{"id":18797,"date":"2023-01-18T13:05:00","date_gmt":"2023-01-18T06:05:00","guid":{"rendered":"https:\/\/www.prnasia.com\/asia-story\/archive\/3986012_VI86012_11"},"modified":"2023-01-18T13:05:00","modified_gmt":"2023-01-18T06:05:00","slug":"imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti","status":"publish","type":"post","link":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/","title":{"rendered":"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI"},"content":{"rendered":"

H\u00c0NG CH\u00c2U, Trung Qu\u1ed1c<\/span>, 18\/1\/2023<\/span><\/span> \/PRNewswire\/ — L\u00e0 thu\u1eadt to\u00e1n c\u1ed1t l\u00f5i trong tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, nh\u1eadn di\u1ec7n v\u00e0 theo d\u00f5i \u0111\u1ed1i t\u01b0\u1ee3ng tr\u1ef1c quan \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i trong c\u00e1c thi\u1ebft b\u1ecb gi\u00e1m s\u00e1t nh\u00e0. G\u1ea7n \u0111\u00e2y, IMOU, th\u01b0\u01a1ng hi\u1ec7u nh\u00e0 th\u00f4ng minh t\u1ea1i Trung Qu\u1ed1c, \u0111\u00e3 \u0111\u1ee9ng \u0111\u1ea7u trong \u0111\u00e1nh gi\u00e1 nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D ng\u01b0\u1eddi \u0111i b\u1ed9, v\u00e0 theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00f4 t\u00f4 c\u1ee7a KITTI. IMOU \u0111\u1ea1t 57,15% \u0111\u1ed9 ch\u00ednh x\u00e1c theo d\u00f5i b\u1eadc cao (HOTA) khi theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng ng\u01b0\u1eddi \u0111i b\u1ed9, 82,08% (HOTA) khi theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng \u00f4 t\u00f4 v\u00e0 82.77% (Trung b\u00ecnh) khi nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D ng\u01b0\u1eddi \u0111i b\u1ed9.<\/p>\n

\n

\"Multi<\/a>
Multi -object tracking list of Pedestrain<\/span><\/p>\n<\/p><\/div>\n

\n

\"Multi-object<\/a>
Multi-object tracking list of Car<\/span><\/p>\n<\/p><\/div>\n

\n

\"2D<\/a>
2D object detection list of Pedestrian<\/span><\/p>\n<\/p><\/div>\n

Nh\u1eadn di\u1ec7n v\u00e0 theo d\u00f5i \u0111\u1ed1i t\u01b0\u1ee3ng chung l\u00e0 nh\u1eefng nhi\u1ec7m v\u1ee5 c\u01a1 b\u1ea3n v\u00e0 \u0111\u1ea7y th\u00e1ch th\u1ee9c trong th\u1ecb gi\u00e1c m\u00e1y t\u00ednh. V\u1edbi nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D, IMOU \u0111\u1ec1 xu\u1ea5t m\u1ed9t khung thu\u1eadt to\u00e1n khi tham s\u1ed1 h\u00f3a l\u1ea1i c\u1ea5u tr\u00fac v\u00e0 k\u1ebft h\u1ee3p \u0111a ph\u01b0\u01a1ng th\u1ee9c, nh\u1edd \u0111\u00f3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n \u0111\u1ea1t hi\u1ec7u su\u1ea5t \u0111\u00e1ng k\u1ec3 khi x\u1eed l\u00fd t\u1eafc m\u1ea1ch c\u0169ng nh\u01b0 c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng nh\u1ecf. C\u00e1c camera th\u00f4ng minh c\u1ee7a IMOU \u0111\u00e3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ea7y \u0111\u1ee7 khung thu\u1eadt to\u00e1n n\u00e0y. <\/p>\n

V\u1edbi theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng, IMOU t\u1ed1i \u01b0u h\u00f3a nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng, t\u00e1i nh\u1eadn d\u1ea1ng, t\u00ednh t\u01b0\u01a1ng quan \u0111\u1ed1i t\u01b0\u1ee3ng v\u00e0 nh\u1eefng m\u00f4-\u0111un kh\u00e1c d\u1ef1a tr\u00ean khung TBD nh\u1eb1m c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t t\u1ed5ng th\u1ec3. C\u1ee5 th\u1ec3, kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n d\u1ef1a tr\u00ean tham s\u1ed1 h\u00f3a l\u1ea1i c\u1ea5u tr\u00fac. B\u00ean c\u1ea1nh \u0111\u00f3, ch\u00fang t\u00f4i c\u0169ng \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t \u0111\u00e1ng k\u1ec3 khi x\u1eed l\u00fd t\u00ecnh tr\u1ea1ng bi\u1ebfn d\u1ea1ng v\u00e0 t\u1eafc ngh\u1ebdn b\u1eb1ng c\u00e1ch \u0111\u1ec1 xu\u1ea5t chi\u1ebfn l\u01b0\u1ee3c c\u1eadp nh\u1eadt m\u1eabu \u0111\u1ed9ng. H\u01a1n n\u1eefa, ch\u00fang t\u00f4i c\u0169ng s\u1eed d\u1ee5ng m\u1ea1ng l\u01b0\u1edbi bi\u1ec3u \u0111\u1ed3 \u0111\u1ec3 m\u00f4 h\u00ecnh h\u00f3a c\u00e1c chu\u1ed7i th\u1eddi gian c\u1ee7a m\u1ee5c ti\u00eau theo d\u00f5i nh\u1eb1m t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng k\u1ebft h\u1ee3p \u0111a t\u00ednh n\u0103ng v\u00e0 c\u1ea3i thi\u1ec7n t\u00ednh \u1ed5n \u0111\u1ecbnh c\u1ee7a theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng. V\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a thu\u1eadt to\u00e1n theo d\u00f5i \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t, camera gi\u00e1m s\u00e1t IMOU c\u00f3 th\u1ec3 li\u00ean t\u1ee5c theo d\u00f5i c\u00e1c m\u1ee5c ti\u00eau quan t\u00e2m v\u00e0 ghi l\u1ea1i qu\u1ef9 \u0111\u1ea1o chuy\u1ec3n \u0111\u1ed9ng. Khi ph\u00e1t hi\u1ec7n m\u1ed9t h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng, ng\u01b0\u1eddi d\u00f9ng s\u1ebd nh\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t th\u00f4ng b\u00e1o c\u1ea3nh b\u00e1o.<\/p>\n

\u0110i\u1ec3n h\u00ecnh l\u00e0 Cruiser 2, m\u1ed9t camera ngo\u00e0i tr\u1eddi AI s\u1eafp \u0111\u01b0\u1ee3c IMOU ra m\u1eaft. C\u00e1c thu\u1eadt to\u00e1n AI c\u1ee5c b\u1ed9 \u0111\u01b0\u1ee3c trang b\u1ecb chip AI c\u00f4ng su\u1ea5t cao nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch v\u00e0 v\u1eadn h\u00e0nh d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3. C\u00e1c ch\u1ee9c n\u0103ng AI m\u1edbi \u0111\u01b0\u1ee3c n\u00e2ng c\u1ea5p c\u00f3 th\u1ec3 nh\u1eadn d\u1ea1ng ch\u00ednh x\u00e1c ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 xe, \u0111\u1ed3ng th\u1eddi li\u00ean t\u1ee5c theo d\u00f5i c\u00e1c m\u1ee5c ti\u00eau quan t\u00e2m v\u00e0 ghi l\u1ea1i qu\u1ef9 \u0111\u1ea1o di chuy\u1ec3n. Ngo\u00e0i ra, c\u0169ng c\u00f3 th\u1ec3 khoanh v\u00f9ng th\u00f4ng minh khu v\u1ef1c \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t tr\u00ean \u1ee9ng d\u1ee5ng, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho t\u00ednh linh ho\u1ea1t c\u1ee7a gi\u00e1m s\u00e1t th\u00f4ng minh.<\/p>\n

Ti\u00eau chu\u1ea9n t\u1ea7m nh\u00ecn KITTI hi\u1ec7n l\u00e0 m\u1ed9t trong nh\u1eefng b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e1nh gi\u00e1 l\u1edbn nh\u1ea5t trong th\u1ecb gi\u00e1c m\u00e1y t\u00ednh. Ti\u00eau chu\u1ea9n n\u00e0y \u0111\u01b0\u1ee3c Vi\u1ec7n C\u00f4ng ngh\u1ec7 Karlsruhe t\u1ea1i \u0110\u1ee9c v\u00e0 Vi\u1ec7n Nghi\u00ean c\u1ee9u Toyota t\u1ea1i Hoa K\u1ef3 \u0111\u1ed3ng s\u00e1ng l\u1eadp. KITTI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 t\u1ea7m nh\u00ecn nhi\u1ec1u camera, lu\u1ed3ng quang h\u1ecdc, lu\u1ed3ng c\u1ea3nh, \u0111o l\u01b0\u1eddng tr\u1ef1c quan, nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng, theo d\u00f5i m\u1ee5c ti\u00eau, nh\u1eadn di\u1ec7n \u0111\u01b0\u1eddng, ph\u00e2n \u0111o\u1ea1n v\u00f9ng \u1ea3nh theo t\u1eebng l\u1edbp v\u00e0 t\u1eebng c\u00e1 th\u1ec3. L\u00e0 nh\u00e0 cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p nh\u00e0 th\u00f4ng minh to\u00e0n di\u1ec7n, IMOU \u0111\u00e3 ho\u1ea1t \u0111\u1ed9ng trong l\u0129nh v\u1ef1c AI trong nhi\u1ec1u n\u0103m v\u00e0 li\u00ean t\u1ee5c t\u1ea1o ra nh\u1eefng \u0111\u1ed9t ph\u00e1. M\u1ed9t m\u1eb7t, c\u00f4ng ngh\u1ec7 AI c\u1ee7a ch\u00fang t\u00f4i kh\u00f4ng ng\u1eebng c\u1ea3i ti\u1ebfn c\u00e1c s\u1ea3n ph\u1ea9m gia d\u1ee5ng th\u00f4ng minh c\u1ea5p cao v\u00e0 mang t\u00ednh nh\u00e2n v\u0103n. M\u1eb7t kh\u00e1c, ch\u00fang t\u00f4i \u0111ang n\u1ed7 l\u1ef1c c\u1ea3i thi\u1ec7n t\u00ecnh tr\u1ea1ng c\u00e1c s\u1ea3n ph\u1ea9m gia d\u1ee5ng b\u1ecb t\u00e1ch bi\u1ec7t v\u1edbi nhau. Trong t\u01b0\u01a1ng lai, s\u1ebd ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u s\u1ea3n ph\u1ea9m c\u1ee7a IMOU \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho h\u1ec7 sinh th\u00e1i nh\u00e0 th\u00f4ng minh to\u00e0n di\u1ec7n, \u0111\u1ed3ng th\u1eddi t\u1ea1o ra m\u1ed9t cu\u1ed9c s\u1ed1ng d\u1ec5 d\u00e0ng h\u01a1n, th\u00f4ng minh h\u01a1n v\u00e0 an to\u00e0n h\u01a1n cho m\u1ecdi ng\u01b0\u1eddi d\u00f9ng.<\/p>\n","protected":false},"excerpt":{"rendered":"

H\u00c0NG CH\u00c2U, Trung Qu\u1ed1c, 18\/1\/2023 \/PRNewswire\/ — L\u00e0 thu\u1eadt to\u00e1n c\u1ed1t l\u00f5i trong tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, nh\u1eadn di\u1ec7n v\u00e0 theo d\u00f5i \u0111\u1ed1i t\u01b0\u1ee3ng tr\u1ef1c quan \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i trong c\u00e1c thi\u1ebft b\u1ecb gi\u00e1m s\u00e1t nh\u00e0. G\u1ea7n \u0111\u00e2y, IMOU, th\u01b0\u01a1ng hi\u1ec7u nh\u00e0 th\u00f4ng minh t\u1ea1i Trung Qu\u1ed1c, \u0111\u00e3 \u0111\u1ee9ng \u0111\u1ea7u trong \u0111\u00e1nh […]\n","protected":false},"author":4,"featured_media":18798,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[2293],"tags":[],"class_list":["post-18797","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pr-newswire"],"yoast_head":"\nIMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI\" \/>\n<meta property=\"og:description\" content=\"H\u00c0NG CH\u00c2U, Trung Qu\u1ed1c, 18\/1\/2023 \/PRNewswire\/ — L\u00e0 thu\u1eadt to\u00e1n c\u1ed1t l\u00f5i trong tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, nh\u1eadn di\u1ec7n v\u00e0 theo d\u00f5i \u0111\u1ed1\" \/>\n<meta property=\"og:url\" content=\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/\" \/>\n<meta property=\"og:site_name\" content=\"C\u1ed9ng \u0111\u1ed3ng SaigonBiz\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/SaigonbizGroup\" \/>\n<meta property=\"article:published_time\" content=\"2023-01-18T06:05:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"600\" \/>\n\t<meta property=\"og:image:height\" content=\"164\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Ng\u01b0\u1eddi S\u00e0i G\u00f2n\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ng\u01b0\u1eddi S\u00e0i G\u00f2n\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 ph\u00fat\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/\"},\"author\":{\"name\":\"Ng\u01b0\u1eddi S\u00e0i G\u00f2n\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/#\/schema\/person\/18908228bba9a50a11d598ac1785d5d1\"},\"headline\":\"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI\",\"datePublished\":\"2023-01-18T06:05:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/\"},\"wordCount\":1151,\"publisher\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/#organization\"},\"image\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg\",\"articleSection\":[\"PR Newswire\"],\"inLanguage\":\"vi\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/\",\"url\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/\",\"name\":\"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI\",\"isPartOf\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg\",\"datePublished\":\"2023-01-18T06:05:00+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#breadcrumb\"},\"inLanguage\":\"vi\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"vi\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#primaryimage\",\"url\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg\",\"contentUrl\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg\",\"width\":600,\"height\":164},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Trang ch\u1ee7\",\"item\":\"https:\/\/saigonbiz.com\/vn\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/#website\",\"url\":\"https:\/\/saigonbiz.com\/vn\/\",\"name\":\"C\u1ed9ng \u0111\u1ed3ng SaigonBiz\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/saigonbiz.com\/vn\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"vi\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/#organization\",\"name\":\"C\u1ed9ng \u0111\u1ed3ng SaigonBiz\",\"url\":\"https:\/\/saigonbiz.com\/vn\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"vi\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/cropped-c2adea16-1c71-4315-8801-803a8d237e2a_removalai_preview.png\",\"contentUrl\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/cropped-c2adea16-1c71-4315-8801-803a8d237e2a_removalai_preview.png\",\"width\":512,\"height\":512,\"caption\":\"C\u1ed9ng \u0111\u1ed3ng SaigonBiz\"},\"image\":{\"@id\":\"https:\/\/saigonbiz.com\/vn\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/SaigonbizGroup\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/#\/schema\/person\/18908228bba9a50a11d598ac1785d5d1\",\"name\":\"Ng\u01b0\u1eddi S\u00e0i G\u00f2n\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"vi\",\"@id\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/logo-2025-1.png\",\"url\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/logo-2025-1.png\",\"contentUrl\":\"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/logo-2025-1.png\",\"caption\":\"Ng\u01b0\u1eddi S\u00e0i G\u00f2n\"},\"url\":\"https:\/\/saigonbiz.com\/vn\/profile\/baoan\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/","og_locale":"vi_VN","og_type":"article","og_title":"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI","og_description":"H\u00c0NG CH\u00c2U, Trung Qu\u1ed1c, 18\/1\/2023 \/PRNewswire\/ — L\u00e0 thu\u1eadt to\u00e1n c\u1ed1t l\u00f5i trong tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, nh\u1eadn di\u1ec7n v\u00e0 theo d\u00f5i \u0111\u1ed1","og_url":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/","og_site_name":"C\u1ed9ng \u0111\u1ed3ng SaigonBiz","article_publisher":"https:\/\/www.facebook.com\/SaigonbizGroup","article_published_time":"2023-01-18T06:05:00+00:00","og_image":[{"width":600,"height":164,"url":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg","type":"image\/jpeg"}],"author":"Ng\u01b0\u1eddi S\u00e0i G\u00f2n","twitter_card":"summary_large_image","twitter_misc":{"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi":"Ng\u01b0\u1eddi S\u00e0i G\u00f2n","\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc":"6 ph\u00fat"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#article","isPartOf":{"@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/"},"author":{"name":"Ng\u01b0\u1eddi S\u00e0i G\u00f2n","@id":"https:\/\/saigonbiz.com\/vn\/#\/schema\/person\/18908228bba9a50a11d598ac1785d5d1"},"headline":"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI","datePublished":"2023-01-18T06:05:00+00:00","mainEntityOfPage":{"@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/"},"wordCount":1151,"publisher":{"@id":"https:\/\/saigonbiz.com\/vn\/#organization"},"image":{"@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#primaryimage"},"thumbnailUrl":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg","articleSection":["PR Newswire"],"inLanguage":"vi"},{"@type":"WebPage","@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/","url":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/","name":"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI","isPartOf":{"@id":"https:\/\/saigonbiz.com\/vn\/#website"},"primaryImageOfPage":{"@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#primaryimage"},"image":{"@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#primaryimage"},"thumbnailUrl":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg","datePublished":"2023-01-18T06:05:00+00:00","breadcrumb":{"@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#breadcrumb"},"inLanguage":"vi","potentialAction":[{"@type":"ReadAction","target":["https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/"]}]},{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#primaryimage","url":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg","contentUrl":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2023\/01\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti.jpg","width":600,"height":164},{"@type":"BreadcrumbList","@id":"https:\/\/saigonbiz.com\/vn\/imou-dung-dau-trong-danh-gia-nhan-dien-doi-tuong-2d-nguoi-di-bo-theo-doi-da-doi-tuong-nguoi-di-bo-va-o-to-cua-kitti\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/saigonbiz.com\/vn\/"},{"@type":"ListItem","position":2,"name":"IMOU \u0111\u1ee9ng \u0111\u1ea7u trong \u0110\u00e1nh gi\u00e1 Nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng 2D (Ng\u01b0\u1eddi \u0111i b\u1ed9), Theo d\u00f5i \u0111a \u0111\u1ed1i t\u01b0\u1ee3ng (Ng\u01b0\u1eddi \u0111i b\u1ed9 v\u00e0 \u00d4 t\u00f4) c\u1ee7a KITTI"}]},{"@type":"WebSite","@id":"https:\/\/saigonbiz.com\/vn\/#website","url":"https:\/\/saigonbiz.com\/vn\/","name":"C\u1ed9ng \u0111\u1ed3ng SaigonBiz","description":"","publisher":{"@id":"https:\/\/saigonbiz.com\/vn\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/saigonbiz.com\/vn\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"vi"},{"@type":"Organization","@id":"https:\/\/saigonbiz.com\/vn\/#organization","name":"C\u1ed9ng \u0111\u1ed3ng SaigonBiz","url":"https:\/\/saigonbiz.com\/vn\/","logo":{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/saigonbiz.com\/vn\/#\/schema\/logo\/image\/","url":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/cropped-c2adea16-1c71-4315-8801-803a8d237e2a_removalai_preview.png","contentUrl":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/cropped-c2adea16-1c71-4315-8801-803a8d237e2a_removalai_preview.png","width":512,"height":512,"caption":"C\u1ed9ng \u0111\u1ed3ng SaigonBiz"},"image":{"@id":"https:\/\/saigonbiz.com\/vn\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/SaigonbizGroup"]},{"@type":"Person","@id":"https:\/\/saigonbiz.com\/vn\/#\/schema\/person\/18908228bba9a50a11d598ac1785d5d1","name":"Ng\u01b0\u1eddi S\u00e0i G\u00f2n","image":{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/logo-2025-1.png","url":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/logo-2025-1.png","contentUrl":"https:\/\/saigonbiz.com\/vn\/wp-content\/uploads\/2025\/11\/logo-2025-1.png","caption":"Ng\u01b0\u1eddi S\u00e0i G\u00f2n"},"url":"https:\/\/saigonbiz.com\/vn\/profile\/baoan\/"}]}},"_links":{"self":[{"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/posts\/18797","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/comments?post=18797"}],"version-history":[{"count":0,"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/posts\/18797\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/media\/18798"}],"wp:attachment":[{"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/media?parent=18797"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/categories?post=18797"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/saigonbiz.com\/vn\/wp-json\/wp\/v2\/tags?post=18797"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}