{"id":10420,"date":"2022-07-23T06:42:06","date_gmt":"2022-07-22T23:42:06","guid":{"rendered":"https:\/\/kotwel.com\/tai-sao-gan-nhan-du-lieu-lai-quan-trong-doi-voi-hoc-may-va-ai\/"},"modified":"2022-07-23T07:17:37","modified_gmt":"2022-07-23T00:17:37","slug":"tai-sao-gan-nhan-du-lieu-lai-quan-trong-doi-voi-hoc-may-va-ai","status":"publish","type":"post","link":"https:\/\/kotwel.com\/vi\/tai-sao-gan-nhan-du-lieu-lai-quan-trong-doi-voi-hoc-may-va-ai\/","title":{"rendered":"T\u1ea1i Sao G\u00e1n Nh\u00e3n D\u1eef Li\u1ec7u L\u1ea1i Quan Tr\u1ecdng \u0110\u1ed1i V\u1edbi H\u1ecdc M\u00e1y V\u00e0 AI?"},"content":{"rendered":"\n\n\t

G\u00e1n Nh\u00e3n D\u1eef Li\u1ec7u<\/a> L\u00e0 G\u00ec?<\/h3>\n

G\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/a> (hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 d\u00e1n nh\u00e3n d\u1eef li\u1ec7u, \u0111\u00e1nh nh\u00e3n d\u1eef li\u1ec7u, \u0111\u00e1nh nh\u00e3n AI,…) l\u00e0 qu\u00e1 tr\u00ecnh g\u1eafn nh\u00e3n d\u1eef li\u1ec7u cho h\u1ecdc m\u00e1y c\u00f3 gi\u00e1m s\u00e1t (supervised machine learning). Hi\u1ec3u \u0111\u01a1n gi\u1ea3n, g\u00e1n nh\u00e3n d\u1eef li\u1ec7u c\u00f3 ngh\u0129a l\u00e0 th\u00eam th\u1ebb ho\u1eb7c nh\u00e3n v\u00e0o d\u1eef li\u1ec7u \u0111\u1ec3 c\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 h\u1ecdc t\u1eeb c\u00e1c th\u1ebb ho\u1eb7c nh\u00e3n \u0111\u00f3. V\u00ed d\u1ee5, n\u1ebfu b\u1ea1n mu\u1ed1n d\u1ea1y m\u1ed9t thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc nh\u1eadn d\u1ea1ng m\u00e8o trong \u1ea3nh, b\u1ea1n c\u1ea7n ph\u1ea3i g\u1eafn nh\u00e3n m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c b\u1ee9c \u1ea3nh l\u00e0 “m\u00e8o” ho\u1eb7c “kh\u00f4ng ph\u1ea3i m\u00e8o”. B\u1ea1n c\u00e0ng c\u00f3 nhi\u1ec1u d\u1eef li\u1ec7u, thu\u1eadt to\u00e1n s\u1ebd c\u00e0ng ch\u00ednh x\u00e1c.<\/p>\n

\"G\u00e1n<\/p>\n

C\u00e1c Lo\u1ea1i G\u00e1n Nh\u00e3n D\u1eef Li\u1ec7u<\/a> Kh\u00e1c Nhau<\/h3>\n

C\u00f3 m\u1ed9t s\u1ed1 lo\u1ea1i g\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/a> kh\u00e1c nhau, ph\u1ed5 bi\u1ebfn nh\u1ea5t l\u00e0 g\u00e1n nh\u00e3n h\u00ecnh \u1ea3nh<\/a>. Lo\u1ea1i g\u00e1n nh\u00e3n n\u00e0y li\u00ean quan \u0111\u1ebfn vi\u1ec7c g\u1eafn c\u00e1c nh\u00e3n ho\u1eb7c th\u1ebb m\u00f4 t\u1ea3 nh\u1eefng g\u00ec c\u00f3 trong \u1ea3nh. V\u00ed d\u1ee5: h\u00ecnh \u1ea3nh m\u1ed9t con m\u00e8o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c g\u1eafn c\u00e1c nh\u00e3n nh\u01b0 l\u00e0 “m\u00e8o”, “\u0111\u1ed9ng v\u1eadt”, “h\u1ecd m\u00e8o”, v.v Ngo\u00e0i ra c\u00f2n c\u00f3 c\u00e1c c\u00f4ng c\u1ee5 chuy\u00ean d\u1ee5ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 g\u1eafn nh\u00e3n h\u00ecnh \u1ea3nh, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ed9p bi\u00ean (bounding box – c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng trong h\u00ecnh \u1ea3nh) v\u00e0 c\u00e1c \u0111i\u1ec3m ch\u1ed1t (keypoint – c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m tr\u00ean khu\u00f4n m\u1eb7t).<\/p>\n

M\u1ed9t lo\u1ea1i d\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/a> ph\u1ed5 bi\u1ebfn kh\u00e1c l\u00e0 g\u00e1n nh\u00e3n video. Lo\u1ea1i g\u00e1n nh\u00e3n n\u00e0y li\u00ean quan \u0111\u1ebfn vi\u1ec7c g\u1eafn c\u00e1c nh\u00e3n ho\u1eb7c th\u1ebb m\u00f4 t\u1ea3 nh\u1eefng g\u00ec \u0111ang x\u1ea3y ra trong video. V\u00ed d\u1ee5: m\u1ed9t video v\u1ec1 m\u00e8o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c g\u1eafn c\u00e1c nh\u00e3n nh\u01b0 l\u00e0: “m\u00e8o”, “\u0111\u1ed9ng v\u1eadt”, “h\u1ecd m\u00e8o”, “\u0111i”, “ch\u1ea1y”, v.v.<\/p>\n

T\u1ea1i Sao G\u00e1n Nh\u00e3n D\u1eef Li\u1ec7u<\/a> L\u1ea1i Quan Tr\u1ecdng?<\/h3>\n

G\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/a> l\u00e0 m\u1ed9t c\u00f4ng \u0111o\u1ea1n thi\u1ebft y\u1ebfu trong vi\u1ec7c ph\u00e1t tri\u1ec3n m\u1ecdi h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. N\u1ebfu d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n, s\u1ebd r\u1ea5t kh\u00f3 – n\u1ebfu kh\u00f4ng mu\u1ed1n n\u00f3i l\u00e0 kh\u00f4ng th\u1ec3 – \u0111\u00e0o t\u1ea1o m\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n ngay c\u1ea3 nh\u1eefng t\u00e1c v\u1ee5 c\u01a1 b\u1ea3n. C\u00f3 m\u1ed9t s\u1ed1 c\u00e1ch kh\u00e1c nhau \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00f4ng \u0111o\u1ea1n n\u00e0y, nh\u01b0ng \u0111i\u1ec1u quan tr\u1ecdng nh\u1ea5t l\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c nh\u00e3n d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u00e1n ch\u00ednh x\u00e1c v\u00e0 nh\u1ea5t qu\u00e1n. N\u1ebfu kh\u00f4ng, c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u1ee7a b\u1ea1n s\u1ebd kh\u00f4ng th\u1ec3 h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb ngu\u1ed3n d\u1eef li\u1ec7u \u0111\u00f3.<\/p>\n

\"D\u1ecbch<\/p>\n

D\u1ecbch V\u1ee5 G\u00e1n Nh\u00e3n D\u1eef Li\u1ec7u<\/a> Ch\u1ea5t L\u01b0\u1ee3ng Cao t\u1ea1i Kotwel<\/h3>\n

M\u1ed9t trong nh\u1eefng c\u00e1ch t\u1ed1t nh\u1ea5t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o g\u00e1n nh\u00e3n d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao<\/a> l\u00e0 s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 chuy\u00ean nghi\u1ec7p t\u1eeb m\u1ed9t c\u00f4ng ty uy t\u00edn. T\u1ea1i Kotwel<\/a>, ch\u00fang t\u00f4i cung c\u1ea5p d\u1ecbch v\u1ee5 g\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/a> ch\u1ea5t l\u01b0\u1ee3ng cao \u0111\u1ec3 gi\u00fap b\u1ea1n khai th\u00e1c t\u1ed1i \u0111a c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u1ee7a m\u00ecnh. Ch\u00fang t\u00f4i c\u00f3 \u0111\u1ed9i ng\u0169 chuy\u00ean vi\u00ean kh\u00e9o l\u00e9o v\u00e0 t\u1eadn t\u00e2m, \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u1ea3n \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c g\u00e1n nh\u00e3n h\u00ecnh \u1ea3nh, video, \u00e2m thanh v\u00e0 d\u1eef li\u1ec7u v\u0103n b\u1ea3n ch\u1ea5t l\u01b0\u1ee3ng cao v\u00e0 nh\u1ea5t qu\u00e1n.<\/p>\n

Ch\u00fang t\u00f4i c\u0169ng cung c\u1ea5p d\u1ecbch v\u1ee5 g\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/a> t\u00f9y ch\u1ec9nh \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a b\u1ea1n. N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm c\u00e1c d\u1ecbch v\u1ee5 g\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/a> t\u1ed1t nh\u1ea5t, th\u00ec b\u1ea1n kh\u00f4ng c\u1ea7n t\u00ecm ki\u1ebfm th\u00eam n\u1eefa v\u00ec \u0111\u00e3 c\u00f3 Kotwel<\/a>\u00a0\u0111\u00e2y r\u1ed3i. Li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i ngay h\u00f4m nay \u0111\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 c\u00e1c d\u1ecbch v\u1ee5 c\u0169ng nh\u01b0 c\u00e1ch ch\u00fang t\u00f4i c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u1ee7a m\u00ecnh.<\/p>\n

\"\"<\/figure>\n

Kotwel <\/b><\/a>l\u00e0 nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u \u0111\u00e1ng tin c\u1eady t\u1ea1i Vi\u1ec7t Nam, cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p AI<\/a> t\u00f9y ch\u1ec9nh v\u00e0 d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o AI<\/a> ch\u1ea5t l\u01b0\u1ee3ng cao cho c\u00e1c c\u00f4ng ty tr\u00ean to\u00e0n c\u1ea7u. C\u00e1c d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u t\u1ea1i Kotwel g\u1ed3m c\u00f3 thu th\u1eadp d\u1eef li\u1ec7u<\/a><\/strong>, g\u00e1n nh\u00e3n d\u1eef li\u1ec7u<\/a><\/strong> v\u00e0 x\u00e1c th\u1ef1c d\u1eef li\u1ec7u<\/a><\/strong> gi\u00fap khai th\u00e1c nhi\u1ec1u h\u01a1n c\u00e1c thu\u1eadt to\u00e1n c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1ch t\u1ea1o, g\u1eafn nh\u00e3n v\u00e0 x\u00e1c th\u1ef1c d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o<\/a> ch\u1ea5t l\u01b0\u1ee3ng cao, \u0111\u1eb7c bi\u1ec7t ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee7a b\u1ea1n.<\/p>\n\n","protected":false},"excerpt":{"rendered":"

G\u00e1n Nh\u00e3n D\u1eef Li\u1ec7u L\u00e0 G\u00ec? G\u00e1n nh\u00e3n d\u1eef li\u1ec7u (hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 d\u00e1n nh\u00e3n d\u1eef li\u1ec7u, \u0111\u00e1nh nh\u00e3n d\u1eef li\u1ec7u, \u0111\u00e1nh nh\u00e3n AI,…) l\u00e0 qu\u00e1 tr\u00ecnh g\u1eafn nh\u00e3n d\u1eef li\u1ec7u cho h\u1ecdc m\u00e1y c\u00f3 gi\u00e1m s\u00e1t (supervised machine learning). Hi\u1ec3u \u0111\u01a1n gi\u1ea3n, g\u00e1n nh\u00e3n d\u1eef li\u1ec7u c\u00f3 ngh\u0129a l\u00e0 th\u00eam th\u1ebb ho\u1eb7c […]<\/p>\n","protected":false},"author":1,"featured_media":10415,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"right-sidebar","site-content-layout":"boxed-container","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"disabled","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1,121],"tags":[193,191,197,122,123,133,185],"class_list":["post-10420","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-dich-vu-du-lieu","tag-dan-nhan-du-lieu","tag-dich-vu-gan-nhan-du-lieu","tag-gan-nhan-ai","tag-gan-nhan-du-lieu","tag-gan-nhan-du-lieu-kotwel","tag-gan-nhan-du-lieu-viet-nam","tag-machine-learning-training-data"],"yoast_head":"\nT\u1ea1i Sao G\u00e1n Nh\u00e3n D\u1eef Li\u1ec7u L\u1ea1i Quan Tr\u1ecdng \u0110\u1ed1i V\u1edbi H\u1ecdc M\u00e1y V\u00e0 AI?<\/title>\n<meta name=\"description\" content=\"G\u00e1n nh\u00e3n d\u1eef li\u1ec7u l\u00e0 m\u1ed9t c\u00f4ng \u0111o\u1ea1n thi\u1ebft y\u1ebfu trong vi\u1ec7c ph\u00e1t tri\u1ec3n m\u1ecdi h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. 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