ee9c T\u1ea1p<\/strong>: C\u00e1c t\u00e0i li\u1ec7u PDF c\u00f3 b\u1ed1 c\u1ee5c ph\u1ee9c t\u1ea1p\u2014nh\u01b0 \u0111\u1ecbnh d\u1ea1ng nhi\u1ec1u c\u1ed9t, b\u1ea3ng nh\u00fang v\u00e0 n\u1ed9i dung k\u1ebft h\u1ee3p (v\u00ed d\u1ee5: v\u0103n b\u1ea3n v\u00e0 h\u00ecnh \u1ea3nh)\u2014g\u00e2y ra nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p tr\u00edch xu\u1ea5t truy\u1ec1n th\u1ed1ng. H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c ph\u00e2n bi\u1ec7t gi\u1eefa c\u00e1c lo\u1ea1i n\u1ed9i dung kh\u00e1c nhau v\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u ch\u00ednh x\u00e1c t\u1eeb nh\u1eefng b\u1ed1 c\u1ee5c n\u00e0y m\u00e0 kh\u00f4ng g\u1eb7p ph\u1ea3i l\u1ed7i. <\/li>\n\n\n\n<li><strong>Can thi\u1ec7p th\u1ee7 c\u00f4ng:<\/strong> M\u1eb7c d\u00f9 vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n, m\u1ed9t s\u1ed1 PDF v\u1eabn y\u00eau c\u1ea7u gi\u00e1m s\u00e1t th\u1ee7 c\u00f4ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a d\u1eef li\u1ec7u, \u0111\u1eb7c bi\u1ec7t l\u00e0 khi c\u00e1c t\u00e0i li\u1ec7u c\u00f3 \u0111\u1ecbnh d\u1ea1ng k\u00e9m, vi\u1ebft tay ho\u1eb7c ch\u1ee9a c\u00e1c k\u00fd hi\u1ec7u ho\u1eb7c k\u00fd t\u1ef1 b\u1ea5t th\u01b0\u1eddng m\u00e0 c\u00e1c c\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 kh\u00f4ng nh\u1eadn di\u1ec7n \u0111\u01b0\u1ee3c.<\/li>\n<\/ul>\n\n<p>Nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y l\u00e0m n\u1ed5i b\u1eadt s\u1ef1 c\u1ea7n thi\u1ebft c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u ti\u00ean ti\u1ebfn, t\u00edch h\u1ee3p AI, h\u1ecdc m\u00e1y v\u00e0 OCR \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c, kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u00e0 hi\u1ec7u qu\u1ea3 trong vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb PDF.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_Cong_Nghe_Chinh_Duoc_Su_Dung_Trong_Trich_Xuat_Du_Lieu_PDF_Tu_Dong\"><\/span>C\u00e1c C\u00f4ng Ngh\u1ec7 Ch\u00ednh \u0110\u01b0\u1ee3c S\u1eed D\u1ee5ng Trong Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u PDF T\u1ef1 \u0110\u1ed9ng<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Nhi\u1ec1u c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb PDF, gi\u00fap v\u01b0\u1ee3t qua nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y. <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"500\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs-1.png\" alt=\"C&#xE1;c C&#xF4;ng Ngh&#x1EC7; Ch&#xED;nh &#x110;&#x1B0;&#x1EE3;c S&#x1EED; D&#x1EE5;ng Trong Tr&#xED;ch Xu&#x1EA5;t D&#x1EEF; Li&#x1EC7;u PDF T&#x1EF1; &#x110;&#x1ED9;ng\" class=\"wp-image-24542\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs-1.png 900w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs-1-300x167.png 300w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs-1-768x427.png 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/figure><\/div>\n<h3 class=\"wp-block-heading\">Nh\u1eadn D\u1ea1ng K\u00fd T\u1ef1 Quang H\u1ecdc (OCR) <\/h3>\n\n<p>C\u00f4ng ngh\u1ec7 OCR chuy\u1ec3n \u0111\u1ed5i c\u00e1c t\u00e0i li\u1ec7u PDF qu\u00e9t ho\u1eb7c d\u1ef1a tr\u00ean h\u00ecnh \u1ea3nh th\u00e0nh v\u0103n b\u1ea3n c\u00f3 th\u1ec3 ch\u1ec9nh s\u1eeda v\u00e0 t\u00ecm ki\u1ebfm \u0111\u01b0\u1ee3c. \u0110i\u1ec1u n\u00e0y gi\u00fap ph\u1ea7n m\u1ec1m nh\u1eadn di\u1ec7n c\u00e1c k\u00fd t\u1ef1 in v\u00e0 chuy\u1ec3n ch\u00fang th\u00e0nh d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01b0\u1ee3c b\u1edfi m\u00e1y, gi\u00fap vi\u1ec7c tr\u00edch xu\u1ea5t th\u00f4ng tin t\u1eeb c\u00e1c t\u00e0i li\u1ec7u m\u00e0 n\u1ebfu kh\u00f4ng s\u1ebd kh\u00f4ng th\u1ec3 truy c\u1eadp tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n.  <\/p>\n\n<h3 class=\"wp-block-heading\">H\u1ecdc M\u00e1y (ML) v\u00e0 Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o (AI)<\/h3>\n\n<p>Vi\u1ec7c t\u00edch h\u1ee3p h\u1ecdc m\u00e1y v\u00e0o x\u1eed l\u00fd t\u00e0i li\u1ec7u n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch cho ph\u00e9p h\u1ec7 th\u1ed1ng h\u1ecdc t\u1eeb d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t theo th\u1eddi gian. V\u1edbi s\u1ef1 t\u00edch h\u1ee3p AI, c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p, b\u1ed1i c\u1ea3nh v\u00e0 c\u1ea5u tr\u00fac t\u00e0i li\u1ec7u, gi\u1ea3m thi\u1ec3u l\u1ed7i v\u00e0 t\u0103ng \u0111\u1ed9 tin c\u1eady c\u1ee7a qu\u00e1 tr\u00ecnh tr\u00edch xu\u1ea5t.  <\/p>\n\n<h3 class=\"wp-block-heading\">X\u1eed L\u00fd T\u00e0i Li\u1ec7u Th\u00f4ng Minh (IDP) <\/h3>\n\n<p>IDP k\u1ebft h\u1ee3p OCR, h\u1ecdc m\u00e1y v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u lo\u1ea1i t\u00e0i li\u1ec7u kh\u00e1c nhau. IDP c\u00f3 th\u1ec3 ph\u00e2n lo\u1ea1i t\u00e0i li\u1ec7u, tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u li\u00ean quan v\u00e0 chuy\u1ec3n t\u00e0i li\u1ec7u cho c\u00e1c h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo, \u0111\u1ed3ng th\u1eddi c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3. <\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Ky_Thuat_Trich_Xuat_Thong_Tin_Tu_Tai_Lieu_PDF\"><\/span>5 K\u1ef9 Thu\u1eadt Tr\u00edch Xu\u1ea5t Th\u00f4ng Tin T\u1eeb T\u00e0i Li\u1ec7u PDF<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>\u0110\u1ec3 t\u1ed1i \u0111a h\u00f3a hi\u1ec7u qu\u1ea3 c\u1ee7a vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng, c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng m\u1ed9t s\u1ed1 k\u1ef9 thu\u1eadt sau: <\/p>\n\n<p><strong>Ph\u00e2n t\u00edch d\u1ef1a tr\u00ean m\u1eabu (Template-based parsing)<\/strong> <\/p>\n\n<p>Ph\u00e2n t\u00edch d\u1ef1a tr\u00ean m\u1eabu (Template-based parsing) d\u1ef1a v\u00e0o c\u00e1c b\u1ed1 c\u1ee5c ho\u1eb7c m\u1eabu \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u1ecbnh s\u1eb5n \u0111\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb PDF. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y ho\u1ea1t \u0111\u1ed9ng t\u1ed1t \u0111\u1ed1i v\u1edbi c\u00e1c t\u00e0i li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac nh\u1ea5t qu\u00e1n, nh\u01b0 h\u00f3a \u0111\u01a1n ho\u1eb7c h\u1ee3p \u0111\u1ed3ng.  <\/p>\n\n<p><strong>Zonal OCR (Nh\u1eadn d\u1ea1ng K\u00fd T\u1ef1 Quang H\u1ecdc Theo Khu V\u1ef1c) <\/strong><\/p>\n\n<p>Zonal OCR t\u1eadp trung v\u00e0o c\u00e1c khu v\u1ef1c c\u1ee5 th\u1ec3 trong t\u00e0i li\u1ec7u PDF \u0111\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u. B\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh c\u00e1c v\u00f9ng ho\u1eb7c khu v\u1ef1c quan t\u00e2m, ph\u1ea7n m\u1ec1m c\u00f3 th\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 t\u1eeb c\u00e1c v\u1ecb tr\u00ed c\u1ee5 th\u1ec3 trong t\u00e0i li\u1ec7u. <\/p>\n\n<p><strong>C\u00e1c m\u00f4 h\u00ecnh AI \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n s\u1eb5n <\/strong><\/p>\n\n<p>C\u00e1c m\u00f4 h\u00ecnh AI \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n s\u1eb5n l\u00e0 c\u00e1c m\u00f4 h\u00ecnh s\u1eb5n s\u00e0ng s\u1eed d\u1ee5ng, \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u00e0i li\u1ec7u. Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 nhanh ch\u00f3ng th\u00edch nghi v\u1edbi c\u00e1c t\u00e0i li\u1ec7u m\u1edbi v\u00e0 c\u1ea3i thi\u1ec7n qu\u00e1 tr\u00ecnh tr\u00edch xu\u1ea5t m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u00e0o t\u1ea1o t\u00f9y ch\u1ec9nh.  <\/p>\n\n<p><strong>Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI c\u1ee7a ri\u00eang b\u1ea1n<\/strong><\/p>\n\n<p> \u0110\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p c\u00f3 c\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u chuy\u00ean bi\u1ec7t, vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh AI t\u00f9y ch\u1ec9nh cho ph\u00e9p ti\u1ebfp c\u1eadn t\u1ef1 \u0111\u1ed9ng h\u00f3a tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch ph\u00f9 h\u1ee3p h\u01a1n. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y \u0111\u1ea3m b\u1ea3o AI c\u00f3 th\u1ec3 x\u1eed l\u00fd ch\u00ednh x\u00e1c c\u00e1c c\u1ea5u tr\u00fac t\u00e0i li\u1ec7u \u0111\u1ed9c \u0111\u00e1o v\u00e0 b\u1ed1 c\u1ee5c ph\u1ee9c t\u1ea1p.  <\/p>\n\n<p><strong>Ph\u00e2n t\u00edch GPT <\/strong><\/p>\n\n<p>C\u00e1c m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean GPT, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef c\u1ee7a OpenAI, c\u00f3 th\u1ec3 ph\u00e2n t\u00edch v\u0103n b\u1ea3n trong t\u00e0i li\u1ec7u PDF b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt NLP ti\u00ean ti\u1ebfn. Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 hi\u1ec3u ng\u1eef c\u1ea3nh v\u00e0 \u00fd ngh\u0129a c\u1ee7a d\u1eef li\u1ec7u, cung c\u1ea5p kh\u1ea3 n\u0103ng tr\u00edch xu\u1ea5t ch\u00ednh x\u00e1c h\u01a1n so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng.  <\/p>\n\n<p><strong>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (Natural Language Processing &#8211; NLP)<\/strong><\/p>\n\n<p> NLP h\u1ed7 tr\u1ee3 tr\u00edch xu\u1ea5t th\u00f4ng tin gi\u00e0u ng\u1eef c\u1ea3nh t\u1eeb d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ph\u00e2n t\u00edch ng\u00f4n ng\u1eef, c\u00e1c h\u1ec7 th\u1ed1ng NLP c\u00f3 th\u1ec3 hi\u1ec3u c\u1ea5u tr\u00fac c\u00e2u v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c th\u1ef1c th\u1ec3, t\u1eeb kh\u00f3a, c\u00f9ng c\u00e1c m\u1ed1i quan h\u1ec7 trong v\u0103n b\u1ea3n, qua \u0111\u00f3 n\u00e2ng cao qu\u00e1 tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u. <\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_cong_cu_tot_nhat_de_trich_xuat_du_lieu_tu_dong_tu_tai_lieu_PDF\"><\/span>C\u00e1c c\u00f4ng c\u1ee5 t\u1ed1t nh\u1ea5t \u0111\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng t\u1eeb t\u00e0i li\u1ec7u PDF.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>C\u00f3 nhi\u1ec1u c\u00f4ng c\u1ee5 \u0111a d\u1ea1ng d\u00e0nh cho vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng t\u1eeb t\u00e0i li\u1ec7u PDF, m\u1ed7i c\u00f4ng c\u1ee5 \u0111\u00e1p \u1ee9ng c\u00e1c nhu c\u1ea7u kinh doanh kh\u00e1c nhau. Nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 Optical Character Recognition (OCR), h\u1ecdc m\u00e1y v\u00e0 AI \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 c\u00f4ng c\u1ee5 h\u00e0ng \u0111\u1ea7u d\u00e0nh cho vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng t\u1eeb PDF:  <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"500\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs-3-1.png\" alt=\"C&#xE1;c c&#xF4;ng c&#x1EE5; t&#x1ED1;t nh&#x1EA5;t &#x111;&#x1EC3; tr&#xED;ch xu&#x1EA5;t d&#x1EEF; li&#x1EC7;u t&#x1EF1; &#x111;&#x1ED9;ng t&#x1EEB; t&#xE0;i li&#x1EC7;u PDF.\" class=\"wp-image-24545\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs-3-1.png 900w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs-3-1-300x167.png 300w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs-3-1-768x427.png 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/figure><\/div>\n<h3 class=\"wp-block-heading\">ABBYY FineReader<\/h3>\n\n<p>ABBYY FineReader l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd d\u00e0nh cho OCR v\u00e0 ch\u1ec9nh s\u1eeda PDF, cung c\u1ea5p kh\u1ea3 n\u0103ng tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb c\u00e1c t\u1ec7p PDF \u0111\u01b0\u1ee3c qu\u00e9t. C\u00f4ng c\u1ee5 n\u00e0y mang l\u1ea1i \u0111\u1ed9 ch\u00ednh x\u00e1c cao trong vi\u1ec7c nh\u1eadn d\u1ea1ng v\u0103n b\u1ea3n v\u00e0 h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u00f4n ng\u1eef, r\u1ea5t ph\u00f9 h\u1ee3p cho c\u00e1c doanh nghi\u1ec7p ho\u1ea1t \u0111\u1ed9ng to\u00e0n c\u1ea7u. Ngo\u00e0i OCR, FineReader c\u00f2n cho ph\u00e9p ch\u1ec9nh s\u1eeda, chuy\u1ec3n \u0111\u1ed5i v\u00e0 so s\u00e1nh PDF, \u0111\u00e2y l\u00e0 nh\u1eefng t\u00ednh n\u0103ng h\u1eefu \u00edch gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u1edbi t\u00e0i li\u1ec7u.  <\/p>\n\n<h3 class=\"wp-block-heading\">Adobe Acrobat Pro DC<\/h3>\n\n<p>Adobe Acrobat Pro DC l\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1ea5t \u0111\u1ec3 ch\u1ec9nh s\u1eeda t\u00e0i li\u1ec7u PDF v\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u. V\u1edbi kh\u1ea3 n\u0103ng OCR m\u1ea1nh m\u1ebd, Acrobat Pro DC c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i c\u00e1c t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c qu\u00e9t th\u00e0nh PDF c\u00f3 th\u1ec3 t\u00ecm ki\u1ebfm v\u00e0 ch\u1ec9nh s\u1eeda, gi\u00fap vi\u1ec7c tr\u00edch xu\u1ea5t th\u00f4ng tin tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n. C\u00f4ng c\u1ee5 n\u00e0y c\u0169ng cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh v\u00e0 b\u1ea3ng bi\u1ec3u t\u1eeb PDF v\u00e0 l\u01b0u ch\u00fang \u1edf nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau nh\u01b0 Word, Excel v\u00e0 PowerPoint.  <\/p>\n\n<h3 class=\"wp-block-heading\">UiPath Document Understanding<\/h3>\n\n<p>UiPath Document Understanding k\u1ebft h\u1ee3p AI, OCR v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u lo\u1ea1i t\u00e0i li\u1ec7u kh\u00e1c nhau, bao g\u1ed3m c\u1ea3 PDF. C\u00f4ng c\u1ee5 n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch cho c\u00e1c doanh nghi\u1ec7p mu\u1ed1n t\u00edch h\u1ee3p x\u1eed l\u00fd t\u00e0i li\u1ec7u v\u00e0o quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a robot (RPA). N\u1ec1n t\u1ea3ng \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI c\u1ee7a UiPath cho ph\u00e9p tr\u00edch xu\u1ea5t t\u1ef1 \u0111\u1ed9ng c\u00e1c d\u1eef li\u1ec7u quan tr\u1ecdng t\u1eeb h\u00f3a \u0111\u01a1n, h\u1ee3p \u0111\u1ed3ng v\u00e0 c\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u kh\u00e1c, gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 gi\u1ea3m thi\u1ec3u sai s\u00f3t.  <\/p>\n\n<h3 class=\"wp-block-heading\">Kofax Power PDF<\/h3>\n\n<p>Kofax Power PDF cung c\u1ea5p kh\u1ea3 n\u0103ng OCR m\u1ea1nh m\u1ebd c\u00f9ng c\u00e1c t\u00ednh n\u0103ng ch\u1ec9nh s\u1eeda v\u00e0 thao t\u00e1c PDF n\u00e2ng cao. C\u00f4ng c\u1ee5 n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho c\u00e1c doanh nghi\u1ec7p c\u1ea7n tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb t\u00e0i li\u1ec7u PDF m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c cao. Power PDF h\u1ed7 tr\u1ee3 x\u1eed l\u00fd h\u00e0ng lo\u1ea1t, cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn t\u00e0i li\u1ec7u c\u00f9ng l\u00fac, gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c qu\u00fd gi\u00e1.  <\/p>\n\n<h3 class=\"wp-block-heading\">OpenText Intelligent Capture<\/h3>\n\n<p>OpenText Intelligent Capture l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y d\u00e0nh cho vi\u1ec7c thu th\u1eadp t\u00e0i li\u1ec7u v\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u, t\u1eadn d\u1ee5ng AI v\u00e0 OCR \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u. C\u00f4ng c\u1ee5 n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf nh\u1eb1m c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 gi\u1ea3m thi\u1ec3u c\u00f4ng s\u1ee9c th\u1ee7 c\u00f4ng b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng nh\u1eadn di\u1ec7n v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c th\u00f4ng tin quan tr\u1ecdng t\u1eeb t\u00e0i li\u1ec7u, bao g\u1ed3m c\u1ea3 PDF. <\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Lam_The_Nao_DIGI-TEXX_Nang_Cao_Hieu_Qua_Trich_Xuat_Du_Lieu\"><\/span>L\u00e0m Th\u1ebf N\u00e0o DIGI-TEXX N\u00e2ng Cao Hi\u1ec7u Qu\u1ea3 Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"500\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs1-1.png\" alt=\"L&#xE0;m Th&#x1EBF; N&#xE0;o DIGI-TEXX N&#xE2;ng Cao Hi&#x1EC7;u Qu&#x1EA3; Tr&#xED;ch Xu&#x1EA5;t D&#x1EEF; Li&#x1EC7;u?\" class=\"wp-image-24548\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs1-1.png 900w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs1-1-300x167.png 300w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/12\/Automated-data-extraction-from-PDFs1-1-768x427.png 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/figure><\/div>\n<p>DIGI-TEXX l\u00e0 nh\u00e0 cung c\u1ea5p h\u00e0ng \u0111\u1ea7u v\u1ec1 d\u1ecbch v\u1ee5 x\u1eed l\u00fd t\u00e0i li\u1ec7u, chuy\u00ean v\u1ec1 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng t\u1eeb c\u00e1c t\u1ec7p PDF. C\u00f4ng ty s\u1edf h\u1eefu chuy\u00ean m\u00f4n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh trong vi\u1ec7c x\u1eed l\u00fd c\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p v\u00e0 cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p ch\u1ea5t l\u01b0\u1ee3ng cao, c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng. <\/p>\n\n<h3 class=\"wp-block-heading\">T\u1eadn D\u1ee5ng C\u01a1 S\u1edf D\u1eef Li\u1ec7u Hi\u1ec7n C\u00f3 \u0110\u1ec3 Th\u00edch Nghi Nhanh Ch\u00f3ng<\/h3>\n\n<p>C\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n c\u00f3 c\u1ee7a DIGI-TEXX, \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean nhi\u1ec1u lo\u1ea1i t\u00e0i li\u1ec7u \u0111a d\u1ea1ng, cung c\u1ea5p n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc \u0111\u1ec3 nhanh ch\u00f3ng th\u00edch nghi v\u1edbi c\u00e1c t\u00e0i li\u1ec7u bi\u1ec3u m\u1eabu m\u1edbi.<\/p>\n\n<h3 class=\"wp-block-heading\">H\u1ecdc H\u1ecfi V\u00e0 C\u1ea3i Ti\u1ebfn Li\u00ean T\u1ee5c<\/h3>\n\n<p>H\u1ec7 th\u1ed1ng v\u00e0 \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n c\u1ee7a ch\u00fang t\u00f4i \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 h\u1ecdc h\u1ecfi v\u00e0 ph\u00e1t tri\u1ec3n li\u00ean t\u1ee5c, gi\u00fap c\u00e1c gi\u1ea3i ph\u00e1p c\u1ee7a DIGI-TEXX th\u00edch nghi v\u1edbi c\u00e1c \u0111\u1ecbnh d\u1ea1ng t\u00e0i li\u1ec7u v\u00e0 nhu c\u1ea7u tr\u00edch xu\u1ea5t \u0111ang thay \u0111\u1ed5i theo th\u1eddi gian.<\/p>\n\n<h3 class=\"wp-block-heading\">Chuy\u00ean M\u00f4n \u0110\u00e3 \u0110\u01b0\u1ee3c Ch\u1ee9ng Minh Trong X\u1eed L\u00fd T\u00e0i Li\u1ec7u<\/h3>\n\n<p>V\u1edbi kinh nghi\u1ec7m d\u00e0y d\u1eb7n trong t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd t\u00e0i li\u1ec7u, DIGI-TEXX \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 cao trong c\u00e1c quy tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u. \u0110\u1ed9i ng\u0169 c\u1ee7a h\u1ecd k\u1ebft h\u1ee3p c\u00e1c chuy\u00ean gia \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u00e0i b\u1ea3n v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng t\u1ef1 \u0111\u1ed9ng h\u00f3a do ch\u00ednh h\u1ecd ph\u00e1t tri\u1ec3n, nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ed1 h\u00f3a to\u00e0n di\u1ec7n cho m\u1ecdi lo\u1ea1i t\u00e0i li\u1ec7u. <\/p>\n\n<h3 class=\"wp-block-heading\">Gi\u1ea3i Ph\u00e1p An To\u00e0n V\u00e0 C\u00f3 Kh\u1ea3 N\u0103ng M\u1edf R\u1ed9ng<\/h3>\n\n<p>DIGI-TEXX cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p an to\u00e0n v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn t\u00e0i li\u1ec7u PDF. C\u00f4ng ngh\u1ec7 c\u1ee7a h\u1ecd \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m \u0111\u01b0\u1ee3c x\u1eed l\u00fd v\u1edbi m\u1ee9c \u0111\u1ed9 b\u1ea3o m\u1eadt cao nh\u1ea5t. C\u00f4ng ty mang \u0111\u1ebfn tr\u1ea3i nghi\u1ec7m to\u00e0n di\u1ec7n cho kh\u00e1ch h\u00e0ng, t\u1eeb ph\u00e2n t\u00edch ban \u0111\u1ea7u \u0111\u1ebfn tri\u1ec3n khai v\u00e0 n\u00e2ng c\u1ea5p gi\u1ea3i ph\u00e1p.  <\/p>\n\n<h3 class=\"wp-block-heading\">\u0110\u01b0\u1ee3c C\u00e1c Doanh Nghi\u1ec7p To\u00e0n C\u1ea7u Tin D\u00f9ng<\/h3>\n\n<p>DIGI-TEXX \u0111\u01b0\u1ee3c c\u00e1c doanh nghi\u1ec7p h\u00e0ng \u0111\u1ea7u to\u00e0n c\u1ea7u tin t\u01b0\u1edfng nh\u1edd kh\u1ea3 n\u0103ng t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 x\u1eed l\u00fd t\u00e0i li\u1ec7u. D\u1ecbch v\u1ee5 c\u1ee7a h\u1ecd gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin c\u00f3 \u00fd ngh\u0129a, c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 gi\u1ea3m th\u1eddi gian c\u0169ng nh\u01b0 chi ph\u00ed trong x\u1eed l\u00fd d\u1eef li\u1ec7u. <\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cau_Hoi_Thuong_Gap\"><\/span>C\u00e2u H\u1ecfi Th\u01b0\u1eddng G\u1eb7p<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<h3 class=\"wp-block-heading\">C\u00e1c c\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c qu\u00e9t kh\u00f4ng?<\/h3>\n\n<p>C\u00f3, c\u00e1c c\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c qu\u00e9t b\u1eb1ng c\u00f4ng ngh\u1ec7 Optical Character Recognition (OCR). OCR chuy\u1ec3n \u0111\u1ed5i v\u0103n b\u1ea3n t\u1eeb h\u00ecnh \u1ea3nh qu\u00e9t ho\u1eb7c PDF th\u00e0nh d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01b0\u1ee3c b\u1eb1ng m\u00e1y, gi\u00fap tr\u00edch xu\u1ea5t, ch\u1ec9nh s\u1eeda v\u00e0 ph\u00e2n t\u00edch v\u0103n b\u1ea3n m\u00e0 th\u00f4ng th\u01b0\u1eddng s\u1ebd kh\u00f4ng th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c. <\/p>\n\n<h3 class=\"wp-block-heading\">Nh\u1eefng ng\u00e0nh c\u00f4ng nghi\u1ec7p n\u00e0o h\u01b0\u1edfng l\u1ee3i nhi\u1ec1u nh\u1ea5t t\u1eeb vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u PDF?<\/h3>\n\n<p>C\u00e1c ng\u00e0nh nh\u01b0 t\u00e0i ch\u00ednh, y t\u1ebf, ph\u00e1p l\u00fd v\u00e0 logistics h\u01b0\u1edfng l\u1ee3i nhi\u1ec1u nh\u1ea5t t\u1eeb vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u PDF t\u1ef1 \u0111\u1ed9ng. Nh\u1eefng l\u0129nh v\u1ef1c n\u00e0y th\u01b0\u1eddng x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u d\u1ef1a tr\u00ean t\u00e0i li\u1ec7u, bao g\u1ed3m h\u00f3a \u0111\u01a1n, h\u1ee3p \u0111\u1ed3ng, h\u1ed3 s\u01a1 b\u1ec7nh nh\u00e2n v\u00e0 ch\u1ee9ng t\u1eeb v\u1eadn chuy\u1ec3n. Vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng gi\u00fap gi\u1ea3m thi\u1ec3u lao \u0111\u1ed9ng th\u1ee7 c\u00f4ng, n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u0103ng t\u1ed1c quy tr\u00ecnh l\u00e0m vi\u1ec7c trong c\u00e1c ng\u00e0nh \u0111\u00f2i h\u1ecfi x\u1eed l\u00fd d\u1eef li\u1ec7u chuy\u00ean s\u00e2u n\u00e0y.  <\/p>\n\n<h3 class=\"wp-block-heading\">M\u1ee9c \u0111\u1ed9 an to\u00e0n c\u1ee7a vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng \u0111\u1ed1i v\u1edbi c\u00e1c t\u00e0i li\u1ec7u nh\u1ea1y c\u1ea3m nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n<p>C\u00e1c c\u00f4ng c\u1ee5 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u1edbi c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd \u0111\u1ec3 b\u1ea3o v\u1ec7 th\u00f4ng tin nh\u1ea1y c\u1ea3m. Nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y th\u01b0\u1eddng t\u00edch h\u1ee3p c\u00e1c giao th\u1ee9c m\u00e3 h\u00f3a, ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u an to\u00e0n nh\u1eb1m \u0111\u1ea3m b\u1ea3o b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u b\u1ea3o m\u1eadt trong qu\u00e1 tr\u00ecnh tr\u00edch xu\u1ea5t v\u00e0 x\u1eed l\u00fd. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 tin t\u01b0\u1edfng s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y \u0111\u1ec3 x\u1eed l\u00fd t\u00e0i li\u1ec7u nh\u1ea1y c\u1ea3m trong khi v\u1eabn tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u.  <\/p>\n\n<h3 class=\"wp-block-heading\">C\u00e1c doanh nghi\u1ec7p nh\u1ecf c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng kh\u00f4ng?<\/h3>\n\n<p>C\u00f3, c\u00e1c doanh nghi\u1ec7p nh\u1ecf ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 h\u01b0\u1edfng l\u1ee3i t\u1eeb c\u00e1c c\u00f4ng c\u1ee5 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng. Nhi\u1ec1u c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 chi ph\u00ed h\u1ee3p l\u00fd, v\u1edbi c\u00e1c g\u00f3i gi\u00e1 linh ho\u1ea1t ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee7a c\u00e1c t\u1ed5 ch\u1ee9c nh\u1ecf h\u01a1n. V\u1edbi vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng, c\u00e1c doanh nghi\u1ec7p nh\u1ecf c\u00f3 th\u1ec3 n\u00e2ng cao hi\u1ec7u qu\u1ea3, gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd t\u00e0i li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn \u0111\u1ed9i ng\u0169 l\u1edbn ho\u1eb7c h\u1ea1 t\u1ea7ng ph\u1ee9c t\u1ea1p.  <\/p>\n\n<p>Vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng t\u1eeb PDF \u0111ang thay \u0111\u1ed5i c\u00e1ch c\u00e1c doanh nghi\u1ec7p x\u1eed l\u00fd t\u00e0i li\u1ec7u, gi\u00fap quy tr\u00ecnh l\u00e0m vi\u1ec7c tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n v\u00e0 \u00edt sai s\u00f3t h\u01a1n. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 OCR, AI v\u00e0 IDP, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u, cho ph\u00e9p nh\u00e2n vi\u00ean t\u1eadp trung v\u00e0o c\u00e1c nhi\u1ec7m v\u1ee5 c\u00f3 gi\u00e1 tr\u1ecb cao h\u01a1n. V\u1edbi c\u00e1c c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p v\u00e0 chuy\u00ean m\u00f4n nh\u01b0 <a href=\"https:\/\/digi-texx.com\/vi\/\"><strong>DIGI-TEXX<\/strong><\/a> \u0111\u00e3 h\u01b0\u1edbng d\u1eabn \u1edf tr\u00ean, ti\u1ec1m n\u0103ng c\u1ea3i thi\u1ec7n n\u0103ng su\u1ea5t v\u00e0 gi\u1ea3m chi ph\u00ed l\u00e0 v\u00f4 c\u00f9ng l\u1edbn.  <\/p>\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-accent-color\">| <em>\u0110\u1ecdc th\u00eam<\/em>: <\/mark><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em><a href=\"https:\/\/digi-texx.com\/technology\/outsource-data-cleansing-services\/\">Thu\u00ea ngo\u00e0i d\u1ecbch v\u1ee5 d\u1ecdn d\u1eb9p d\u1eef li\u1ec7u \u0111\u1ec3 c\u00f3 th\u00f4ng tin chi ti\u1ebft ch\u00ednh x\u00e1c v\u1ec1 doanh nghi\u1ec7p<\/a><\/em><\/li>\n\n\n\n<li><em><a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/dich-vu-chinh-sua-anh-thuong-mai-dien-tu-chuyen-nghiep-de-tang-cuong-doanh-so-ban-hang-truc-tuyen\/\">D\u1ecbch v\u1ee5 ch\u1ec9nh s\u1eeda \u1ea3nh th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed chuy\u00ean nghi\u1ec7p \u0111\u1ec3 th\u00fac \u0111\u1ea9y doanh s\u1ed1 b\u00e1n h\u00e0ng tr\u1ef1c tuy\u1ebfn c\u1ee7a b\u1ea1n<\/a><\/em><\/li>\n\n\n\n<li><em><a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/dich-vu-chinh-sua-anh-chuyen-nghiep-danh-cho-nhiep-anh-gia\/\">D\u1ecbch V\u1ee5 Ch\u1ec9nh S\u1eeda \u1ea2nh Chuy\u00ean Nghi\u1ec7p D\u00e0nh Cho Nhi\u1ebfp \u1ea2nh Gia<\/a><\/em><\/li>\n<\/ul>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>C\u00e1c c\u00f4ng vi\u1ec7c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i nh\u01b0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng c\u00f3 \u0111ang c\u1ea3n tr\u1edf \u0111\u1ed9i ng\u0169 c\u1ee7a b\u1ea1n? V\u1edbi vi\u1ec7c tr\u00edch &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"T\u1ed1i \u01afu H\u00f3a Quy Tr\u00ecnh L\u00e0m Vi\u1ec7c V\u1edbi Vi\u1ec7c Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u T\u1ef1 \u0110\u1ed9ng T\u1eeb PDF\" class=\"read-more button\" href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/toi-uu-hoa-quy-trinh-lam-viec-voi-viec-trich-xuat-du-lieu-tu-dong-tu-pdf\/#more-25244\" aria-label=\"Read more about T\u1ed1i \u01afu H\u00f3a Quy Tr\u00ecnh L\u00e0m Vi\u1ec7c V\u1edbi Vi\u1ec7c Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u T\u1ef1 \u0110\u1ed9ng T\u1eeb PDF\">Read More<\/a><\/p>\n","protected":false},"author":3,"featured_media":24529,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[50],"tags":[],"class_list":["post-25244","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-techblog-vi","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33"],"acf":[],"_links":{"self":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/posts\/25244","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/comments?post=25244"}],"version-history":[{"count":0,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/posts\/25244\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/media\/24529"}],"wp:attachment":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/media?parent=25244"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/categories?post=25244"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/tags?post=25244"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}