{"id":18527,"date":"2023-10-19T16:34:55","date_gmt":"2023-10-19T09:34:55","guid":{"rendered":"https:\/\/digi-texx.com\/?p=18527"},"modified":"2025-02-20T18:07:28","modified_gmt":"2025-02-20T11:07:28","slug":"__trashed-10","status":"publish","type":"post","link":"https:\/\/digi-texx.com\/vi\/accuracy-in-invoice-data-extractions\/","title":{"rendered":"C\u1ea3i Thi\u1ec7n \u0110\u1ed9 Ch\u00ednh X\u00e1c Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u H\u00f3a \u0110\u01a1n: C\u00e1c C\u00e1ch Tri\u1ec3n Khai Chi\u1ebfn L\u01b0\u1ee3c V\u00e0 T\u1ed1t Nh\u1ea5t"},"content":{"rendered":"\n<p><em>Trong th\u1ebf gi\u1edbi v\u1eadn h\u00e0nh b\u1eb1ng d\u1eef li\u1ec7u ng\u00e0y nay, c\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 tinh g\u1ecdn h\u00f3a ho\u1ea1t \u0111\u1ed9ng. M\u1ed9t l\u0129nh v\u1ef1c then ch\u1ed1t m\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng l\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n. Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n ch\u00ednh x\u00e1c l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 qu\u1ea3n l\u00fd t\u00e0i ch\u00ednh hi\u1ec7u qu\u1ea3, tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh v\u00e0 ra quy\u1ebft \u0111\u1ecbnh. <\/em><\/p>\n\n<p>Tuy nhi\u00ean, \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao trong qu\u00e1 tr\u00ecnh n\u00e0y \u0111\u00f2i h\u1ecfi th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c. Trong b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta s\u1ebd kh\u00e1m ph\u00e1 c\u00e1c c\u00e1ch th\u1ef1c hi\u1ec7n t\u1ed1t nh\u1ea5t v\u00e0 chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a DIGI-TEXX \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c trong vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n.<\/p>\n<style>.kb-image18526_11da28-a7 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image18526_11da28-a7\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"439\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-Banner-Black-740-x-390.jpg\" alt=\"Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u H\u00f3a \u0110\u01a1n\" class=\"kb-img wp-image-18561\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-Banner-Black-740-x-390.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-Banner-Black-740-x-390-300x178.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure><\/div>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tim_Hieu_Tam_Quan_Trong_Cua_Do_Chinh_Xac\"><\/span><strong><strong>T\u00ecm Hi\u1ec3u T\u1ea7m Quan Tr\u1ecdng C\u1ee7a \u0110\u1ed9 Ch\u00ednh X\u00e1c<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Tr\u01b0\u1edbc khi \u0111i s\u00e2u v\u00e0o c\u00e1c chi\u1ebfn l\u01b0\u1ee3c, h\u00e3y c\u00f9ng nh\u1ea5n m\u1ea1nh t\u1ea7m quan tr\u1ecdng c\u1ee7a \u0111\u1ed9 ch\u00ednh x\u00e1c trong vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>S\u1ef1 trung th\u1ef1c v\u00e0 \u0111\u00e1ng tin c\u1eady v\u1ec1 t\u00e0i ch\u00ednh<\/strong><\/li>\n<\/ul>\n\n<p>Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n ch\u00ednh x\u00e1c l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 duy tr\u00ec t\u00ednh li\u00eam ch\u00ednh v\u1ec1 t\u00e0i ch\u00ednh c\u1ee7a t\u1ed5 ch\u1ee9c. D\u1eef li\u1ec7u kh\u00f4ng ch\u00ednh x\u00e1c d\u1eabn \u0111\u1ebfn nh\u1eefng sai l\u1ec7ch v\u1ec1 t\u00e0i ch\u00ednh, l\u1ed7i trong b\u00e1o c\u00e1o t\u00e0i ch\u00ednh v\u00e0 kh\u1ea3 n\u0103ng gian l\u1eadn t\u00e0i ch\u00ednh. Khi h\u1ed3 s\u01a1 t\u00e0i ch\u00ednh b\u1ecb x\u00e2m ph\u1ea1m, l\u00f2ng tin gi\u1eefa c\u00e1c b\u00ean li\u00ean quan, bao g\u1ed3m nh\u00e0 \u0111\u1ea7u t\u01b0, kh\u00e1ch h\u00e0ng v\u00e0 c\u01a1 quan qu\u1ea3n l\u00fd b\u1ecb suy gi\u1ea3m. <\/p>\n\n<p>\u0110\u1ed9 ch\u00ednh x\u00e1c cao trong vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u t\u00e0i ch\u00ednh \u0111\u00e1ng tin c\u1eady.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Tu\u00e2n Th\u1ee7 Quy \u0110\u1ecbnh<\/strong><\/li>\n<\/ul>\n\n<p>Trong nhi\u1ec1u ng\u00e0nh, doanh nghi\u1ec7p ph\u1ea3i tu\u00e2n th\u1ee7 c\u00e1c y\u00eau c\u1ea7u theo quy \u0111\u1ecbnh kh\u1eaft khe chi ph\u1ed1i vi\u1ec7c b\u00e1o c\u00e1o t\u00e0i ch\u00ednh v\u00e0 l\u1eadp h\u1ed3 s\u01a1. Vi\u1ec7c kh\u00f4ng tu\u00e2n th\u1ee7 c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c kho\u1ea3n ti\u1ec1n ph\u1ea1t \u0111\u00e1ng k\u1ec3 v\u00e0 h\u1eadu qu\u1ea3 ph\u00e1p l\u00fd. Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u ch\u00ednh x\u00e1c \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n tu\u00e2n th\u1ee7 n\u00e0y, gi\u1ea3m thi\u1ec3u r\u1ee7i ro vi ph\u1ea1m quy \u0111\u1ecbnh.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Hi\u1ec7u Qu\u1ea3 Ho\u1ea1t \u0110\u1ed9ng<\/strong><\/li>\n<\/ul>\n\n<p>r\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n ch\u00ednh x\u00e1c g\u00f3p ph\u1ea7n \u0111\u00e1ng k\u1ec3 v\u00e0o hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t ch\u00ednh x\u00e1c gi\u00fap gi\u1ea3m thi\u1ec3u nhu c\u1ea7u can thi\u1ec7p v\u00e0 s\u1eeda ch\u1eefa th\u1ee7 c\u00f4ng, do \u0111\u00f3 \u0111\u1ea9y nhanh chu k\u1ef3 x\u1eed l\u00fd h\u00f3a \u0111\u01a1n. Hi\u1ec7u qu\u1ea3 n\u00e0y chuy\u1ec3n th\u00e0nh ti\u1ebft ki\u1ec7m chi ph\u00ed do \u00edt c\u1ea7n nh\u00e2n l\u1ef1c h\u01a1n \u0111\u1ec3 x\u00e1c minh v\u00e0 \u0111\u1ed1i chi\u1ebfu d\u1eef li\u1ec7u.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>H\u1ed7 tr\u1ee3 quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3<\/strong><\/li>\n<\/ul>\n\n<p>D\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao l\u00e0 n\u1ec1n t\u1ea3ng cho vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3. D\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n ch\u00ednh x\u00e1c cung c\u1ea5p cho t\u1ed5 ch\u1ee9c s\u1ef1 tin t\u01b0\u1edfng \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t d\u1ef1a tr\u00ean th\u00f4ng tin t\u00e0i ch\u00ednh theo th\u1eddi gian th\u1ef1c. Cho d\u00f9 \u0111\u00f3 l\u00e0 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 nh\u00e0 cung c\u1ea5p, t\u1ed1i \u01b0u h\u00f3a d\u00f2ng ti\u1ec1n hay \u0111\u00e1nh gi\u00e1 ph\u00e2n b\u1ed5 ng\u00e2n s\u00e1ch, d\u1eef li\u1ec7u ch\u00ednh x\u00e1c \u0111\u1ec1u r\u1ea5t quan tr\u1ecdng cho vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"439\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-01.jpg\" alt=\"Tr&#xED;ch Xu&#x1EA5;t D&#x1EEF; Li&#x1EC7;u H&#xF3;a &#x110;&#x1A1;n\" class=\"wp-image-18534\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-01.jpg 780w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-01-300x169.jpg 300w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-01-768x432.jpg 768w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/figure><\/div>\n<ul class=\"wp-block-list\">\n<li><strong>Qu\u1ea3n l\u00fd d\u00f2ng ti\u1ec1n \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n<\/strong><\/li>\n<\/ul>\n\n<p>Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n ch\u00ednh x\u00e1c \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn qu\u1ea3n l\u00fd d\u00f2ng ti\u1ec1n. Th\u00f4ng tin ch\u00ednh x\u00e1c v\u1ec1 c\u00e1c kho\u1ea3n ph\u1ea3i thu v\u00e0 ph\u1ea3i tr\u1ea3 cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c d\u1ef1 b\u00e1o d\u00f2ng ti\u1ec1n ch\u00ednh x\u00e1c h\u01a1n. \u0110i\u1ec1u n\u00e0y gi\u00fap c\u00e1c doanh nghi\u1ec7p l\u1eadp k\u1ebf ho\u1ea1ch hi\u1ec7u qu\u1ea3 cho c\u00e1c kho\u1ea3n \u0111\u1ea7u t\u01b0 t\u01b0\u01a1ng lai, qu\u1ea3n l\u00fd n\u1ee3 v\u00e0 nhu c\u1ea7u v\u1ed1n l\u01b0u \u0111\u1ed9ng.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ki\u1ec3m to\u00e1n v\u00e0 Qu\u1ea3n l\u00fd R\u1ee7i Ro<\/strong><\/li>\n<\/ul>\n\n<p>D\u1eef li\u1ec7u ch\u00ednh x\u00e1c l\u00e0 c\u1ea7n thi\u1ebft cho c\u00e1c cu\u1ed9c ki\u1ec3m to\u00e1n n\u1ed9i b\u1ed9 v\u00e0 b\u00ean ngo\u00e0i. Ki\u1ec3m to\u00e1n tr\u1edf n\u00ean \u0111\u01a1n gi\u1ea3n h\u01a1n khi h\u1ed3 s\u01a1 t\u00e0i ch\u00ednh kh\u00f4ng c\u00f3 l\u1ed7i v\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c th\u1ec3 hi\u1ec7n s\u1ef1 tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh t\u00e0i ch\u00ednh v\u00e0 ki\u1ec3m so\u00e1t n\u1ed9i b\u1ed9. Ngo\u00e0i ra, tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u ch\u00ednh x\u00e1c c\u00f2n h\u1ed7 tr\u1ee3 trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c r\u1ee7i ro v\u00e0 l\u1ed7 h\u1ed5ng ti\u1ec1m \u1ea9n v\u1ec1 t\u00e0i ch\u00ednh, cho ph\u00e9p gi\u1ea3m thi\u1ec3u r\u1ee7i ro k\u1ecbp th\u1eddi.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n t\u00edch D\u1eef li\u1ec7u<\/strong><\/li>\n<\/ul>\n\n<p>Trong b\u1ed1i c\u1ea3nh kinh doanh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u hi\u1ec7n nay, tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n ch\u00ednh x\u00e1c l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c nh\u1eefng ph\u00e2n t\u00edch \u00fd ngh\u0129a. D\u1eef li\u1ec7u ch\u00ednh x\u00e1c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xu h\u01b0\u1edbng, t\u1ed1i \u01b0u h\u00f3a m\u1ed1i quan h\u1ec7 v\u1edbi nh\u00e0 cung c\u1ea5p, th\u01b0\u01a1ng l\u01b0\u1ee3ng c\u00e1c \u0111i\u1ec1u kho\u1ea3n t\u1ed1t h\u01a1n v\u00e0 kh\u00e1m ph\u00e1 c\u00e1c c\u01a1 h\u1ed9i ti\u1ebft ki\u1ec7m chi ph\u00ed. Nh\u1eefng hi\u1ec3u bi\u1ebft n\u00e0y th\u00fac \u0111\u1ea9y t\u0103ng tr\u01b0\u1edfng kinh doanh v\u00e0 kh\u1ea3 n\u0103ng c\u1ea1nh tranh.  <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Gi\u1ea3m Thi\u1ebfu Chi Ph\u00ed<\/strong><\/li>\n<\/ul>\n\n<p>Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u ch\u00ednh x\u00e1c gi\u00fap gi\u1ea3m thi\u1ec3u chi ph\u00ed li\u00ean quan \u0111\u1ebfn nh\u1eadp d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng, s\u1eeda l\u1ed7i v\u00e0 gi\u1ea3i quy\u1ebft tranh ch\u1ea5p. N\u00f3 gi\u1ea3m thi\u1ec3u nhu c\u1ea7u trao \u0111\u1ed5i qua l\u1ea1i v\u1edbi nh\u00e0 cung c\u1ea5p ho\u1eb7c kh\u00e1ch h\u00e0ng v\u1ec1 nh\u1eefng sai s\u00f3t tr\u00ean h\u00f3a \u0111\u01a1n, ti\u1ebft ki\u1ec7m c\u1ea3 th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cach_Trien_Khai_Tot_Nhat_De_Cai_Thien_Do_Chinh_Xac\"><\/span><strong><strong>C\u00e1ch Tri\u1ec3n Khai T\u1ed1t Nh\u1ea5t \u0110\u1ec3 C\u1ea3i Thi\u1ec7n \u0110\u1ed9 Ch\u00ednh X\u00e1c<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>C\u00f9ng v\u1edbi s\u1ef1 thay \u0111\u1ed5i c\u1ee7a th\u1ebf gi\u1edbi nh\u1edd chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1, \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a d\u1eef li\u1ec7u \u0111\u00f3ng vai tr\u00f2 kh\u00f4ng th\u1ec3 thay th\u1ebf trong vi\u1ec7c \u0111\u1ea3m b\u1ea3o t\u00ednh to\u00e0n v\u1eb9n v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t t\u1eeb m\u1ed7i h\u00f3a \u0111\u01a1n. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 c\u00e1ch th\u1ef1c hi\u1ec7n \u0111\u1ec3 n\u00e2ng cao t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong c\u00e1c quy tr\u00ecnh t\u00e0i ch\u00ednh.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"439\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-02.jpg\" alt=\"Tr&#xED;ch Xu&#x1EA5;t D&#x1EEF; Li&#x1EC7;u H&#xF3;a &#x110;&#x1A1;n\" class=\"wp-image-18537\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-02.jpg 780w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-02-300x169.jpg 300w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-02-768x432.jpg 768w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/figure><\/div>\n<ul class=\"wp-block-list\">\n<li><strong>\u0110\u1ea7u t\u01b0 v\u00e0o C\u00f4ng ngh\u1ec7 OCR Ti\u00ean Ti\u1ebfn<\/strong><\/li>\n<\/ul>\n\n<p>Ph\u1ea7n m\u1ec1m OCR Ch\u1ea5t l\u01b0\u1ee3ng Cao: \u0110\u1ea7u t\u01b0 v\u00e0o ph\u1ea7n m\u1ec1m Nh\u1eadn d\u1ea1ng K\u00fd t\u1ef1 Quang h\u1ecdc (OCR) ti\u00ean ti\u1ebfn. C\u00f4ng ngh\u1ec7 OCR ch\u1ea5t l\u01b0\u1ee3ng cao c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i ch\u00ednh x\u00e1c v\u0103n b\u1ea3n \u0111\u01b0\u1ee3c qu\u00e9t ho\u1eb7c in tr\u00ean h\u00f3a \u0111\u01a1n h\u00f3a \u0111\u01a1n th\u00e0nh d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01b0\u1ee3c b\u1eb1ng m\u00e1y.<\/p>\n\n<p>X\u1eed l\u00fd \u1ea2nh OCR: \u00c1p d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt x\u1eed l\u00fd tr\u01b0\u1edbc \u0111\u1ec3 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c qu\u00e9t. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m lo\u1ea1i b\u1ecf nhi\u1ec5u (noise), \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ed9 t\u01b0\u01a1ng ph\u1ea3n (contrast) v\u00e0 hi\u1ec7u ch\u1ec9nh \u0111\u1ed9 nghi\u00eang (skew) ho\u1eb7c m\u00e9o m\u00f3 (distorion).<\/p>\n\n<p>H\u1ed7 tr\u1ee3 Nhi\u1ec1u Ng\u00f4n ng\u1eef: \u0110\u1ea3m b\u1ea3o ph\u1ea7n m\u1ec1m OCR c\u1ee7a b\u1ea1n h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u00f4n ng\u1eef v\u00e0 b\u1ed9 k\u00fd t\u1ef1 kh\u00e1c nhau \u0111\u1ec3 x\u1eed l\u00fd h\u00f3a \u0111\u01a1n t\u1eeb c\u00e1c v\u00f9ng mi\u1ec1n.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n lo\u1ea1i T\u00e0i li\u1ec7u<\/strong><\/li>\n<\/ul>\n\n<p>Nh\u1eadn d\u1ea1ng Lo\u1ea1i T\u00e0i li\u1ec7u (Document Type Recognition): S\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e2n lo\u1ea1i h\u00f3a \u0111\u01a1n theo lo\u1ea1i (v\u00ed d\u1ee5: h\u00f3a \u0111\u01a1n b\u00e1n h\u00e0ng, h\u00f3a \u0111\u01a1n mua h\u00e0ng, bi\u00ean lai). \u0110i\u1ec1u n\u00e0y gi\u00fap \u00e1p d\u1ee5ng c\u00e1c quy t\u1eafc tr\u00edch xu\u1ea5t ch\u00ednh x\u00e1c cho t\u1eebng lo\u1ea1i t\u00e0i li\u1ec7u.<\/p>\n\n<p>\u0110\u1ecbnh tuy\u1ebfn T\u1ef1 \u0111\u1ed9ng (Automated Routing): Sau khi \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i, h\u1ec7 th\u1ed1ng s\u1ebd t\u1ef1 \u0111\u1ed9ng \u0111\u1ecbnh tuy\u1ebfn h\u00f3a \u0111\u01a1n \u0111\u1ebfn c\u00e1c lu\u1ed3ng x\u1eed l\u00fd ph\u00f9 h\u1ee3p d\u1ef1a tr\u00ean lo\u1ea1i c\u1ee7a ch\u00fang.<\/p>\n\n<p>N\u00e2ng Cao Ch\u1ea5t L\u01b0\u1ee3ng H\u00f3a \u0110\u01a1n Nh\u1eadp (Enhancing the input invoice) li\u00ean quan \u0111eens vi\u1ec7c n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 t\u00ednh r\u00f5 r\u00e0ng c\u1ee7a h\u00f3a \u0111\u01a1n ngay khi nh\u1eadn \u0111\u01b0\u1ee3c. \u0110i\u1ec1u n\u00e0y c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u v\u00e0 gi\u00fap tinh g\u1ecdn to\u00e0n b\u1ed9 quy tr\u00ecnh h\u00f3a \u0111\u01a1n.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u1ea1o m\u1eabu tr\u00edch xu\u1ea5t<\/strong><\/li>\n<\/ul>\n\n<p>T\u1ea1o M\u1eabu T\u00f9y Ch\u1ec9nh: Ph\u00e1t tri\u1ec3n c\u00e1c m\u1eabu t\u00f9y ch\u1ec9nh cho c\u00e1c \u0111\u1ecbnh d\u1ea1ng h\u00f3a \u0111\u01a1n kh\u00e1c nhau m\u00e0 t\u1ed5 ch\u1ee9c b\u1ea1n th\u01b0\u1eddng nh\u1eadn \u0111\u01b0\u1ee3c. M\u1eabu n\u00e0y ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t b\u1ea3n h\u01b0\u1edbng d\u1eabn chi ti\u1ebft cho qu\u00e1 tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c tr\u01b0\u1eddng d\u1eef li\u1ec7u quan tr\u1ecdng tr\u00ean h\u00f3a \u0111\u01a1n.<\/p>\n\n<p>S\u1eed d\u1ee5ng AI \u0111\u1ec3 H\u1ecdc M\u1eabu : T\u00edch h\u1ee3p c\u00e1c thu\u1eadt to\u00e1n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi t\u1eeb c\u00e1c h\u00f3a \u0111\u01a1n tr\u01b0\u1edbc \u0111\u00f3 \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng th\u00edch \u1ee9ng v\u00e0 c\u1ea3i thi\u1ec7n vi\u1ec7c nh\u1eadn d\u1ea1ng m\u1eabu theo th\u1eddi gian.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>X\u00e1c Th\u1ef1c D\u1eef Li\u1ec7u<\/strong><\/li>\n<\/ul>\n\n<p>Quy t\u1eafc X\u00e1c Th\u1ef1c D\u1eef Li\u1ec7u: Thi\u1ebft l\u1eadp c\u00e1c quy t\u1eafc x\u00e1c th\u1ef1c \u0111\u1ec3 ki\u1ec3m tra ch\u00e9o d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t v\u1edbi c\u00e1c ti\u00eau ch\u00ed \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc. V\u00ed d\u1ee5,. Ki\u1ec3m tra xem s\u1ed1 h\u00f3a \u0111\u01a1n c\u00f3 kh\u1edbp v\u1edbi \u0111\u01a1n \u0111\u1eb7t h\u00e0ng hay t\u1ed5ng s\u1ed1 ti\u1ec1n tr\u00ean h\u00f3a \u0111\u01a1n c\u00f3 kh\u1edbp v\u1edbi t\u1ed5ng t\u1ea5t c\u1ea3 chi ti\u1ebft theo d\u00f2ng m\u1ee5c.<\/p>\n\n<p>X\u1eed l\u00fd nh\u1eefng ngo\u1ea1i l\u1ec7: \u00c1p d\u1ee5ng c\u01a1 ch\u1ebf x\u1eed l\u00fd ngo\u1ea1i l\u1ec7 cho d\u1eef li\u1ec7u kh\u00f4ng v\u01b0\u1ee3t qua ki\u1ec3m tra x\u00e1c th\u1ef1c. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p nh\u00e2n vi\u00ean c\u00f3 th\u1ea9m quy\u1ec1n ki\u1ec3m tra v\u00e0 s\u1eeda ch\u1eefa th\u1ee7 c\u00f4ng c\u00e1c sai l\u1ec7ch.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>H\u1ecdc M\u00e1y (ML) v\u00e0 Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o (AI)<\/strong><\/li>\n<\/ul>\n\n<p>M\u00f4 h\u00ecnh H\u1ecdc M\u00e1y: S\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 li\u00ean t\u1ee5c c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u. C\u00e1c m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 ph\u00e2n t\u00edch c\u00e1c m\u1eabu h\u00f3a \u0111\u01a1n m\u1edbi v\u00e0 c\u00e1c tr\u01b0\u1eddng h\u1ee3p ngo\u1ea1i l\u1ec7 \u0111\u00e3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd th\u1ee7 c\u00f4ng \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u1ecdc h\u1ecfi v\u00e0 th\u00edch \u1ee9ng.<\/p>\n\n<p>G\u1eafn nh\u00e3n D\u1eef Li\u1ec7u v\u00e0 Hu\u1ea5n Luy\u1ec7n: S\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y. D\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y nh\u1eadn d\u1ea1ng c\u00e1c m\u1eabu v\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n<p>X\u1eed l\u00fd Ng\u00f4n ng\u1eef T\u1ef1 nhi\u00ean (NLP): S\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt NLP \u0111\u1ec3 hi\u1ec3u v\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u v\u0103n b\u1ea3n phi c\u1ea5u tr\u00fac, ch\u1eb3ng h\u1ea1n nh\u01b0 m\u00f4 t\u1ea3 s\u1ea3n ph\u1ea9m ho\u1eb7c d\u1ecbch v\u1ee5 tr\u00ean h\u00f3a \u0111\u01a1n, ghi ch\u00fa ho\u1eb7c nh\u1eadn x\u00e9t.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u1eadn d\u1ee5ng Gi\u00e1m S\u00e1t c\u1ee7a Con Ng\u01b0\u1eddi<\/strong><\/li>\n<\/ul>\n\n<p>Ki\u1ec3m tra B\u1eb1ng Con Ng\u01b0\u1eddi: K\u1ebft h\u1ee3p b\u01b0\u1edbc ki\u1ec3m tra c\u1ee7a con ng\u01b0\u1eddi v\u00e0o quy tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 t\u00ednh ch\u00ednh x\u00e1c. Nh\u00e2n vi\u00ean c\u00f3 kinh nghi\u1ec7m c\u00f3 th\u1ec3 xem x\u00e9t c\u00e1c h\u00f3a \u0111\u01a1n \u0111\u01b0\u1ee3c \u0111\u00e1nh d\u1ea5u ngo\u1ea1i l\u1ec7 v\u00e0 c\u00e1c tr\u01b0\u1eddng h\u1ee3p nghi ng\u1edd kh\u00e1c.<\/p>\n\n<p>C\u01a1 ch\u1ebf Ph\u1ea3n H\u1ed3i: Khuy\u1ebfn kh\u00edch ng\u01b0\u1eddi ki\u1ec3m tra b\u1eb1ng con ng\u01b0\u1eddi cung c\u1ea5p ph\u1ea3n h\u1ed3i tr\u00ean c\u00e1c l\u1ed7i tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u. Ph\u1ea3n h\u1ed3i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ec3 tinh ch\u1ec9nh c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y v\u00e0 c\u1eadp nh\u1eadt c\u00e1c quy t\u1eafc x\u00e1c th\u1ef1c, gi\u00fap gi\u1ea3m thi\u1ec3u l\u1ed7i trong t\u01b0\u01a1ng lai.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Chu\u1ea9n h\u00f3a D\u1eef Li\u1ec7u<\/strong><\/li>\n<\/ul>\n\n<p>\u0110\u1ecbnh d\u1ea1ng D\u1eef Li\u1ec7u (Data Normalization): \u00c1p d\u1ee5ng c\u00e1c quy t\u1eafc th\u1ed1ng nh\u1ea5t \u0111\u1ec3 \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c h\u00f3a \u0111\u01a1n. Bao g\u1ed3m \u0111\u1ecbnh d\u1ea1ng ng\u00e0y th\u00e1ng chu\u1ea9n, k\u00fd hi\u1ec7u ti\u1ec1n t\u1ec7 v\u00e0 \u0111\u01a1n v\u1ecb \u0111o l\u01b0\u1eddng. B\u1eb1ng c\u00e1ch chu\u1ea9n h\u00f3a s\u1ebd gi\u00fap gi\u1ea3m l\u1ed7i g\u00e2y ra b\u1edfi d\u1eef li\u1ec7u kh\u00f4ng nh\u1ea5t qu\u00e1n<\/p>\n\n<p>X\u1eed l\u00fd C\u00e1c Bi\u1ebfn Th\u1ec3: I\u00c1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c c\u00e1ch tr\u00ecnh b\u00e0y d\u1eef li\u1ec7u kh\u00e1c nhau tr\u00ean h\u00f3a \u0111\u01a1n nh\u01b0: vi\u1ebft t\u1eaft, t\u1eeb \u0111\u1ed3ng ngh\u0129a, hay \u0111\u1ed3ng \u00e2m.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cai_Tien_Lien_Tuc_Do_Chinh_Xac_Trich_Xuat_Du_Lieu_Hoa_Don\"><\/span><strong><strong>C\u1ea3i Ti\u1ebfn Li\u00ean T\u1ee5c \u0110\u1ed9 Ch\u00ednh X\u00e1c Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u H\u00f3a \u0110\u01a1n<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>C\u00f4ng ngh\u1ec7 \u0111\u1ed5i m\u1edbi li\u00ean t\u1ee5c ph\u00e1t tri\u1ec3n \u0111\u1ec3 n\u00e2ng cao qu\u00e1 tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a. Do \u0111\u00f3, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 \u0111\u1ea3m b\u1ea3o quy tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n theo th\u1eddi gian.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>V\u00f2ng L\u1eb7p Ph\u1ea3n H\u1ed3i<\/strong><\/li>\n<\/ul>\n\n<p>Thi\u1ebft l\u1eadp c\u00e1c v\u00f2ng l\u1eb7p ph\u1ea3n h\u1ed3i \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u v\u1ec1 c\u00e1c l\u1ed7i tr\u00edch xu\u1ea5t v\u00e0 sai l\u1ec7ch. S\u1eed d\u1ee5ng d\u1eef li\u1ec7u n\u00e0y \u0111\u1ec3 tinh ch\u1ec9nh v\u00e0 c\u1ea3i thi\u1ec7n c\u00e1c thu\u1eadt to\u00e1n tr\u00edch xu\u1ea5t c\u1ee7a b\u1ea1n.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0110\u00e0o T\u1ea1o, C\u1eadp Nh\u1eadt v\u00e0 B\u1ea3o Tr\u00ec \u0110\u1ecbnh K\u1ef3<\/strong><\/li>\n<\/ul>\n\n<p>Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o h\u1ec7 th\u1ed1ng tr\u00edch xu\u1ea5t c\u1ee7a b\u1ea1n b\u1eb1ng d\u1eef li\u1ec7u m\u1edbi v\u00e0 c\u00e1c m\u1eabu h\u00f3a \u0111\u01a1n m\u1edbi. \u0110i\u1ec1u n\u00e0y \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng lu\u00f4n c\u1eadp nh\u1eadt v\u00e0 ch\u00ednh x\u00e1c.<\/p>\n\n<p>C\u1eadp nh\u1eadt Ph\u1ea7n M\u1ec1m v\u00e0 Thu\u1eadt To\u00e1n: Gi\u1eef cho ph\u1ea7n m\u1ec1m tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u v\u00e0 c\u00e1c thu\u1eadt to\u00e1n c\u1ee7a b\u1ea1n lu\u00f4n c\u1eadp nh\u1eadt v\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t v\u1ec1 c\u00f4ng ngh\u1ec7 OCR, h\u1ecdc m\u00e1y v\u00e0 AI.<\/p>\n\n<p>H\u1ec7 Th\u1ed1ng Th\u00edch Nghi: X\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 th\u00edch \u1ee9ng v\u1edbi c\u00e1c b\u1ed1 c\u1ee5c h\u00f3a \u0111\u01a1n v\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u thay \u0111\u1ed5i m\u00e0 kh\u00f4ng c\u1ea7n c\u1ea5u h\u00ecnh l\u1ea1i r\u1ed9ng r\u00e3i.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ki\u1ec3m \u0110\u1ecbnh Ch\u1ea5t L\u01b0\u1ee3ng v\u00e0 Ki\u1ec3m Tra<\/strong><\/li>\n<\/ul>\n\n<p>M\u00f4i Tr\u01b0\u1eddng Ki\u1ec3m Th\u1eed: Duy tr\u00ec c\u00e1c m\u00f4i tr\u01b0\u1eddng ki\u1ec3m th\u1eed ri\u00eang bi\u1ec7t n\u01a1i c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u v\u1edbi c\u00e1c m\u1eabu h\u00f3a \u0111\u01a1n tr\u01b0\u1edbc khi tri\u1ec3n khai c\u00e1c thay \u0111\u1ed5i trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/p>\n\n<p>Ph\u00e2n T\u00edch So S\u00e1nh (Benchmarking): Li\u00ean t\u1ee5c \u0111\u00e1nh gi\u00e1 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a h\u1ec7 th\u1ed1ng tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n theo c\u00e1c ti\u00eau chu\u1ea9n c\u1ee7a ng\u00e0nh v\u00e0 c\u00e1c \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c l\u0129nh v\u1ef1c c\u1ea7n c\u1ea3i thi\u1ec7n.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Phan_Mem_Pho_Bien_de_Trich_Xuat_Du_Lieu_Hoa_Don\"><\/span><strong><strong>Ph\u1ea7n M\u1ec1m Ph\u1ed5 Bi\u1ebfn \u0111\u1ec3 Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u H\u00f3a \u0110\u01a1n<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Ph\u1ea7n m\u1ec1m tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh thu th\u1eadp th\u00f4ng tin c\u1ea7n thi\u1ebft t\u1eeb h\u00f3a \u0111\u01a1n, bao g\u1ed3m s\u1ed1 h\u00f3a \u0111\u01a1n, ng\u00e0y th\u00e1ng, c\u00e1c chi ti\u1ebft theo t\u1eebng d\u00f2ng m\u1ee5c v\u00e0 th\u00f4ng tin thanh to\u00e1n. C\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 Nh\u1eadn d\u1ea1ng K\u00fd t\u1ef1 Quang h\u1ecdc (OCR), h\u1ecdc m\u00e1y v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c cao<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"439\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-04.jpg\" alt=\"Tr&#xED;ch Xu&#x1EA5;t D&#x1EEF; Li&#x1EC7;u H&#xF3;a &#x110;&#x1A1;n\" class=\"wp-image-18543\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-04.jpg 780w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-04-300x169.jpg 300w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Invoice-Data-Extraction-04-768x432.jpg 768w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/figure><\/div>\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/www.abbyy.com\/flexicapture\/\" target=\"_blank\" rel=\"noopener\">ABBYY FlexiCapture<\/a><\/strong>: ABBYY&#8217;s FlexiCapture l\u00e0 gi\u1ea3i ph\u00e1p linh ho\u1ea1t \u0111\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u v\u00e0 x\u1eed l\u00fd t\u00e0i li\u1ec7u, v\u01b0\u1ee3t tr\u1ed9i trong vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb h\u00f3a \u0111\u01a1n, bi\u00ean lai v\u00e0 c\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u kh\u00e1c nhau.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.kofax.com\/products\/totalagility\" target=\"_blank\" rel=\"noopener\">Kofax TotalAgility<\/a><\/strong>: Kofax cung c\u1ea5p n\u1ec1n t\u1ea3ng t\u1ef1 \u0111\u1ed9ng h\u00f3a th\u00f4ng minh to\u00e0n di\u1ec7n bao g\u1ed3m c\u00e1c kh\u1ea3 n\u0103ng x\u1eed l\u00fd h\u00f3a \u0111\u01a1n, t\u1eadn d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 h\u1ecdc m\u00e1y.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/rossum.ai\/\" target=\"_blank\" rel=\"noopener\">Rossum<\/a><\/strong>: N\u1ec1n t\u1ea3ng tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u nh\u1eadn th\u1ee9c c\u1ee7a Rossum chuy\u00ean v\u1ec1 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb h\u00f3a \u0111\u01a1n v\u1edbi tr\u1ecdng t\u00e2m v\u00e0o t\u00ednh linh ho\u1ea1t v\u00e0 d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.concur.com\/en-us\/invoice-management\" target=\"_blank\" rel=\"noopener\">SAP Concur<\/a><\/strong>: Gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd h\u00f3a \u0111\u01a1n c\u1ee7a SAP Concur \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a to\u00e0n b\u1ed9 quy tr\u00ecnh h\u00f3a \u0111\u01a1n, t\u1eeb g\u1eedi \u0111\u1ebfn thanh to\u00e1n, b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 OCR v\u00e0 AI ti\u00ean ti\u1ebfn.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/digi-texx.com\/vi\/digi-xtract\/\">DIGI-XTRACT<\/a><\/strong>: Gi\u1ea3i ph\u00e1p X\u1eed l\u00fd T\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 H\u1ecdc m\u00e1y v\u00e0 H\u1ecdc s\u00e2u \u0111\u1ec3 th\u1ef1c hi\u1ec7n ph\u00e2n lo\u1ea1i t\u00e0i li\u1ec7u, tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u v\u00e0 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng cho c\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u kh\u00e1c nhau.<\/li>\n<\/ul>\n\n<p>Khi l\u1ef1a ch\u1ecdn gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n, h\u00e3y c\u00e2n nh\u1eafc c\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a doanh nghi\u1ec7p b\u1ea1n, kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 ng\u00e2n s\u00e1ch. B\u00ean c\u1ea1nh \u0111\u00f3, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a ph\u1ea7n m\u1ec1m. H\u1ea7u h\u1ebft c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u1ec1u cung c\u1ea5p b\u1ea3n demo ho\u1eb7c b\u1ea3n d\u00f9ng th\u1eed mi\u1ec5n ph\u00ed \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 t\u1ef1 m\u00ecnh tr\u1ea3i nghi\u1ec7m ph\u1ea7n m\u1ec1m.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Dau_Tu_Vao_Trich_Xuat_Du_Lieu_Hoa_Don_Chinh_Xac_La_Dau_Tu_Cho_Thanh_Cong_Tuong_Lai_Cua_Doanh_Nghiep\"><\/span><strong><strong>\u0110\u1ea7u T\u01b0 V\u00e0o Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u H\u00f3a \u0110\u01a1n Ch\u00ednh X\u00e1c L\u00e0 \u0110\u1ea7u T\u01b0 Cho Th\u00e0nh C\u00f4ng T\u01b0\u01a1ng Lai C\u1ee7a Doanh Nghi\u1ec7p<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>C\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c trong vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u h\u00f3a \u0111\u01a1n r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi t\u00ednh to\u00e0n v\u1eb9n v\u1ec1 t\u00e0i ch\u00ednh, tu\u00e2n th\u1ee7 v\u00e0 hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p b\u1ea1n. B\u1eb1ng c\u00e1ch tu\u00e2n theo c\u00e1c quy tr\u00ecnh th\u1ef1c ti\u1ec5n t\u1ed1t nh\u1ea5t nh\u01b0 ch\u1ecdn \u0111\u00fang ph\u1ea7n m\u1ec1m, th\u1ef1c hi\u1ec7n ki\u1ec3m tra x\u00e1c th\u1ef1c v\u00e0 t\u1eadn d\u1ee5ng h\u1ecdc m\u00e1y, b\u1ea1n c\u00f3 th\u1ec3 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c. <\/p>\n\n<p>Ngo\u00e0i ra, c\u00e1c chi\u1ebfn l\u01b0\u1ee3c nh\u01b0 v\u00f2ng l\u1eb7p ph\u1ea3n h\u1ed3i, \u0111\u00e0o t\u1ea1o th\u01b0\u1eddng xuy\u00ean v\u00e0 ph\u00e2n t\u00edch \u0111\u00e1nh gi\u00e1 gi\u00fap \u0111\u1ea3m b\u1ea3o quy tr\u00ecnh tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n theo th\u1eddi gian. \u00c1p d\u1ee5ng nh\u1eefng c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y s\u1ebd kh\u00f4ng ch\u1ec9 gi\u00fap t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed m\u00e0 c\u00f2n cung c\u1ea5p cho b\u1ea1n d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n.<\/p>\n<div class=\"gb-container gb-container-dd33a887\">\n\n<p class=\"gb-headline gb-headline-f9e646b0 gb-headline-text\">B\u00c0I VI\u1ebeT D\u01af\u1edaI S\u1ef0 T\u01af V\u1ea4N C\u1ee6A<\/p>\n\n\n\n<figure class=\"gb-block-image gb-block-image-f9378020\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"gb-image gb-image-f9378020 is-style-rounded\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Anh-Pham-Quoc-Dung-Post.png\" alt=\"Anh Pham Quoc Dung\" title=\"Anh Pham Quoc Dung B\u00c0I VI\u1ebeT\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Anh-Pham-Quoc-Dung-Post.png 300w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/10\/Anh-Pham-Quoc-Dung-Post-150x150.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n\n\n\n<p class=\"gb-headline gb-headline-fcd25c3e gb-headline-text\">PHAM QUOC DUNG<\/p>\n\n\n<div class=\"gb-container gb-container-6fd2dad0\">\n\n<span class=\"gb-button gb-button-1d17f4b0 gb-button-text\">TECHNOLOGY DIRECTOR AT DIGI-TEXX VIETNAM<\/span>\n\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Trong th\u1ebf gi\u1edbi v\u1eadn h\u00e0nh b\u1eb1ng d\u1eef li\u1ec7u ng\u00e0y nay, c\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 tinh &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"C\u1ea3i Thi\u1ec7n \u0110\u1ed9 Ch\u00ednh X\u00e1c Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u H\u00f3a \u0110\u01a1n: C\u00e1c C\u00e1ch Tri\u1ec3n Khai Chi\u1ebfn L\u01b0\u1ee3c V\u00e0 T\u1ed1t Nh\u1ea5t\" class=\"read-more button\" href=\"https:\/\/digi-texx.com\/vi\/accuracy-in-invoice-data-extractions\/#more-18527\" aria-label=\"Read more about C\u1ea3i Thi\u1ec7n \u0110\u1ed9 Ch\u00ednh X\u00e1c Tr\u00edch Xu\u1ea5t D\u1eef Li\u1ec7u H\u00f3a \u0110\u01a1n: C\u00e1c C\u00e1ch Tri\u1ec3n Khai Chi\u1ebfn L\u01b0\u1ee3c V\u00e0 T\u1ed1t Nh\u1ea5t\">Read More<\/a><\/p>\n","protected":false},"author":3,"featured_media":18549,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[50],"tags":[],"class_list":["post-18527","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\/18527","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=18527"}],"version-history":[{"count":0,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/posts\/18527\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/media\/18549"}],"wp:attachment":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/media?parent=18527"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/categories?post=18527"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/tags?post=18527"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}