{"id":20976,"date":"2023-11-07T16:02:57","date_gmt":"2023-11-07T09:02:57","guid":{"rendered":"https:\/\/digi-texx.com\/case-studies\/phat-hien-va-dan-nhan-doi-tuong-trong-nganh-xay-dung\/"},"modified":"2025-06-13T17:41:14","modified_gmt":"2025-06-13T10:41:14","slug":"phat-hien-va-dan-nhan-doi-tuong-trong-nganh-xay-dung","status":"publish","type":"case-studies","link":"https:\/\/digi-texx.com\/vi\/case-studies\/phat-hien-va-dan-nhan-doi-tuong-trong-nganh-xay-dung\/","title":{"rendered":"Ph\u00e1t hi\u1ec7n v\u00e0 D\u00e1n Nh\u00e3n \u0110\u1ed1i T\u01b0\u1ee3ng Trong Ng\u00e0nh X\u00e2y D\u1ef1ng"},"content":{"rendered":"
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<\/span>TH\u00c1CH TH\u1ee8C T\u1eea DOANH NGHI\u1ec6P<\/span><\/h2>\n\n\n\n

<\/span>V\u1ec1 Kh\u00e1ch H\u00e0ng V\u00e0 D\u1ef1 \u00c1n<\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/h3>\n\n\n\n

Kh\u00e1ch h\u00e0ng c\u1ee7a ch\u00fang t\u00f4i l\u00e0 m\u1ed9t c\u00f4ng ty chuy\u00ean v\u1ec1 AI v\u00e0 Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (Computer Vision) trong l\u0129nh v\u1ef1c x\u00e2y d\u1ef1ng. H\u1ecd \u0111\u00e3 c\u00f3 \u0111\u01b0\u1ee3c nh\u1eefng th\u00e0nh t\u1ef1u v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p trong ng\u00e0nh x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean AI, s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i h\u00ecnh \u1ea3nh \u0111\u00e3 ch\u1ee5p th\u00e0nh th\u00f4ng tin chi ti\u1ebft h\u1eefu \u00edch, \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c v\u1ec1 tr\u1ea1ng th\u00e1i d\u1ef1 \u00e1n \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm l\u1ed7i v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch kh\u1eafc ph\u1ee5c ngay l\u1eadp t\u1ee9c.<\/p>\n\n\n\n

Ng\u00e0nh x\u00e2y d\u1ef1ng t\u1eeb l\u00e2u \u0111\u00e3 ph\u1ea3i v\u1eadt l\u1ed9n v\u1edbi th\u00e1ch th\u1ee9c trong vi\u1ec7c theo d\u00f5i ti\u1ebfn \u0111\u1ed9 kh\u00f4ng hi\u1ec7u qu\u1ea3. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p gi\u00e1m s\u00e1t c\u00f4ng tr\u00ecnh truy\u1ec1n th\u1ed1ng cho vi\u1ec7c l\u1eafp \u0111\u1eb7t c\u00e1c b\u1ed9 ph\u1eadn x\u00e2y d\u1ef1ng nh\u01b0 d\u00e2y c\u00e1p, \u1ed5 c\u1eafm, c\u00f4ng t\u1eafc, \u1ed1ng n\u01b0\u1edbc v\u00e0 b\u00ecnh ch\u1eefa ch\u00e1y r\u1ea5t t\u1ed1n th\u1eddi gian v\u00e0 \u0111\u00f2i h\u1ecfi l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng chuy\u00ean m\u00f4n.<\/p>\n\n\n\n

Nh\u1eefng s\u1ef1 thi\u1ebfu hi\u1ec7u qu\u1ea3 n\u00e0y d\u1eabn \u0111\u1ebfn s\u1ef1 ch\u1eadm tr\u1ec5 c\u1ee7a d\u1ef1 \u00e1n v\u00e0 v\u01b0\u1ee3t ng\u00e2n s\u00e1ch.<\/p>\n\n\n

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\"Data<\/figure><\/div>\n\n\n

<\/span>Ph\u1ea1m vi d\u1ef1 \u00e1n<\/span><\/strong><\/strong><\/strong><\/span><\/h3>\n\n\n\n

<\/span>L\u1eafp \u0111\u1eb7t thi\u1ebft b\u1ecb<\/strong><\/span><\/h4>\n\n\n\n

Trong d\u1ef1 \u00e1n n\u00e0y, c\u00e1c chuy\u00ean vi\u00ean ch\u00fa th\u00edch d\u1eef li\u1ec7u c\u1ee7a ch\u00fang t\u00f4i g\u1eafn nh\u00e3n d\u00e2y c\u00e1p, \u1ed5 c\u1eafm, c\u00f4ng t\u1eafc, \u1ed1ng n\u01b0\u1edbc, thi\u1ebft b\u1ecb b\u00e1o ch\u00e1y, v.v. t\u1eeb \u1ea3nh c\u1ea3 tr\u01b0\u1edbc v\u00e0 sau khi l\u1eafp \u0111\u1eb7t. Vi\u1ec7c g\u1eafn nh\u00e3n nh\u1eefng \u0111\u1ed1i t\u01b0\u1ee3ng n\u00e0y \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c theo d\u00f5i ti\u1ebfn \u0111\u1ed9 x\u00e2y d\u1ef1ng, ch\u1ec9 ra c\u00e1c m\u1ed1c quan tr\u1ecdng c\u1ee7a d\u1ef1 \u00e1n.<\/p>\n\n\n\n

<\/span>To\u00e0n b\u1ed9 ti\u1ebfn \u0111\u1ed9 x\u00e2y d\u1ef1ng<\/strong><\/strong><\/strong><\/span><\/h4>\n\n\n\n

Ngo\u00e0i ra, \u0111\u1ed9i ng\u0169 c\u1ee7a ch\u00fang t\u00f4i c\u00f2n d\u00e1n nh\u00e3n t\u1ea5t c\u1ea3 c\u00e1c b\u01b0\u1edbc trong quy tr\u00ecnh x\u00e2y d\u1ef1ng c\u00f4ng tr\u00ecnh, t\u1eeb \u0111\u00fac b\u00ea t\u00f4ng, tr\u00e1t t\u01b0\u1eddng v\u00e0 s\u01a1n nhi\u1ec1u l\u1edbp. Sau \u0111\u00f3, chuy\u00ean vi\u00ean d\u00e1n nh\u00e3n c\u1ee7a DIGI-TEXX s\u1ebd g\u1eafn nh\u00e3n cho s\u00e0n, s\u00e0n g\u1ed7 v\u00e0 c\u00e1c b\u1eadc thang \u1ed1p \u0111\u00e1.<\/p>\n\n\n\n

\u0110\u1ed9i ng\u0169 ch\u00fa th\u00edch d\u1eef li\u1ec7u DIGI-TEXX cung c\u1ea5p kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng trong h\u01a1n 1,000,000<\/span><\/strong> h\u00ecnh \u1ea3nh x\u00e2y d\u1ef1ng. Nh\u1eefng h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c ch\u00fa th\u00edch n\u00e0y sau \u0111\u00f3 s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o v\u00e0 n\u00e2ng cao h\u1ec7 th\u1ed1ng AI c\u1ee7a kh\u00e1ch h\u00e0ng. <\/p>\n\n\n\n

<\/span>M\u1ee5c ti\u00eau d\u1ef1 \u00e1n<\/span><\/strong><\/strong><\/strong><\/span><\/h3>\n\n\n\n

D\u1ef1 \u00e1n nh\u1eb1m m\u1ee5c \u0111\u00edch ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 h\u1ed7 tr\u1ee3 AI, t\u1ef1 \u0111\u1ed9ng quan s\u00e1t v\u00e0 theo d\u00f5i ti\u1ebfn \u0111\u1ed9 x\u00e2y d\u1ef1ng, cho ph\u00e9p ch\u1ee7 s\u1edf h\u1eefu t\u00f2a nh\u00e0 v\u00e0 t\u1ed5ng th\u1ea7u ho\u00e0n th\u00e0nh d\u1ef1 \u00e1n tr\u01b0\u1edbc th\u1eddi h\u1ea1n v\u00e0 t\u1ed1i \u01b0u h\u00f3a ng\u00e2n s\u00e1ch. <\/p>\n\n<\/div><\/div>

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<\/span>G\u1eaeN NH\u00c3N \u0110\u1ed0I T\u01af\u1ee2NG TRONG L\u0128NH V\u1ef0C X\u00c2Y D\u1ef0NG<\/strong><\/span><\/h2>\n\n\n\n

<\/span>Ch\u00fang t\u00f4i cung c\u1ea5p<\/span><\/span><\/strong><\/strong><\/strong><\/span><\/h3>\n\n\n\n
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  • \u0110\u1ecdi ng\u0169 ch\u00fa th\u00edch d\u1eef li\u1ec7u c\u00f3 kinh nghi\u1ec7m trong ng\u00e0nh x\u00e2y d\u1ef1ng<\/strong>: Vi\u1ec7c ch\u00fa th\u00edch c\u00e1c h\u00ecnh \u1ea3nh li\u00ean quan \u0111\u1ebfn x\u00e2y d\u1ef1ng \u0111\u1eb7t ra nh\u1eefng th\u00e1ch th\u1ee9c nh\u01b0 \u0111i\u1ec1u ki\u1ec7n \u00e1nh s\u00e1ng kh\u00e1c nhau, c\u1ea3nh ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c v\u1eadt th\u1ec3 ch\u1ed3ng ch\u00e9o. Nh\u00f3m c\u1ee7a ch\u00fang t\u00f4i cho ph\u00e9p b\u1ed9 ph\u1eadn Khoa h\u1ecdc d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng g\u1eafn nh\u00e3n kh\u1ed1i l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh kh\u1ed5ng l\u1ed3, t\u1ed1i \u01b0u h\u00f3a th\u1eddi gian v\u00e0 chi ph\u00ed.<\/li>\n\n\n\n
  • T\u00edch h\u1ee3p gi\u1eefa c\u00f4ng ngh\u1ec7 v\u00e0 nh\u00e2n l\u1ef1c<\/strong>: Chuy\u00ean vi\u00ean g\u1eafn nh\u00e3n d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (Machine Learning) t\u1eeb d\u1eef li\u1ec7u do con ng\u01b0\u1eddi ch\u00fa th\u00edch. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u00e3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c t\u1ed5ng th\u1ec3.<\/li>\n\n\n\n
  • D\u1ecbch v\u1ee5 lu\u00f4n c\u1ea3i ti\u1ebfn<\/strong><\/strong><\/strong>: \u0110\u1ed9i ng\u0169 c\u1ee7a ch\u00fang t\u00f4i th\u00e0nh th\u1ea1o trong vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 h\u00ecnh \u1ea3nh c\u00f3 th\u1ec3 n\u1eb1m ngo\u00e0i ph\u1ea1m vi \u0111\u01b0\u1ee3c li\u1ec7t k\u00ea trong c\u00e1c nguy\u00ean t\u1eafc \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc. Trong nh\u1eefng tr\u01b0\u1eddng h\u1ee3p nh\u01b0 v\u1eady, ch\u00fang t\u00f4i cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p, d\u1ef1a tr\u00ean kinh nghi\u1ec7m c\u1ee7a ch\u00fang t\u00f4i trong vi\u1ec7c cung c\u1ea5p c\u00e1c d\u1ef1 \u00e1n ch\u00fa th\u00edch d\u1eef li\u1ec7u.<\/li>\n\n\n\n
  • \u0110\u1ed9i Ng\u0169 Ki\u1ec3m so\u00e1t Ch\u1ea5t l\u01b0\u1ee3ng (QC)<\/strong>: X\u00e1c minh \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c nguy\u00ean t\u1eafc \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc trong h\u00ecnh \u1ea3nh \u0111\u1ea7u ra c\u1ee7a ch\u00fang t\u00f4i. Quy tr\u00ecnh \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u1eef li\u1ec7u ch\u00fa th\u00edch lu\u00f4n ch\u00ednh x\u00e1c, \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n xu\u1ea5t s\u1eafc cao nh\u1ea5t v\u1ec1 ghi nh\u00e3n h\u00ecnh \u1ea3nh.<\/li>\n<\/ul>\n\n\n