{"id":23513,"date":"2024-06-14T11:19:35","date_gmt":"2024-06-14T04:19:35","guid":{"rendered":"https:\/\/digi-texx.com\/cach-chu-thich-du-lieu-thuc-day-nganh-xe-tu-lai\/"},"modified":"2025-06-05T13:26:32","modified_gmt":"2025-06-05T06:26:32","slug":"cach-chu-thich-du-lieu-thuc-day-nganh-xe-tu-lai","status":"publish","type":"post","link":"https:\/\/digi-texx.com\/vi\/cong-nghe\/cach-chu-thich-du-lieu-thuc-day-nganh-xe-tu-lai\/","title":{"rendered":"C\u00e1ch Ch\u00fa th\u00edch D\u1eef li\u1ec7u Th\u00fac \u0110\u1ea9y Ng\u00e0nh Xe T\u1ef1 L\u00e1i"},"content":{"rendered":"\n<p>V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n kh\u00f4ng ng\u1eebng c\u1ee7a Tesla, Waymo v\u00e0 Cruise, xe t\u1ef1 l\u00e1i \u0111\u00e3 mang \u0111\u1ebfn s\u1ef1 chuy\u1ec3n bi\u1ebfn c\u00f4ng ngh\u1ec7 v\u00e0 \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong t\u01b0\u01a1ng lai c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4. V\u1eady h\u00e3y c\u00f9ng kh\u00e1m ph\u00e1 ch\u00fa th\u00edch d\u1eef li\u1ec7u &#8211; \u0111\u1ed9ng l\u1ef1c \u0111\u0103ng sau th\u00fac \u0111\u1ea9y ng\u00e0nh xe t\u1ef1 l\u00e1i trong b\u00e0i vi\u1ebft n\u00e0y. <\/p>\n\n<p>L\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a s\u1ef1 ph\u00e1t tri\u1ec3n ng\u00e0nh \u00f4 t\u00f4 t\u1ef1 l\u00e1i, ch\u00fa th\u00edch v\u00e0 d\u00e1n nh\u00e3n d\u1eef li\u1ec7u l\u00e0 nh\u1eefng qu\u00e1 tr\u00ecnh quan tr\u1ecdng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u, n\u00e2ng cao s\u1ef1 ti\u1ebfn b\u1ed9 c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 AI v\u00e0 th\u00fac \u0111\u1ea9y kh\u1ea3 n\u0103ng ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a xe. <\/p>\n<style>.kb-image22770_8e3a01-18 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image22770_8e3a01-18\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/01.-Potential-Benefits-of-Applying-AI-to-Image-Processing.jpg\" alt=\"Ch\u00fa th\u00edch D\u1eef li\u1ec7u Th\u00fac \u0110\u1ea9y Ng\u00e0nh Xe T\u1ef1 L\u00e1i\" class=\"kb-img wp-image-22775\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/01.-Potential-Benefits-of-Applying-AI-to-Image-Processing.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/01.-Potential-Benefits-of-Applying-AI-to-Image-Processing-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><figcaption><em>M\u1ed9t chi\u1ebfc xe t\u1ef1 l\u00e1i \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh b\u1edfi c\u00e1c c\u00f4ng ngh\u1ec7 AI \u0111\u1ec3 n\u00e2ng cao t\u00ednh di \u0111\u1ed9ng, hi\u1ec7u qu\u1ea3 v\u00e0 an to\u00e0n<br><\/em><\/figcaption><\/figure><\/div>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Chu_Thich_Du_Lieu_La_Gi\"><\/span><strong>Ch\u00fa Th\u00edch D\u1eef Li\u1ec7u L\u00e0 G\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p><a href=\"https:\/\/digi-texx.com\/vi\/quan-ly-du-lieu\/chu-thich-va-dan-nhan-du-lieu\/\">Ch\u00fa th\u00edch d\u1eef li\u1ec7u<\/a> l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a giai \u0111o\u1ea1n ti\u1ec1n x\u1eed l\u00fd bao g\u1ed3m g\u1eafn th\u1ebb ho\u1eb7c d\u00e1n nh\u00e3n d\u1eef li\u1ec7u kh\u00f4ng c\u1ea5u tr\u00fac khi ph\u00e1t tri\u1ec3n m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (ML). Qu\u00e1 tr\u00ecnh n\u00e0y l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI hi\u1ec3u v\u00e0 ph\u00e2n lo\u1ea1i th\u00f4ng tin.  <\/p>\n\n<p>B\u00ean c\u1ea1nh s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a m\u00e1y m\u00f3c, <a href=\"https:\/\/research.ibm.com\/publications\/human-in-the-loop-business-modelling-for-emergent-external-factors\" target=\"_blank\" rel=\"noopener\">the vital role of Humans <\/a><sup>[<\/sup><a href=\"https:\/\/research.ibm.com\/publications\/human-in-the-loop-business-modelling-for-emergent-external-factors\" target=\"_blank\" rel=\"noopener\"><sup>1<\/sup><\/a><sup>]<\/sup> c\u0169ng \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh ch\u00fa th\u00edch d\u1eef li\u1ec7u. <\/p>\n\n<p><strong>C\u00e1c lo\u1ea1i ch\u00fa th\u00edch d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn<\/strong>ph\u1ee5 thu\u1ed9c v\u00e0o y\u00eau c\u1ea7u s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3: <\/p>\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/digi-texx.com\/data-management\/image-annotation-services\/\">Ch\u00fa th\u00edch h\u00ecnh \u1ea3nh<\/a>: \u0110\u00e1nh d\u1ea5u c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng v\u00e0 \u0111i\u1ec3m ch\u00ednh v\u1edbi c\u00e1c h\u1ed9p gi\u1edbi h\u1ea1n, \u0111a gi\u00e1c v\u00e0 ph\u00e2n \u0111o\u1ea1n ng\u1eef ngh\u0129a.<\/li>\n\n\n\n<li><a href=\"https:\/\/digi-texx.com\/data-management\/video-annotation-services\/\">Ch\u00fa th\u00edch video<\/a>: ch\u00fa th\u00edch c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng ho\u1eb7c h\u00e0nh \u0111\u1ed9ng trong c\u00e1c chu\u1ed7i video, cho ph\u00e9p c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 nh\u1eadn d\u1ea1ng h\u00e0nh \u0111\u1ed9ng v\u00e0 theo d\u00f5i \u0111\u1ed1i t\u01b0\u1ee3ng.<\/li>\n\n\n\n<li>Ch\u00fa th\u00edch \u00e2m thanh: d\u00e1n nh\u00e3n c\u00e1c b\u1ea3n ghi \u00e2m v\u1edbi nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, nh\u1eadn d\u1ea1ng ng\u01b0\u1eddi n\u00f3i v\u00e0 ph\u00e1t hi\u1ec7n c\u1ea3m x\u00fac.<\/li>\n\n\n\n<li>Ch\u00fa th\u00edch v\u0103n b\u1ea3n: Tr\u00edch xu\u1ea5t th\u00f4ng tin c\u00f3 \u00fd ngh\u0129a t\u1eeb c\u00e1c t\u00e0i li\u1ec7u v\u0103n b\u1ea3n.<br\/><\/li>\n<\/ul>\n\n<p>Quy m\u00f4 th\u1ecb tr\u01b0\u1eddng to\u00e0n c\u1ea7u cho c\u00e1c c\u00f4ng c\u1ee5 ch\u00fa th\u00edch d\u1eef li\u1ec7u d\u1ef1 ki\u1ebfn s\u1ebd ti\u1ebfp t\u1ee5c t\u0103ng tr\u01b0\u1edfng v\u1edbi t\u1ed1c \u0111\u1ed9 CAGR l\u00e0 <a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/data-annotation-tools-market\" target=\"_blank\" rel=\"noopener\">26,3%<\/a> t\u1eeb n\u0103m 2024 \u0111\u1ebfn n\u0103m 2030 <sup>[<\/sup><a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/data-annotation-tools-market\" target=\"_blank\" rel=\"noopener\"><sup>2<\/sup><\/a><sup>]<\/sup>. Do s\u1ef1 gia t\u0103ng trong vi\u1ec7c \u00e1p d\u1ee5ng AI trong c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau, nhu c\u1ea7u \u0111\u1ed1i v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 ch\u00fa th\u00edch d\u1eef li\u1ec7u ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng.  <\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cuoc_Cach_Mang_Nen_Cong_Nghe_Xe_Tu_Lai\"><\/span><strong>Cu\u1ed9c C\u00e1ch M\u1ea1ng N\u1ec1n C\u00f4ng Ngh\u1ec7 Xe T\u1ef1 L\u00e1i <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>M\u1ed9t chi\u1ebfc xe t\u1ef1 l\u00e1i, c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 h\u00e0nh, \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a b\u1edfi <a href=\"https:\/\/css.umich.edu\/publications\/factsheets\/mobility\/autonomous-vehicles-factsheet\" target=\"_blank\" rel=\"noopener\">Trung t\u00e2m H\u1ec7 th\u1ed1ng B\u1ec1n v\u1eefng c\u1ee7a \u0110\u1ea1i h\u1ecdc Michigans<\/a><sup>[<\/sup><a href=\"https:\/\/css.umich.edu\/publications\/factsheets\/mobility\/autonomous-vehicles-factsheet\" target=\"_blank\" rel=\"noopener\"><sup>3<\/sup><\/a><sup>]<\/sup> as \u2018the technology to partially or entirely replace the human driver in navigating a vehicle from an origin to a destination while avoiding road hazards and responding to traffic conditions\u2019.<\/p>\n<style>.kb-image22770_dae407-00 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image22770_dae407-00\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/04.-Adaptive-Cruise-Control-on-toyota.jpg\" alt=\"Ch\u00fa th\u00edch D\u1eef li\u1ec7u Th\u00fac \u0110\u1ea9y Ng\u00e0nh Xe T\u1ef1 L\u00e1i\" class=\"kb-img wp-image-22787\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/04.-Adaptive-Cruise-Control-on-toyota.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/04.-Adaptive-Cruise-Control-on-toyota-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><figcaption><em><em><em>V\u00e0o n\u0103m 1998<\/em><\/em><\/em>, <em><em><em>Toyota \u0111\u00e3 ch\u1ebf t\u1ea1o H\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n h\u00e0nh tr\u00ecnh ch\u1ee7 \u0111\u1ed9ng (ACC)<\/em><\/em><\/em><\/figcaption><\/figure><\/div>\n\n<p>V\u00e0o n\u0103m 1998, Toyota \u0111\u00e3 mang<a href=\"https:\/\/www.toyota.com.au\/toyota-safety-sense\/active-cruise-control\" target=\"_blank\" rel=\"noopener\"> H\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n h\u00e0nh tr\u00ecnh ch\u1ee7 \u0111\u1ed9ng (ACC) <\/a>v\u00e0o ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p chi\u1ebfc xe gi\u1eef m\u1ed9t kho\u1ea3ng c\u00e1ch an to\u00e0n v\u1edbi c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n kh\u00e1c trong khi duy tr\u00ec m\u1ed9t t\u1ed1c \u0111\u1ed9 nh\u1ea5t \u0111\u1ecbnh. H\u00e0nh tr\u00ecnh \u0111\u00e3 ch\u1ee9ng ki\u1ebfn m\u1ed9t s\u1ef1 n\u00e2ng cao \u0111\u00e1ng k\u1ec3 v\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a c\u00f4ng ngh\u1ec7 m\u00e1y t\u00ednh hi\u1ec7n \u0111\u1ea1i v\u00e0o cu\u1ed1i th\u1ebf k\u1ef7 20 khi Tesla ra m\u1eaft Autopilot tr\u00ean chi\u1ebfc sedan Model S c\u1ee7a m\u00ecnh v\u00e0o n\u0103m 2015.   <\/p>\n\n<p>N\u0103m 2017, Waymo \u0111\u00e3 ra m\u1eaft d\u1ecbch v\u1ee5 g\u1ecdi xe t\u1ef1 l\u00e1i c\u00f4ng c\u1ed9ng \u0111\u1ea7u ti\u00ean tr\u00ean th\u1ebf gi\u1edbi t\u1ea1i Phoenix, Arizona. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 m\u1ecdi ng\u01b0\u1eddi c\u00f3 th\u1ec3 g\u1ecdi m\u1ed9t chi\u1ebfc xe t\u1ef1 l\u00e1i m\u00e0 kh\u00f4ng c\u1ea7n m\u1ed9t ng\u01b0\u1eddi l\u00e1i an to\u00e0n \u0111i\u1ec1u khi\u1ec3n. <\/p>\n\n<p>Nh\u1eefng chi\u1ebfc xe t\u1ef1 l\u00e1i ng\u00e0y nay s\u1eed d\u1ee5ng k\u1ebft h\u1ee3p camera h\u01b0\u1edbng v\u1ec1 ph\u00eda tr\u01b0\u1edbc v\u00e0 thi\u1ebft b\u1ecb radar \u0111\u1ec3 thu th\u1eadp th\u00f4ng tin v\u1ec1 t\u00ecnh tr\u1ea1ng \u0111\u01b0\u1eddng cho c\u00e1c ph\u00e2n t\u00edch ti\u1ebfp theo.  <\/p>\n\n<p>M\u1eb7c d\u00f9 c\u00f3 nh\u1eefng th\u00e1ch th\u1ee9c s\u1eafp t\u1edbi trong vi\u1ec7c ph\u00e1t tri\u1ec3n xe t\u1ef1 l\u00e1i, nh\u01b0ng s\u1ef1 chuy\u1ec3n bi\u1ebfn m\u1edbi n\u00e0y mang \u0111\u1ebfn m\u1ed9t k\u1ef7 nguy\u00ean v\u1ec1 t\u00ednh di \u0111\u1ed9ng, hi\u1ec7u qu\u1ea3 v\u00e0 an to\u00e0n.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cach_Chu_thich_Du_lieu_Thuc_Day_Nganh_Xe_Tu_Lai_%E2%80%93_Dong_Co_Dang_Sau\"><\/span><strong>C\u00e1ch Ch\u00fa th\u00edch D\u1eef li\u1ec7u Th\u00fac \u0110\u1ea9y Ng\u00e0nh Xe T\u1ef1 L\u00e1i &#8211; \u0110\u1ed9ng C\u01a1 \u0110\u1eb1ng Sau <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>\u0110\u1ec3 xe t\u1ef1 l\u00e1i th\u1ef1c s\u1ef1 c\u00f3 kh\u1ea3 n\u0103ng l\u00e1i xe m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi, c\u1ea7n ph\u1ea3i th\u1ef1c hi\u1ec7n m\u1ed9t l\u01b0\u1ee3ng \u0111\u00e0o t\u1ea1o cho Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI). \u0110i\u1ec1u n\u00e0y s\u1ebd gi\u00fap xe t\u1ef1 l\u00e1i ki\u1ec3m tra nh\u1eefng g\u00ec n\u00f3 \u0111ang nh\u00ecn th\u1ea5y v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u00fang trong m\u1ecdi t\u00ecnh hu\u1ed1ng giao th\u00f4ng.  <\/p>\n\n<p>Nh\u01b0ng \u0111i\u1ec1u g\u00ec \u0111\u1eb1ng sau c\u00f4ng ngh\u1ec7? C\u00e2u tr\u1ea3 l\u1eddi n\u1eb1m \u1edf <strong>c\u00e1ch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ch\u00fa th\u00edch<\/strong>.  <\/p>\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Suc_Manh_An_Giau_Cua_Du_Lieu_Tho\"><\/span><strong>S\u1ee9c M\u1ea1nh \u1ea8n Gi\u1ea5u C\u1ee7a D\u1eef Li\u1ec7u Th\u00f4:<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n<p>D\u1eef li\u1ec7u \u0111\u00f3ng vai tr\u00f2 l\u00e0 n\u1ec1n t\u1ea3ng c\u1ee7a s\u1ef1 ph\u00e1t tri\u1ec3n xe t\u1ef1 l\u00e1i. Trong qu\u00e1 tr\u00ecnh n\u00e0y, m\u1ed9t l\u01b0\u1ee3ng l\u1edbn <strong> <\/strong>d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c li\u00ean t\u1ee5c thu th\u1eadp t\u1eeb c\u00e1c c\u1ea3m bi\u1ebfn (LIDAR, camera, GPS, radar).<br\/><br\/> <\/p>\n\n<p>\u0110i\u1ec1u n\u00e0y cung c\u1ea5p <strong>d\u1eef li\u1ec7u th\u00f4<\/strong> phong ph\u00fa v\u1ec1 m\u00f4i tr\u01b0\u1eddng xung quanh v\u00e0 m\u00f4i tr\u01b0\u1eddng c\u1ee7a xe. Nh\u1eefng d\u1eef li\u1ec7u th\u00f4 n\u00e0y sau \u0111\u00f3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd \u0111\u1ec3 cung c\u1ea5p ng\u1eef c\u1ea3nh v\u00e0 nh\u00e3n c\u1ea7n thi\u1ebft cho vi\u1ec7c \u0111\u00e0o t\u1ea1o c\u00e1c thu\u1eadt to\u00e1n ph\u1ee9c t\u1ea1p.  <\/p>\n\n<p>Qu\u00e1 tr\u00ecnh n\u00e0y \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong vi\u1ec7c \u0111\u00e0o t\u1ea1o thu\u1eadt to\u00e1n, n\u00e2ng cao c\u00e1c m\u00f4 h\u00ecnh m\u1ea1nh m\u1ebd c\u00f3 kh\u1ea3 n\u0103ng \u0111i\u1ec1u h\u01b0\u1edbng c\u00e1c t\u00ecnh hu\u1ed1ng th\u1ef1c t\u1ebf ph\u1ee9c t\u1ea1p v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 an to\u00e0n. <\/p>\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_Loai_Doi_Tuong_Duoc_Chu_Thich_Cho_Xe_Tu_Lai\"><\/span><strong>C\u00e1c Lo\u1ea1i \u0110\u1ed1i T\u01b0\u1ee3ng \u0110\u01b0\u1ee3c Ch\u00fa Th\u00edch Cho Xe T\u1ef1 L\u00e1i<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n<p>Xe t\u1ef1 l\u00e1i d\u1ef1a v\u00e0o kh\u1ea3 n\u0103ng hi\u1ec3u \u0111\u01b0\u1ee3c m\u00f4i tr\u01b0\u1eddng xung quanh. Ch\u1ee9c n\u0103ng quan tr\u1ecdng n\u00e0y \u0111\u01b0\u1ee3c \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00f4ng qua m\u1ed9t qu\u00e1 tr\u00ecnh ph\u1ee9c t\u1ea1p \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 ch\u00fa th\u00edch \u0111\u1ed1i t\u01b0\u1ee3ng. <\/p>\n<style>.kb-image22770_4336df-fa .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image22770_4336df-fa\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/03.-Potential-Benefits-of-Applying-AI-to-Image-Processing.jpg\" alt=\"Ch\u00fa th\u00edch D\u1eef li\u1ec7u Th\u00fac \u0110\u1ea9y Ng\u00e0nh Xe T\u1ef1 L\u00e1i\" class=\"kb-img wp-image-22783\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/03.-Potential-Benefits-of-Applying-AI-to-Image-Processing.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/03.-Potential-Benefits-of-Applying-AI-to-Image-Processing-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><figcaption><em><em>C\u00e1c d\u1ecbch v\u1ee5 ch\u00fa th\u00edch v\u00e0 d\u00e1n nh\u00e3n d\u1eef li\u1ec7u cho ph\u00e9p v\u00e0 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng c\u1ee7a xe t\u1ef1 l\u00e1i.<\/em><\/em><\/figcaption><\/figure><\/div>\n\n<p>D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ch\u00fa th\u00edch n\u00e0y \u0111\u00f3ng vai tr\u00f2 l\u00e0 s\u00e2n t\u1eadp cho tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u1ee7a xe, cho ph\u00e9p n\u00f3 &#8216;nh\u00ecn th\u1ea5y&#8217; v\u00e0 gi\u1ea3i th\u00edch th\u1ebf gi\u1edbi xung quanh<\/p>\n\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c ch\u00fa th\u00edch ch\u00ednh cho xe t\u1ef1 l\u00e1i:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u01b0\u01a1ng ti\u1ec7n<\/strong>: c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng di chuy\u1ec3n c\u00f9ng \u0111\u01b0\u1eddng, t\u1eeb xe h\u01a1i, xe t\u1ea3i, xe m\u00e1y \u0111\u1ebfn xe \u0111\u1ea1p v\u00e0 th\u1eadm ch\u00ed l\u00e0 xe ng\u1ef1a k\u00e9o \u1edf c\u00e1c khu v\u1ef1c c\u1ee5 th\u1ec3. Cho ph\u00e9p xe t\u1ef1 l\u00e1i ph\u00e1t hi\u1ec7n ch\u00ednh x\u00e1c c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n, duy tr\u00ec kho\u1ea3ng c\u00e1ch an to\u00e0n v\u00e0 d\u1ef1 \u0111o\u00e1n chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a ch\u00fang. <\/li>\n\n\n\n<li><strong>Ng\u01b0\u1eddi \u0111i b\u1ed9:<\/strong> bao g\u1ed3m ng\u01b0\u1eddi l\u1edbn, tr\u1ebb em v\u00e0 \u0111\u1ed9ng v\u1eadt \u0111\u01b0\u1ee3c ch\u00fa th\u00edch ch\u00ednh x\u00e1c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o xe c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n ch\u00fang \u0111\u1ec3 tr\u00e1nh va ch\u1ea1m.<\/li>\n\n\n\n<li><strong>Thi\u1ebft b\u1ecb \u0111i\u1ec1u khi\u1ec3n giao th\u00f4ng: <\/strong>AI c\u1ee7a xe h\u1ecdc c\u00e1ch nh\u1eadn bi\u1ebft th\u00f4ng tin quan tr\u1ecdng tr\u00ean bi\u1ec3n b\u00e1o giao th\u00f4ng, \u0111\u00e8n giao th\u00f4ng v\u00e0 v\u1ea1ch k\u1ebb \u0111\u01b0\u1eddng, ch\u1eb3ng h\u1ea1n nh\u01b0 gi\u1edbi h\u1ea1n t\u1ed1c \u0111\u1ed9, bi\u1ec3n d\u1eebng xe, \u0111\u00e8n xi nhan v\u00e0 ch\u1ec9 \u0111\u1ecbnh l\u00e0n \u0111\u01b0\u1eddng. <\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_Loai_Chu_Thich_Va_Gan_Nhan_Du_Lieu\"><\/span><strong>C\u00e1c Lo\u1ea1i Ch\u00fa Th\u00edch V\u00e0 G\u1eafn Nh\u00e3n D\u1eef Li\u1ec7u:<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n<p>Xe t\u1ef1 l\u00e1i s\u1eed d\u1ee5ng nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p ch\u00fa th\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 d\u00e1n nh\u00e3n v\u00e0 ch\u00fa th\u00edch c\u00e1c kh\u00eda c\u1ea1nh kh\u00e1c nhau c\u1ee7a d\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn. M\u1ed9t s\u1ed1 ph\u01b0\u01a1ng ph\u00e1p<strong> ch\u00fa th\u00edch v\u00e0 d\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/strong> \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng g\u1ed3m: <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Bounding box (H\u1ed9p gi\u1edbi h\u1ea1n):<\/strong> l\u00e0 c\u00e1c \u0111\u01b0\u1eddng vi\u1ec1n h\u00ecnh ch\u1eef nh\u1eadt \u0111\u01b0\u1ee3c v\u1ebd xung quanh c\u00e1c m\u1ee5c quan t\u00e2m, ch\u1eb3ng h\u1ea1n nh\u01b0 xe c\u1ed9, ng\u01b0\u1eddi \u0111i b\u1ed9, xe \u0111\u1ea1p v\u00e0 r\u00e0o ch\u1eafn, \u0111\u1ec3 hi\u1ec3n th\u1ecb v\u1ecb tr\u00ed v\u00e0 k\u00edch th\u01b0\u1edbc c\u1ee7a ch\u00fang trong m\u1ed9t h\u00ecnh \u1ea3nh ho\u1eb7c khung d\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn.<\/li>\n\n\n\n<li><strong>Polygon Segmentation (Ph\u00e2n \u0111o\u1ea1n \u0111a gi\u00e1c):<\/strong> Ph\u00e1c th\u1ea3o c\u00e1c m\u1ee5c trong \u1ea3nh b\u1eb1ng c\u00e1c h\u00ecnh \u0111a gi\u00e1c \u0111\u1ec3 c\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 ph\u00e2n bi\u1ec7t gi\u1eefa ch\u00fang v\u00e0 n\u1ec1n.<\/li>\n\n\n\n<li><strong>3D Cuboids (H\u00ecnh l\u1eadp ph\u01b0\u01a1ng 3D)<\/strong>: Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y bao g\u1ed3m ph\u00e1c th\u1ea3o c\u00e1c h\u00ecnh l\u1eadp ph\u01b0\u01a1ng xung quanh c\u00e1c m\u1ee5c \u0111\u1ec3 gi\u00fap h\u1ec7 th\u1ed1ng hi\u1ec3u \u0111\u01b0\u1ee3c k\u00edch th\u01b0\u1edbc c\u1ee7a ch\u00fang, nh\u1eb1m x\u00e1c \u0111\u1ecbnh ch\u00fang t\u1ed1t h\u01a1n trong t\u01b0\u01a1ng lai.<\/li>\n\n\n\n<li><strong>Semantic segmentation (Ph\u00e2n \u0111o\u1ea1n ng\u1eef ngh\u0129a):<\/strong> d\u00e1n nh\u00e3n cho t\u1eebng pixel trong m\u1ed9t b\u1ee9c \u1ea3nh b\u1eb1ng m\u1ed9t nh\u00e3n l\u1edbp t\u01b0\u01a1ng \u1ee9ng, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111\u01b0\u1eddng, ph\u01b0\u01a1ng ti\u1ec7n, ng\u01b0\u1eddi \u0111i b\u1ed9 ho\u1eb7c n\u1ec1n, \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin v\u1ec1 nhi\u1ec1u m\u1ee5c v\u00e0 v\u00f9ng c\u1ee7a c\u1ea3nh.<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tai_Sao_Chu_Thich_Va_Dan_Nhan_Du_Lieu_Quan_Trong_Doi_Voi_Xe_Tu_Lai\"><\/span><strong>T\u1ea1i Sao Ch\u00fa Th\u00edch V\u00e0 D\u00e1n Nh\u00e3n D\u1eef Li\u1ec7u Quan Tr\u1ecdng \u0110\u1ed1i V\u1edbi Xe T\u1ef1 L\u00e1i? <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>M\u1ed9t y\u1ebfu t\u1ed1 quan tr\u1ecdng trong \u0111\u00e0o t\u1ea1o xe t\u1ef1 l\u00e1i l\u00e0 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a ch\u00fa th\u00edch d\u1eef li\u1ec7u. Ch\u00fa th\u00edch d\u1eef li\u1ec7u ch\u00ednh x\u00e1c v\u00e0 k\u1ef9 l\u01b0\u1ee1ng h\u01a1n gi\u00fap xe t\u1ef1 l\u00e1i an to\u00e0n h\u01a1n khi s\u1eed d\u1ee5ng trong c\u00e1c t\u00ecnh hu\u1ed1ng th\u1ef1c t\u1ebf.  <\/p>\n\n<p>Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c m\u00e1y m\u00f3c nh\u1eadn \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c d\u00e1n nh\u00e3n ch\u00ednh x\u00e1c \u0111\u1ec3 ra quy\u1ebft \u0111\u1ecbnh kh\u00f4ng c\u00f3 l\u1ed7i.<\/p>\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tang_Cuong_Tam_Nhin_Cua_Xe\"><\/span><strong>T\u0103ng C\u01b0\u1eddng T\u1ea7m Nh\u00ecn C\u1ee7a Xe <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n<p>Vi\u1ec7c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a xe t\u1ef1 l\u00e1i ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c ch\u00fa th\u00edch v\u00e0 d\u00e1n nh\u00e3n d\u1eef li\u1ec7u. \u0110\u1ec3 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng l\u00e1i xe an to\u00e0n, c\u00e1c v\u1eadt d\u1ee5ng v\u00e0 th\u00e0nh ph\u1ea7n b\u00ean \u0111\u01b0\u1eddng nh\u01b0 xe h\u01a1i, ng\u01b0\u1eddi \u0111i b\u1ed9, r\u00e0o ch\u1eafn v\u00e0 \u0111\u00e8n t\u00edn hi\u1ec7u giao th\u00f4ng ph\u1ea3i \u0111\u01b0\u1ee3c ch\u00fa th\u00edch c\u00e1c nh\u00e3n ch\u00ednh x\u00e1c. <\/p>\n<style>.kb-image22770_84e363-27 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image22770_84e363-27\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/02.-Potential-Benefits-of-Applying-AI-to-Image-Processing.jpg\" alt=\"Ch\u00fa th\u00edch D\u1eef li\u1ec7u Th\u00fac \u0110\u1ea9y Ng\u00e0nh Xe T\u1ef1 L\u00e1i\" class=\"kb-img wp-image-22779\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/02.-Potential-Benefits-of-Applying-AI-to-Image-Processing.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2024\/06\/02.-Potential-Benefits-of-Applying-AI-to-Image-Processing-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><figcaption><em><em><em>Xe t\u1ef1 l\u00e1i \u0111\u01b0\u1ee3c n\u00e2ng cao v\u1edbi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ch\u00fa th\u00edch ch\u00ednh x\u00e1c v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng cao c\u00f3 th\u1ec3 \u0111i\u1ec1u h\u01b0\u1edbng tuy\u1ebfn \u0111\u01b0\u1eddng hi\u1ec7u qu\u1ea3 h\u01a1n<\/em><\/em><\/em><\/figcaption><\/figure><\/div>\n\n<p>D\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn \u0111a khung \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0 ch\u00fa th\u00edch t\u1eeb camera, radar, LiDAR v\u00e0 c\u00e1c c\u1ea3m bi\u1ebfn kh\u00e1c \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n h\u1ee3p nh\u1ea5t c\u1ea3m gi\u00e1c m\u1ea1nh m\u1ebd. <\/p>\n\n<p>Ch\u00fa th\u00edch d\u1eef li\u1ec7u c\u0169ng c\u00f3 th\u1ec3 cung c\u1ea5p s\u1ef1 ph\u00e2n t\u00e1ch ng\u1eef ngh\u0129a \u0111\u00e1ng tin c\u1eady c\u1ee7a m\u1eb7t \u0111\u01b0\u1eddng, v\u1ea1ch k\u1ebb \u0111\u01b0\u1eddng v\u00e0 l\u1ed1i \u0111i.<\/p>\n\n<p>\u0110i\u1ec1u n\u00e0y cho ph\u00e9p xe t\u1ef1 l\u00e1i di chuy\u1ec3n tr\u00ean l\u00e0n \u0111\u01b0\u1eddng, t\u00ednh to\u00e1n nhi\u1ec1u tuy\u1ebfn \u0111\u01b0\u1eddng v\u00e0 ch\u1ecdn tuy\u1ebfn \u0111\u01b0\u1eddng t\u1ed1i \u01b0u <\/p>\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tranh_Cac_Tai_Nan_Ngoai_Mong_Muon\"><\/span><strong>Tr\u00e1nh C\u00e1c Tai N\u1ea1n Ngo\u00e0i Mong Mu\u1ed1n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n<p>M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch ph\u1ed5 bi\u1ebfn nh\u1ea5t s\u1ebd \u0111\u1ebfn t\u1eeb vi\u1ec7c t\u0103ng c\u01b0\u1eddng an to\u00e0n v\u00e0 gi\u1ea3m l\u1ed7i c\u1ee7a con ng\u01b0\u1eddi &#8211; chi\u1ebfm <a href=\"https:\/\/www.transport.govt.nz\/assets\/Uploads\/Report\/VTPI-report.pdf\" target=\"_blank\" rel=\"noopener\">90%<\/a> tai n\u1ea1n giao th\u00f4ng <sup>[<\/sup><a href=\"https:\/\/www.transport.govt.nz\/assets\/Uploads\/Report\/VTPI-report.pdf\" target=\"_blank\" rel=\"noopener\"><sup>4<\/sup><\/a><sup>]<\/sup>.<\/p>\n\n<p>\u0110\u1ec3 \u0111\u1ea3m b\u1ea3o an to\u00e0n, kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn \u0111\u01b0\u1ee3c ch\u00fa th\u00edch \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI, chi\u1ebfm m\u1ed9t ph\u1ea7n \u0111\u00e1ng k\u1ec3 c\u1ee7a s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n n\u00e0y.<\/p>\n\n<p>C\u00e1c m\u00f4 h\u00ecnh n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng theo d\u00f5i c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n, ng\u01b0\u1eddi v\u00e0 v\u1eadt th\u1ec3 xung quanh, theo d\u00f5i v\u00e0 \u0111\u00e1nh gi\u00e1 m\u00f4i tr\u01b0\u1eddng xung quanh v\u00e0 d\u1ef1 \u0111o\u00e1n c\u00e1ch c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n s\u1ebd di chuy\u1ec3n trong t\u01b0\u01a1ng lai. <\/p>\n\n<p>Xe c\u00f3 th\u1ec3 phanh g\u1ea5p ho\u1eb7c chuy\u1ec3n l\u00e0n \u0111\u01b0\u1eddng \u0111\u1ec3 tr\u00e1nh va ch\u1ea1m c\u00f3 th\u1ec3 x\u1ea3y ra. <\/p>\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Huan_Luyen_Kich_Ban_Lai_Xe_Hieu_Qua\"><\/span><strong>Hu\u1ea5n Luy\u1ec7n K\u1ecbch B\u1ea3n L\u00e1i Xe Hi\u1ec7u Qu\u1ea3<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n T\u00edch C\u1ea3nh L\u00e1i Xe:<\/strong><\/li>\n<\/ul>\n\n<p>Ch\u00fa th\u00edch v\u00e0 d\u00e1n nh\u00e3n d\u1eef li\u1ec7u c\u1ea3i thi\u1ec7n an to\u00e0n cho ng\u01b0\u1eddi l\u00e1i b\u1eb1ng c\u00e1ch \u0111\u00e1nh gi\u00e1 m\u00f4i tr\u01b0\u1eddng l\u00e1i xe v\u00e0 th\u00f4ng b\u00e1o cho ng\u01b0\u1eddi l\u00e1i v\u1ec1 c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n. <\/p>\n\n<p>D\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn bao g\u1ed3m c\u00e1c h\u1ed9p gi\u1edbi h\u1ea1n cho ng\u01b0\u1eddi, ng\u01b0\u1eddi \u0111i xe \u0111\u1ea1p, \u0111\u1ed9ng v\u1eadt tr\u00ean \u0111\u01b0\u1eddng v\u00e0 c\u00e1c v\u1eadt th\u1ec3 nguy hi\u1ec3m kh\u00e1c. Nh\u1eefng b\u1ee9c \u1ea3nh \u0111\u01b0\u1ee3c g\u1eafn th\u1ebb n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c thu\u1eadt to\u00e1n ph\u00e1t hi\u1ec7n nh\u1eefng m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n n\u00e0y. <\/p>\n\n<p>V\u1ea1ch k\u1ebb \u0111\u01b0\u1eddng, ranh gi\u1edbi \u0111\u01b0\u1eddng v\u00e0 v\u1ecb tr\u00ed xe c\u0169ng \u0111\u01b0\u1ee3c \u0111\u00e1nh d\u1ea5u \u0111\u1ec3 cung c\u1ea5p c\u1ea3nh b\u00e1o l\u1ec7ch l\u00e0n \u0111\u01b0\u1eddng v\u00e0 \u0111i\u1ec3m m\u00f9. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y th\u00f4ng b\u00e1o cho ng\u01b0\u1eddi l\u00e1i n\u1ebfu xe v\u00f4 t\u00ecnh l\u1ec7ch kh\u1ecfi l\u00e0n \u0111\u01b0\u1eddng ho\u1eb7c n\u1ebfu m\u1ed9t ph\u01b0\u01a1ng ti\u1ec7n kh\u00e1c \u0111i v\u00e0o khu v\u1ef1c m\u00f9 khi chuy\u1ec3n l\u00e0n \u0111\u01b0\u1eddng. <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Nh\u1eadn Di\u1ec7n Bi\u1ec3n B\u00e1o Giao Th\u00f4ng V\u00e0 \u0110\u00e8n T\u00edn Hi\u1ec7u:<\/strong><\/li>\n<\/ul>\n\n<p>\u0110\u1ec3 tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 giao th\u00f4ng, m\u1ed9t chi\u1ebfc xe t\u1ef1 l\u00e1i ph\u1ea3i ngay l\u1eadp t\u1ee9c ph\u00e1t hi\u1ec7n v\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c bi\u1ec3n b\u00e1o giao th\u00f4ng v\u00e0 \u0111\u00e8n t\u00edn hi\u1ec7u. C\u00e1c b\u1ee9c \u1ea3nh \u0111\u01b0\u1ee3c ch\u00fa th\u00edch v\u1ec1 c\u00e1c bi\u1ec3n b\u00e1o giao th\u00f4ng v\u00e0 \u0111\u00e8n t\u00edn hi\u1ec7u kh\u00e1c nhau \u0111\u00f3ng vai tr\u00f2 l\u00e0 t\u00e0i li\u1ec7u \u0111\u00e0o t\u1ea1o cho c\u00e1c m\u00f4 h\u00ecnh AI cho ph\u00e9p t\u00ednh n\u0103ng n\u00e0y. <\/p>\n\n<p>C\u00e1c m\u00f4 h\u00ecnh n\u00e0y, \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ch\u00fa th\u00edch ch\u1ea5t l\u01b0\u1ee3ng cao, c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c bi\u1ec3n d\u1eebng xe, bi\u1ec3n gi\u1edbi h\u1ea1n t\u1ed1c \u0111\u1ed9, bi\u1ec3n nh\u01b0\u1eddng \u0111\u01b0\u1eddng, \u0111\u00e8n giao th\u00f4ng v\u00e0 c\u00e1c t\u00edn hi\u1ec7u giao th\u00f4ng quan tr\u1ecdng kh\u00e1c. <\/p>\n\n<p>\u0110i\u1ec1u n\u00e0y cho ph\u00e9p ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 l\u00e1i \u0111\u01b0a ra nh\u1eefng ph\u00e1n \u0111o\u00e1n th\u00f4ng minh, ch\u1eb3ng h\u1ea1n nh\u01b0 d\u1eebng l\u1ea1i \u1edf \u0111\u00e8n \u0111\u1ecf ho\u1eb7c thay \u0111\u1ed5i t\u1ed1c \u0111\u1ed9 d\u1ef1a tr\u00ean gi\u1edbi h\u1ea1n t\u1ed1c \u0111\u1ed9.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"DIGI-TEXX_Co_The_Giup_Ban_Voi_Chu_thich_Va_Dan_Nhan_Du_lieu_Trong_Phat_trien_Xe_Tu_Lai\"><\/span><strong>DIGI-TEXX C\u00f3 Th\u1ec3 Gi\u00fap B\u1ea1n V\u1edbi Ch\u00fa th\u00edch V\u00e0 D\u00e1n Nh\u00e3n D\u1eef li\u1ec7u Trong Ph\u00e1t tri\u1ec3n Xe T\u1ef1 L\u00e1i<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>H\u00e0nh tr\u00ecnh h\u01b0\u1edbng t\u1edbi xe t\u1ef1 l\u00e1i ph\u1ee5 thu\u1ed9c v\u00e0o m\u1ed9t y\u1ebfu t\u1ed1 quan tr\u1ecdng: d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao. T\u1ea1i DIGI-TEXX, ch\u00fang t\u00f4i hi\u1ec3u th\u1ebf gi\u1edbi ph\u1ee9c t\u1ea1p c\u1ee7a xe t\u1ef1 l\u00e1i v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c d\u00e1n nh\u00e3n c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c h\u1ec7 th\u1ed1ng AI c\u1ee7a ch\u00fang. <\/p>\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p ch\u00fa th\u00edch v\u00e0 d\u00e1n nh\u00e3n d\u1eef li\u1ec7u c\u1ee7a ch\u00fang t\u00f4i th\u00eam gi\u00e1 tr\u1ecb cho b\u1ea5t k\u1ef3 doanh nghi\u1ec7p n\u00e0o t\u1eeb c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau: <a href=\"https:\/\/digi-texx.com\/vi\/case-studies\/phat-hien-va-dan-nhan-doi-tuong-trong-nganh-xay-dung\/\">x\u00e2y d\u1ef1ng<\/a>, b\u1ea3o hi\u1ec3m, \u00f4 t\u00f4, v.v. tr\u00ean to\u00e0n th\u1ebf gi\u1edbi. Ch\u00fang t\u00f4i cung c\u1ea5p m\u1ed9t nh\u00f3m ng\u01b0\u1eddi ch\u00fa th\u00edch chuy\u00ean nghi\u1ec7p v\u1edbi m\u1ed9t ngu\u1ed3n l\u1ef1c \u0111\u00e1m \u0111\u00f4ng gi\u00e0u kinh nghi\u1ec7m v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng, \u0111\u1ea3m b\u1ea3o cung c\u1ea5p d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o ch\u1ea5t l\u01b0\u1ee3ng cao.   <\/p>\n\n<p>V\u1edbi d\u1ecbch v\u1ee5 ch\u00fa th\u00edch d\u1eef li\u1ec7u t\u1ea1i DIGI-TEXX, ch\u00fang t\u00f4i gi\u00fap b\u1ea1n gi\u1ea3i quy\u1ebft s\u1ef1 ph\u1ee9c t\u1ea1p \u1edf quy m\u00f4 l\u1edbn b\u1eb1ng c\u00e1ch cung c\u1ea5p vi\u1ec7c g\u1eafn th\u1ebb v\u00e0 d\u00e1n nh\u00e3n ch\u00ednh x\u00e1c cho c\u1ea3 d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u1ea5u tr\u00fac. Ch\u00fang t\u00f4i \u0111\u1ea3m b\u1ea3o \u0111\u1ea7u ra ch\u1ea5t l\u01b0\u1ee3ng cao v\u00e0 x\u1eed l\u00fd c\u00e1c d\u1ef1 \u00e1n \u1edf m\u1ecdi quy m\u00f4 ho\u1eb7c \u0111\u1ed9 ph\u1ee9c t\u1ea1p.<\/p>\n<style>.kt-accordion-id22770_4950e8-5f .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:10px;}.kt-accordion-id22770_4950e8-5f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;background:#ffffff;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:5px solid var(--accent);border-top-left-radius:3px;border-top-right-radius:3px;border-bottom-right-radius:3px;border-bottom-left-radius:3px;background:#ffffff;text-transform:capitalize;color:#444444;padding-top:14px;padding-right:16px;padding-bottom:20px;padding-left:16px;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id22770_4950e8-5f .kt-blocks-accordion-header:focus-visible{color:#444444;background:#ffffff;border-top-color:var(--accent);border-top-style:solid;border-right-color:var(--accent);border-right-style:solid;border-bottom-color:var(--accent);border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id22770_4950e8-5f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{color:#444444;background:#ffffff;border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id22770_4950e8-5f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}@media all and (max-width: 1024px){.kt-accordion-id22770_4950e8-5f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:5px solid var(--accent);}}@media all and (max-width: 1024px){.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id22770_4950e8-5f .kt-blocks-accordion-header:focus-visible{border-top-color:var(--accent);border-top-style:solid;border-right-color:var(--accent);border-right-style:solid;border-bottom-color:var(--accent);border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id22770_4950e8-5f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}}@media all and (max-width: 767px){.kt-accordion-id22770_4950e8-5f .kt-accordion-inner-wrap{display:block;}.kt-accordion-id22770_4950e8-5f .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:10px;}.kt-accordion-id22770_4950e8-5f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:5px solid var(--accent);}.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id22770_4950e8-5f .kt-blocks-accordion-header:focus-visible{border-top-color:var(--accent);border-top-style:solid;border-right-color:var(--accent);border-right-style:solid;border-bottom-color:var(--accent);border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}.kt-accordion-id22770_4950e8-5f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id22770_4950e8-5f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-accordion alignnone\"><div class=\"kt-accordion-wrap kt-accordion-id22770_4950e8-5f kt-accordion-has-11-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right\" style=\"max-width:none\"><div class=\"kt-accordion-inner-wrap\" data-allow-multiple-open=\"false\" data-start-open=\"none\">\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane22770_b70b52-ab\" id=\"article-sources\"><h3 class=\"kt-accordion-header-wrap\"><span class=\"ez-toc-section\" id=\"Nguon_tham_khao\"><\/span><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">Ngu\u1ed3n tham kh\u1ea3o<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<ol class=\"wp-block-list\">\n<li> Asthana, S. et al. (2020) Human-in-the-loop business modeling for emergent external factors for big data 2020, IBM Research. Available at: <a href=\"https:\/\/research.ibm.com\/publications\/human-in-the-loop-business-modelling-for-emergent-external-factors\" target=\"_blank\" rel=\"noopener\">https:\/\/research.ibm.com\/publications\/human-in-the-loop-business-modelling-for-emergent-external-factors<\/a> (Accessed: 16 May 2024). <\/li>\n\n\n\n<li>GrandViewResearch (n.d.). <em>Data Annotation Tools Market Size Analysis Report, 2021-2028<\/em>. [online] www.grandviewresearch.com.  Available at: &lt;<a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/data-annotation-tools-market\" target=\"_blank\" rel=\"noopener\">https:\/\/www.grandviewresearch.com\/industry-analysis\/data-annotation-tools-market<\/a>.&gt; (Accessed: 16 May 2024).<\/li>\n\n\n\n<li>University of Michigan (2023). <em>Autonomous Vehicles Factsheet<\/em>. [online] Center for Sustainable Systems.  Available at: &lt;<a href=\"https:\/\/css.umich.edu\/publications\/factsheets\/mobility\/autonomous-vehicles-factsheet\" target=\"_blank\" rel=\"noopener\">https:\/\/css.umich.edu\/publications\/factsheets\/mobility\/autonomous-vehicles-factsheet<\/a> &gt; (Accessed: 16 May 2024).<\/li>\n\n\n\n<li>Litman, T. (2018). <em>www.vtpi.org Info@vtpi.org 250-360-1560 A New Traffic Safety Paradigm A New Traffic Safety Paradigm<\/em>. [online] Available at: , &lt;<a href=\"https:\/\/www.transport.govt.nz\/assets\/Uploads\/Report\/VTPI-report.pdf\" target=\"_blank\" rel=\"noopener\">https:\/\/www.transport.govt.nz\/assets\/Uploads\/Report\/VTPI-report.pdf<\/a>. &gt;(Accessed: 16 May 2024).<\/li>\n<\/ol>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\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><a href=\"https:\/\/digi-texx.com\/vi\/cong-nghe\/loi-ich-cua-giai-phap-so-hoa-trong-nghien-cuu-lich-su\/\"><em>L\u1ee3i \u00cdch C\u1ee7a Gi\u00e1i Ph\u00e1p S\u1ed1 H\u00f3a Trong Nghi\u00ean C\u1ee9u L\u1ecbch S\u1eed<\/em><\/a><\/li>\n\n\n\n<li><em><a href=\"https:\/\/digi-texx.com\/vi\/cong-nghe\/nang-cao-chat-luong-hinh-anh-cong-nghe-xu-ly-du-lieu-quan-trong-quyet-dinh-chat-luong-du-lieu-dau-ra\/\">N\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh &#8211; C\u00f4ng ngh\u1ec7 x\u1eed l\u00fd d\u1eef li\u1ec7u quan tr\u1ecdng quy\u1ebft \u0111\u1ecbnh ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u1ea7u ra<\/a><\/em><\/li>\n\n\n\n<li><em><a href=\"https:\/\/digi-texx.com\/vi\/cong-nghe\/dich-vu-xu-ly-hoa-don-ket-hop-cung-cong-nghe-ai-voi-chat-luong-tot-nhat\/\">D\u1ecbch V\u1ee5 X\u1eed L\u00fd H\u00f3a \u0110\u01a1n K\u1ebft H\u1ee3p C\u00f9ng C\u00f4ng Ngh\u1ec7 AI V\u1edbi Ch\u1ea5t L\u01b0\u1ee3ng T\u1ed1t Nh\u1ea5t<\/a><\/em><\/li>\n<\/ul>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n kh\u00f4ng ng\u1eebng c\u1ee7a Tesla, Waymo v\u00e0 Cruise, xe t\u1ef1 l\u00e1i \u0111\u00e3 mang \u0111\u1ebfn s\u1ef1 chuy\u1ec3n bi\u1ebfn c\u00f4ng ngh\u1ec7 v\u00e0 \u0111\u00f3ng m\u1ed9t &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"C\u00e1ch Ch\u00fa th\u00edch D\u1eef li\u1ec7u Th\u00fac \u0110\u1ea9y Ng\u00e0nh Xe T\u1ef1 L\u00e1i\" class=\"read-more button\" href=\"https:\/\/digi-texx.com\/vi\/cong-nghe\/cach-chu-thich-du-lieu-thuc-day-nganh-xe-tu-lai\/#more-23513\" aria-label=\"Read more about C\u00e1ch Ch\u00fa th\u00edch D\u1eef li\u1ec7u Th\u00fac \u0110\u1ea9y Ng\u00e0nh Xe T\u1ef1 L\u00e1i\">Read More<\/a><\/p>\n","protected":false},"author":3,"featured_media":22797,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[22],"tags":[],"class_list":["post-23513","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-nghe","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\/23513","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=23513"}],"version-history":[{"count":0,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/posts\/23513\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/media\/22797"}],"wp:attachment":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/media?parent=23513"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/categories?post=23513"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/tags?post=23513"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}