{"id":17707,"date":"2025-05-23T14:09:51","date_gmt":"2025-05-23T07:09:51","guid":{"rendered":"https:\/\/base.vn\/blog\/?p=17707"},"modified":"2025-09-05T11:19:10","modified_gmt":"2025-09-05T04:19:10","slug":"computer-vision-la-gi","status":"publish","type":"post","link":"https:\/\/base.vn\/blog\/computer-vision-la-gi\/","title":{"rendered":"Computer Vision l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh trong doanh nghi\u1ec7p"},"content":{"rendered":"\n<p>Trong th\u1eddi \u0111\u1ea1i m\u00e0 d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh v\u00e0 video ng\u00e0y c\u00e0ng chi\u1ebfm \u01b0u th\u1ebf, kh\u1ea3 n\u0103ng \u201cnh\u00ecn\u201d v\u00e0 \u201chi\u1ec3u\u201d c\u1ee7a m\u00e1y m\u00f3c kh\u00f4ng c\u00f2n l\u00e0 vi\u1ec5n t\u01b0\u1edfng. \u0110\u00f3 ch\u00ednh l\u00e0 l\u00fac Computer Vision \u2013 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh b\u01b0\u1edbc v\u00e0o cu\u1ed9c ch\u01a1i. Kh\u00f4ng ch\u1ec9 \u1ee9ng d\u1ee5ng trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 cao, Computer Vision \u0111ang t\u1eebng b\u01b0\u1edbc len l\u1ecfi v\u00e0o m\u1ecdi ng\u00f3c ng\u00e1ch doanh nghi\u1ec7p \u2013 t\u1eeb s\u1ea3n xu\u1ea5t, b\u00e1n l\u1ebb \u0111\u1ebfn logistics hay ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<p>V\u1eady <strong>Computer Vision l\u00e0 g\u00ec?<\/strong> C\u00f4ng ngh\u1ec7 n\u00e0y ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o v\u00e0 mang l\u1ea1i gi\u00e1 tr\u1ecb g\u00ec cho doanh nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i? H\u00e3y c\u00f9ng <a href=\"https:\/\/base.vn\/?utm_source=base-blog&amp;utm_content=base.vn\/computer-vision\/\" target=\"_blank\" rel=\"noreferrer noopener\">Base.vn<\/a> kh\u00e1m ph\u00e1 chi ti\u1ebft trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-gi\u1edbi-thi\u1ec7u-v\u1ec1-computer-vision\">1. Gi\u1edbi thi\u1ec7u v\u1ec1 Computer Vision<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-1-computer-vision-la-gi-nbsp\">1.1 Computer Vision l\u00e0 g\u00ec?&nbsp;<\/h3>\n\n\n\n<p><strong>Computer Vision (Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh)<\/strong> l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a khoa h\u1ecdc m\u00e1y t\u00ednh, t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n kh\u1ea3 n\u0103ng \u0111\u1ec3 m\u00e1y t\u00ednh c\u00f3 th\u1ec3 &#8220;quan s\u00e1t&#8221; v\u00e0 &#8220;nh\u1eadn bi\u1ebft&#8221; n\u1ed9i dung trong h\u00ecnh \u1ea3nh ho\u1eb7c video. Hi\u1ec3u \u0111\u01a1n gi\u1ea3n, \u0111\u00e2y l\u00e0 c\u00f4ng ngh\u1ec7 gi\u00fap m\u00e1y m\u00f3c nh\u1eadn di\u1ec7n v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh nh\u1eb1m r\u00fat ra th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb t\u1eeb \u0111\u00f3.<\/p>\n\n\n\n<p>\u0110\u1ec3 &#8220;d\u1ea1y&#8221; m\u00e1y t\u00ednh c\u00e1ch nh\u00ecn, ch\u00fang ta c\u1ea7n k\u1ebft h\u1ee3p nhi\u1ec1u th\u00e0nh ph\u1ea7n c\u00f4ng ngh\u1ec7 kh\u00e1c nhau, bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>C\u1ea3m bi\u1ebfn: <\/strong>Camera v\u00e0 c\u00e1c thi\u1ebft b\u1ecb \u0111\u01b0\u1ee3c trang b\u1ecb c\u1ea3m bi\u1ebfn chuy\u00ean d\u1ee5ng \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh t\u1eeb th\u1ebf gi\u1edbi xung quanh.<\/li>\n\n\n\n<li><strong>D\u1eef li\u1ec7u: <\/strong>Ph\u1ea7n l\u1edbn ch\u00fang ta \u0111\u1ec1u quen thu\u1ed9c v\u1edbi c\u00e1c \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh v\u00e0 video th\u00f4ng th\u01b0\u1eddng nh\u01b0 .jpg, .png (cho h\u00ecnh \u1ea3nh) hay .mov, .avi (cho video). Tuy nhi\u00ean, d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf \u0111\u00f3. N\u00f3 c\u00f3 th\u1ec3 \u0111\u1ebfn t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau, nh\u01b0 h\u00ecnh \u1ea3nh t\u1eeb nhi\u1ec1u g\u00f3c m\u00e1y, d\u1eef li\u1ec7u \u0111a chi\u1ec1u t\u1eeb m\u00e1y qu\u00e9t 3D, hay \u1ea3nh ch\u1ee5p y t\u1ebf t\u1eeb c\u00e1c thi\u1ebft b\u1ecb chuy\u00ean d\u1ee5ng.<\/li>\n\n\n\n<li><strong>Thu\u1eadt to\u00e1n: <\/strong>C\u0169ng nh\u01b0 c\u00e1c l\u0129nh v\u1ef1c x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u00e1c, tr\u01b0\u1edbc khi ph\u00e2n t\u00edch, d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh c\u1ea7n \u0111\u01b0\u1ee3c x\u1eed l\u00fd v\u00e0 l\u00e0m s\u1ea1ch. C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u trong l\u0129nh v\u1ef1c Computer Vision \u0111\u00e3 ph\u00e1t tri\u1ec3n nhi\u1ec1u k\u1ef9 thu\u1eadt v\u00e0 thu\u1eadt to\u00e1n kh\u00e1c nhau \u0111\u1ec3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, ch\u1eb3ng h\u1ea1n nh\u01b0 l\u1ecdc nhi\u1ec5u, thay \u0111\u1ed5i k\u00edch th\u01b0\u1edbc \u1ea3nh, hay chu\u1ea9n h\u00f3a h\u00ecnh \u1ea3nh. Khi d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh \u0111\u00e3 \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb \u0111\u1ea7y \u0111\u1ee7, b\u01b0\u1edbc ti\u1ebfp theo l\u00e0 \u0111\u01b0a v\u00e0o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u1ec3 m\u00e1y t\u00ednh h\u1ecdc c\u00e1ch ph\u00e2n t\u00edch v\u00e0 nh\u1eadn di\u1ec7n.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision-la-gi-1024x576.webp\" alt=\"Computer Vision l\u00e0 g\u00ec\" class=\"wp-image-17715\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision-la-gi-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision-la-gi-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision-la-gi-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision-la-gi-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision-la-gi.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-2-t\u1ea1i-sao-cong-ngh\u1ec7-nay-quan-tr\u1ecdng-v\u1edbi-doanh-nghi\u1ec7p\">1.2 T\u1ea1i sao c\u00f4ng ngh\u1ec7 n\u00e0y quan tr\u1ecdng v\u1edbi doanh nghi\u1ec7p?<\/h3>\n\n\n\n<p>M\u1eb7c d\u00f9 c\u00f4ng ngh\u1ec7 x\u1eed l\u00fd h\u00ecnh \u1ea3nh \u0111\u00e3 t\u1ed3n t\u1ea1i t\u1eeb l\u00e2u, nh\u01b0ng ph\u1ea7n l\u1edbn c\u00e1c quy tr\u00ecnh v\u1eabn y\u00eau c\u1ea7u s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi, m\u1ea5t nhi\u1ec1u th\u1eddi gian v\u00e0 d\u1ec5 g\u1eb7p sai s\u00f3t. Ch\u1eb3ng h\u1ea1n, khi tri\u1ec3n khai h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t, tr\u01b0\u1edbc \u0111\u00e2y c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea3i g\u1eafn th\u1ebb th\u1ee7 c\u00f4ng h\u00e0ng ngh\u00ecn b\u1ee9c \u1ea3nh v\u1edbi c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u quan tr\u1ecdng nh\u01b0 chi\u1ec1u r\u1ed9ng s\u1ed1ng m\u0169i v\u00e0 kho\u1ea3ng c\u00e1ch gi\u1eefa hai m\u1eaft.&nbsp;<\/p>\n\n\n\n<p>Vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a nh\u1eefng t\u00e1c v\u1ee5 n\u00e0y y\u00eau c\u1ea7u kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd, b\u1edfi v\u00ec d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh th\u01b0\u1eddng kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac v\u00e0 r\u1ea5t ph\u1ee9c t\u1ea1p \u0111\u1ec3 m\u00e1y t\u00ednh c\u00f3 th\u1ec3 x\u1eed l\u00fd hi\u1ec7u qu\u1ea3. V\u00ec v\u1eady, \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh tr\u01b0\u1edbc \u0111\u00e2y r\u1ea5t t\u1ed1n k\u00e9m v\u00e0 kh\u00f4ng ph\u1ea3i t\u1ed5 ch\u1ee9c n\u00e0o c\u0169ng c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, nh\u1edd s\u1ef1 ti\u1ebfn b\u1ed9 v\u01b0\u1ee3t b\u1eadc trong c\u00f4ng ngh\u1ec7 c\u00f9ng v\u1edbi s\u1ef1 gia t\u0103ng m\u1ea1nh m\u1ebd v\u1ec1 s\u1ee9c m\u1ea1nh \u0111i\u1ec7n to\u00e1n, quy tr\u00ecnh x\u1eed l\u00fd h\u00ecnh \u1ea3nh gi\u1edd \u0111\u00e2y \u0111\u00e3 tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 v\u00e0 ch\u00ednh x\u00e1c h\u01a1n r\u1ea5t nhi\u1ec1u. C\u00e1c h\u1ec7 th\u1ed1ng Computer Vision, \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi t\u00e0i nguy\u00ean \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y, gi\u1edd \u0111\u00e3 d\u1ec5 d\u00e0ng ti\u1ebfp c\u1eadn v\u1edbi t\u1ea5t c\u1ea3 c\u00e1c t\u1ed5 ch\u1ee9c. Hi\u1ec7n nay, b\u1ea5t k\u1ef3 doanh nghi\u1ec7p n\u00e0o c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c nh\u01b0 x\u00e1c minh danh t\u00ednh, ki\u1ec3m duy\u1ec7t n\u1ed9i dung, ph\u00e2n t\u00edch video tr\u1ef1c tuy\u1ebfn, ph\u00e1t hi\u1ec7n l\u1ed7i v\u00e0 nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-3-phan-bi\u1ec7t-computer-vision-v\u1edbi-x\u1eed-ly-hinh-\u1ea3nh\">1.3 Ph\u00e2n bi\u1ec7t Computer Vision v\u1edbi x\u1eed l\u00fd h\u00ecnh \u1ea3nh<\/h3>\n\n\n\n<p>X\u1eed l\u00fd h\u00ecnh \u1ea3nh s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 ch\u1ec9nh s\u1eeda ho\u1eb7c c\u1ea3i thi\u1ec7n \u1ea3nh, ch\u1eb3ng h\u1ea1n nh\u01b0 l\u00e0m s\u1eafc n\u00e9t, l\u00e0m m\u1ecbn, l\u1ecdc, hay t\u0103ng c\u01b0\u1eddng ch\u1ea5t l\u01b0\u1ee3ng. Tuy nhi\u00ean, Computer Vision l\u1ea1i kh\u00e1c bi\u1ec7t \u1edf ch\u1ed7, n\u00f3 kh\u00f4ng thay \u0111\u1ed5i h\u00ecnh \u1ea3nh m\u00e0 thay v\u00e0o \u0111\u00f3, n\u00f3 ph\u00e2n t\u00edch v\u00e0 hi\u1ec3u nh\u1eefng g\u00ec \u0111ang c\u00f3 trong h\u00ecnh \u1ea3nh \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3, nh\u01b0 l\u00e0 g\u1eafn nh\u00e3n.&nbsp;<\/p>\n\n\n\n<p>Trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p, x\u1eed l\u00fd h\u00ecnh \u1ea3nh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh \u1ea3nh sao cho h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh c\u00f3 th\u1ec3 hi\u1ec3u v\u00e0 nh\u1eadn di\u1ec7n t\u1ed1t h\u01a1n. Trong nh\u1eefng t\u00ecnh hu\u1ed1ng kh\u00e1c, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh s\u1ebd \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh ho\u1eb7c c\u00e1c ph\u1ea7n c\u1ee7a h\u00ecnh \u1ea3nh, v\u00e0 sau \u0111\u00f3, x\u1eed l\u00fd h\u00ecnh \u1ea3nh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh ho\u1eb7c c\u1ea3i thi\u1ec7n b\u1ee9c \u1ea3nh \u0111\u00f3.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"534\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/phan-biet-computer-vision-1024x534.webp\" alt=\"Ph\u00e2n bi\u1ec7t Computer Vision\" class=\"wp-image-17717\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/phan-biet-computer-vision-1024x534.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/phan-biet-computer-vision-300x157.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/phan-biet-computer-vision-768x401.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/phan-biet-computer-vision-1536x802.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/phan-biet-computer-vision.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-nguyen-ly-ho\u1ea1t-d\u1ed9ng-c\u1ee7a-computer-vision\">2. Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Computer Vision<\/h2>\n\n\n\n<p>Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a nhi\u1ec1u k\u1ef9 thu\u1eadt v\u00e0 thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn nh\u1eb1m m\u00f4 ph\u1ecfng c\u00e1ch con ng\u01b0\u1eddi quan s\u00e1t v\u00e0 x\u1eed l\u00fd h\u00ecnh \u1ea3nh. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Computer Vision:&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-1-thu-th\u1eadp-d\u1eef-li\u1ec7u-hinh-\u1ea3nh-nbsp\">2.1 Thu th\u1eadp d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh&nbsp;<\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 b\u01b0\u1edbc kh\u1edfi \u0111\u1ea7u, n\u01a1i h\u1ec7 th\u1ed1ng ti\u1ebfp nh\u1eadn d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh ho\u1eb7c video t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 camera, c\u1ea3m bi\u1ebfn, ho\u1eb7c th\u01b0 vi\u1ec7n h\u00ecnh \u1ea3nh c\u00f3 s\u1eb5n. D\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o n\u00e0y l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 h\u1ec7 th\u1ed1ng b\u1eaft \u0111\u1ea7u qu\u00e1 tr\u00ecnh \u201cnh\u00ecn\u201d v\u00e0 \u201chi\u1ec3u\u201d th\u1ebf gi\u1edbi xung quanh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-2-x\u1eed-ly-ban-d\u1ea7u\">2.2 X\u1eed l\u00fd ban \u0111\u1ea7u<\/h3>\n\n\n\n<p>Tr\u01b0\u1edbc khi ph\u00e2n t\u00edch chi ti\u1ebft, h\u00ecnh \u1ea3nh c\u1ea7n \u0111\u01b0\u1ee3c x\u1eed l\u00fd s\u01a1 b\u1ed9 \u0111\u1ec3 lo\u1ea1i b\u1ecf nh\u1eefng y\u1ebfu t\u1ed1 c\u00f3 th\u1ec3 l\u00e0m gi\u1ea3m ch\u1ea5t l\u01b0\u1ee3ng, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u00ecnh b\u1ecb m\u1edd, nhi\u1ec5u, hay \u00e1nh s\u00e1ng kh\u00f4ng \u0111\u1ed3ng \u0111\u1ec1u. M\u1ed9t s\u1ed1 thao t\u00e1c th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng bao g\u1ed3m \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ed9 s\u00e1ng &#8211; t\u1ed1i, c\u00e2n b\u1eb1ng \u0111\u1ed9 t\u01b0\u01a1ng ph\u1ea3n, c\u1eaft b\u1ecf ph\u1ea7n kh\u00f4ng c\u1ea7n thi\u1ebft ho\u1eb7c l\u00e0m m\u1ecbn h\u00ecnh \u1ea3nh. Vi\u1ec7c n\u00e0y nh\u1eb1m \u0111\u1ea3m b\u1ea3o h\u00ecnh \u1ea3nh \u0111\u1ea7u v\u00e0o r\u00f5 n\u00e9t v\u00e0 \u1ed5n \u0111\u1ecbnh, gi\u00fap c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd ph\u00eda sau \u0111\u1ea1t hi\u1ec7u qu\u1ea3 cao h\u01a1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-3-trich-xu\u1ea5t-d\u1eb7c-tr\u01b0ng-nbsp\">2.3 Tr\u00edch xu\u1ea5t \u0111\u1eb7c tr\u01b0ng&nbsp;<\/h3>\n\n\n\n<p>\u1ede giai \u0111o\u1ea1n n\u00e0y c\u1ee7a Computer Vision, h\u1ec7 th\u1ed1ng t\u1eadp trung nh\u1eadn di\u1ec7n v\u00e0 t\u00e1ch ra nh\u1eefng y\u1ebfu t\u1ed1 quan tr\u1ecdng trong \u1ea3nh, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c \u0111\u01b0\u1eddng vi\u1ec1n, g\u00f3c c\u1ea1nh, h\u00ecnh kh\u1ed1i, ho\u1eb7c h\u1ecda ti\u1ebft m\u00e0u s\u1eafc. Vi\u1ec7c tr\u00edch xu\u1ea5t \u0111\u1eb7c tr\u01b0ng gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a d\u1eef li\u1ec7u, gi\u1eef l\u1ea1i th\u00f4ng tin c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u1ee5c v\u1ee5 cho c\u00e1c b\u01b0\u1edbc ph\u00e2n t\u00edch ti\u1ebfp theo.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-4-phan-lo\u1ea1i-hinh-\u1ea3nh-nbsp\">2.4 Ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh&nbsp;<\/h3>\n\n\n\n<p>Khi \u0111\u00e3 c\u00f3 \u0111\u1ea7y \u0111\u1ee7 \u0111\u1eb7c tr\u01b0ng t\u1eeb h\u00ecnh \u1ea3nh, h\u1ec7 th\u1ed1ng s\u1ebd s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, \u0111\u1eb7c bi\u1ec7t l\u00e0 <a href=\"https:\/\/base.vn\/blog\/deep-learning-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">h\u1ecdc s\u00e2u (deep learning)<\/a>, \u0111\u1ec3 ph\u00e2n lo\u1ea1i c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng c\u00f3 trong \u1ea3nh. V\u00ed d\u1ee5, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh \u0111\u00e2u l\u00e0 h\u00ecnh \u1ea3nh c\u1ee7a m\u1ed9t con m\u00e8o, \u0111\u00e2u l\u00e0 xe h\u01a1i d\u1ef1a tr\u00ean nh\u1eefng g\u00ec n\u00f3 \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u01b0\u1edbc \u0111\u00f3.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-5-nh\u1eadn-d\u1ea1ng-d\u1ed1i-t\u01b0\u1ee3ng-c\u1ee5-th\u1ec3\">2.5 Nh\u1eadn d\u1ea1ng \u0111\u1ed1i t\u01b0\u1ee3ng c\u1ee5 th\u1ec3<\/h3>\n\n\n\n<p>Kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c ph\u00e2n lo\u1ea1i, h\u1ec7 th\u1ed1ng c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c t\u1eebng \u0111\u1ed1i t\u01b0\u1ee3ng trong \u1ea3nh. \u0110i\u1ec1u n\u00e0y gi\u00fap h\u1ec7 th\u1ed1ng hi\u1ec3u \u0111\u01b0\u1ee3c kh\u00f4ng ch\u1ec9 \u201clo\u1ea1i \u0111\u1ed1i t\u01b0\u1ee3ng\u201d l\u00e0 g\u00ec m\u00e0 c\u00f2n bi\u1ebft ch\u00ednh x\u00e1c \u201c\u0111\u1ed1i t\u01b0\u1ee3ng n\u00e0o\u201d \u0111ang xu\u1ea5t hi\u1ec7n trong b\u1ee9c \u1ea3nh, ph\u1ee5c v\u1ee5 cho c\u00e1c \u1ee9ng d\u1ee5ng n\u00e2ng cao nh\u01b0 b\u1ea3o m\u1eadt, gi\u00e1m s\u00e1t hay c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-computer-vision-1024x585.webp\" alt=\"\" class=\"wp-image-17720\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-computer-vision-1024x585.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-computer-vision-300x171.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-computer-vision-768x439.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-computer-vision-1536x878.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-computer-vision.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-6-theo-doi-chuy\u1ec3n-d\u1ed9ng\">2.6 Theo d\u00f5i chuy\u1ec3n \u0111\u1ed9ng<\/h3>\n\n\n\n<p>V\u1edbi d\u1eef li\u1ec7u d\u1ea1ng video, h\u1ec7 th\u1ed1ng c\u00f2n c\u00f3 th\u1ec3 theo d\u00f5i chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng qua t\u1eebng khung h\u00ecnh. K\u1ef9 thu\u1eadt n\u00e0y gi\u00fap x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng theo th\u1eddi gian th\u1ef1c, ngay c\u1ea3 khi m\u00f4i tr\u01b0\u1eddng thay \u0111\u1ed5i, \u00e1nh s\u00e1ng y\u1ebfu ho\u1eb7c \u0111\u1ed1i t\u01b0\u1ee3ng b\u1ecb che khu\u1ea5t t\u1ea1m th\u1eddi. \u0110\u00e2y l\u00e0 c\u00f4ng ngh\u1ec7 quan tr\u1ecdng trong c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 gi\u00e1m s\u00e1t an ninh, giao th\u00f4ng th\u00f4ng minh hay xe t\u1ef1 h\u00e0nh.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/nlp-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">NLP l\u00e0 g\u00ec? T\u00ecm hi\u1ec3u x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean trong AI<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-\u01b0u-nh\u01b0\u1ee3c-di\u1ec3m-khi-tri\u1ec3n-khai-computer-vision-trong-doanh-nghi\u1ec7p\">3. \u01afu, nh\u01b0\u1ee3c \u0111i\u1ec3m khi tri\u1ec3n khai Computer Vision trong doanh nghi\u1ec7p<\/h2>\n\n\n\n<p>V\u1edbi kh\u1ea3 n\u0103ng gi\u00fap m\u00e1y t\u00ednh &#8220;nh\u00ecn&#8221; v\u00e0 &#8220;hi\u1ec3u&#8221; th\u1ebf gi\u1edbi h\u00ecnh \u1ea3nh, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111ang d\u1ea7n tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 ch\u1ee7 ch\u1ed1t trong qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a nhi\u1ec1u doanh nghi\u1ec7p. Tuy nhi\u00ean, b\u00ean c\u1ea1nh nh\u1eefng l\u1ee3i \u00edch v\u01b0\u1ee3t tr\u1ed9i, c\u00f4ng ngh\u1ec7 n\u00e0y c\u0169ng t\u1ed3n t\u1ea1i nh\u1eefng th\u00e1ch th\u1ee9c nh\u1ea5t \u0111\u1ecbnh c\u1ea7n c\u00e2n nh\u1eafc tr\u01b0\u1edbc khi \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-1-\u01b0u-di\u1ec3m-nbsp\">3.1 \u01afu \u0111i\u1ec3m&nbsp;<\/h3>\n\n\n\n<p>V\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd h\u00ecnh \u1ea3nh nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111ang m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i m\u1edbi cho c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u0103ng c\u01b0\u1eddng t\u1ef1 \u0111\u1ed9ng h\u00f3a: <\/strong>C\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh ph\u1ee9c t\u1ea1p nh\u01b0 ki\u1ec3m tra l\u1ed7i s\u1ea3n ph\u1ea9m, ph\u00e2n lo\u1ea1i h\u00e0ng h\u00f3a hay gi\u00e1m s\u00e1t an ninh. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap gi\u1ea3m chi ph\u00ed nh\u00e2n c\u00f4ng m\u00e0 c\u00f2n n\u00e2ng cao hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c trong s\u1ea3n xu\u1ea5t v\u00e0 v\u1eadn h\u00e0nh.<\/li>\n\n\n\n<li><strong>\u0110\u1ed9 ch\u00ednh x\u00e1c cao trong ph\u00e2n t\u00edch v\u00e0 nh\u1eadn di\u1ec7n: <\/strong>V\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u (deep learning), Computer Vision c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n, ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao, th\u1eadm ch\u00ed trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p c\u00f2n v\u01b0\u1ee3t qua kh\u1ea3 n\u0103ng c\u1ee7a con ng\u01b0\u1eddi, \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong c\u00e1c l\u0129nh v\u1ef1c y\u00eau c\u1ea7u \u0111\u1ed9 ch\u00ednh x\u00e1c cao nh\u01b0 ch\u1ea9n \u0111o\u00e1n h\u00ecnh \u1ea3nh y khoa ho\u1eb7c gi\u00e1m s\u00e1t giao th\u00f4ng.<br><\/li>\n\n\n\n<li><strong>N\u00e2ng cao tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng: <\/strong>C\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 th\u1eed \u0111\u1ed3 \u1ea3o trong ng\u00e0nh th\u1eddi trang, nh\u1eadn di\u1ec7n s\u1ea3n ph\u1ea9m qua \u1ea3nh trong th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed hay thanh to\u00e1n t\u1ef1 \u0111\u1ed9ng trong b\u00e1n l\u1ebb \u0111\u1ec1u mang l\u1ea1i tr\u1ea3i nghi\u1ec7m ti\u1ec7n l\u1ee3i v\u00e0 c\u00e1 nh\u00e2n h\u00f3a h\u01a1n cho kh\u00e1ch h\u00e0ng.<\/li>\n\n\n\n<li><strong>T\u0103ng c\u01b0\u1eddng an to\u00e0n v\u00e0 ki\u1ec3m so\u00e1t:<\/strong>Trong l\u0129nh v\u1ef1c an ninh v\u00e0 giao th\u00f4ng, Computer Vision gi\u00fap nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t, ph\u00e1t hi\u1ec7n h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng, theo d\u00f5i ph\u01b0\u01a1ng ti\u1ec7n ho\u1eb7c h\u1ed7 tr\u1ee3 h\u1ec7 th\u1ed1ng xe t\u1ef1 h\u00e0nh, t\u1eeb \u0111\u00f3 n\u00e2ng cao m\u1ee9c \u0111\u1ed9 an to\u00e0n trong v\u1eadn h\u00e0nh.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-2-nh\u01b0\u1ee3c-di\u1ec3m-nbsp\">3.2 Nh\u01b0\u1ee3c \u0111i\u1ec3m&nbsp;<\/h3>\n\n\n\n<p>M\u1eb7c d\u00f9 s\u1edf h\u1eefu nhi\u1ec1u ti\u1ec1m n\u0103ng \u1ee9ng d\u1ee5ng, Computer Vision v\u1eabn c\u00f2n t\u1ed3n t\u1ea1i m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c k\u1ef9 thu\u1eadt v\u00e0 r\u00e0o c\u1ea3n tri\u1ec3n khai. Vi\u1ec7c nh\u1eadn di\u1ec7n v\u00e0 hi\u1ec3u r\u00f5 c\u00e1c \u0111i\u1ec3m h\u1ea1n ch\u1ebf s\u1ebd gi\u00fap doanh nghi\u1ec7p c\u00f3 c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n tr\u01b0\u1edbc khi \u0111\u01b0a c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0o v\u1eadn h\u00e0nh.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u1ee5 thu\u1ed9c v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh:<\/strong> H\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh ho\u1ea1t \u0111\u1ed9ng k\u00e9m hi\u1ec7u qu\u1ea3 n\u1ebfu h\u00ecnh \u1ea3nh \u0111\u1ea7u v\u00e0o b\u1ecb m\u1edd, thi\u1ebfu s\u00e1ng ho\u1eb7c b\u1ecb che khu\u1ea5t. Nh\u1eefng y\u1ebfu t\u1ed1 n\u00e0y c\u00f3 th\u1ec3 g\u00e2y sai l\u1ec7ch trong qu\u00e1 tr\u00ecnh nh\u1eadn di\u1ec7n v\u00e0 ph\u00e2n t\u00edch.<\/li>\n\n\n\n<li><strong>Chi ph\u00ed \u0111\u1ea7u t\u01b0 cao: <\/strong>Vi\u1ec7c tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng Computer Vision \u0111\u00f2i h\u1ecfi ph\u1ea7n c\u1ee9ng m\u1ea1nh m\u1ebd (nh\u01b0 GPU, camera c\u1ea3m bi\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng cao) c\u00f9ng \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt c\u00f3 chuy\u00ean m\u00f4n, t\u1eeb \u0111\u00f3 khi\u1ebfn chi ph\u00ed ban \u0111\u1ea7u v\u00e0 chi ph\u00ed duy tr\u00ec kh\u00e1 l\u1edbn \u0111\u1ed1i v\u1edbi nhi\u1ec1u doanh nghi\u1ec7p.<\/li>\n\n\n\n<li><strong>Kh\u00f3 x\u1eed l\u00fd trong m\u00f4i tr\u01b0\u1eddng ph\u1ee9c t\u1ea1p: <\/strong>C\u00e1c thu\u1eadt to\u00e1n v\u1eabn g\u1eb7p kh\u00f3 kh\u0103n khi ph\u1ea3i x\u1eed l\u00fd nh\u1eefng h\u00ecnh \u1ea3nh c\u00f3 n\u1ec1n r\u1ed1i, \u0111\u1ed1i t\u01b0\u1ee3ng b\u1ecb ch\u1ed3ng l\u1ea5p ho\u1eb7c qu\u00e1 gi\u1ed1ng nhau v\u1ec1 h\u00ecnh d\u1ea1ng, m\u00e0u s\u1eafc.<br><\/li>\n\n\n\n<li><strong>R\u1ee7i ro v\u1ec1 b\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0: <\/strong>Nh\u1eefng \u1ee9ng d\u1ee5ng nh\u01b0 nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t hay gi\u00e1m s\u00e1t qua camera n\u1ebfu kh\u00f4ng \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u00fang c\u00e1ch c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u c\u00e1 nh\u00e2n, quy\u1ec1n ri\u00eang t\u01b0 ho\u1eb7c b\u1ecb khai th\u00e1c v\u00e0o m\u1ee5c \u0111\u00edch x\u1ea5u.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"522\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/uu-nhuoc-diem-cua-computer-vision-1024x522.webp\" alt=\"\u01afu nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a Computer Vision\" class=\"wp-image-17724\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/uu-nhuoc-diem-cua-computer-vision-1024x522.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/uu-nhuoc-diem-cua-computer-vision-300x153.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/uu-nhuoc-diem-cua-computer-vision-768x392.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/uu-nhuoc-diem-cua-computer-vision-1536x783.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/uu-nhuoc-diem-cua-computer-vision.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-cac-\u1ee9ng-d\u1ee5ng-c\u01a1-b\u1ea3n-c\u1ee7a-computer-vision-trong-doanh-nghi\u1ec7p\">4. C\u00e1c \u1ee9ng d\u1ee5ng c\u01a1 b\u1ea3n c\u1ee7a Computer Vision trong doanh nghi\u1ec7p<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-1-nh\u1eadn-di\u1ec7n-khuon-m\u1eb7t-nbsp\">4.1 Nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t&nbsp;<\/h3>\n\n\n\n<p>C\u00f4ng ngh\u1ec7 nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t gi\u00fap doanh nghi\u1ec7p c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 b\u1ea3o m\u1eadt v\u00e0 ki\u1ec3m so\u00e1t truy c\u1eadp trong c\u00e1c khu v\u1ef1c nh\u1ea1y c\u1ea3m. B\u1eb1ng vi\u1ec7c \u1ee9ng d\u1ee5ng Computer Vision, c\u00e1c h\u1ec7 th\u1ed1ng b\u1ea3o m\u1eadt trong v\u0103n ph\u00f2ng, c\u1eeda h\u00e0ng, ho\u1eb7c khu v\u1ef1c l\u00e0m vi\u1ec7c c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng x\u00e1c th\u1ef1c ng\u01b0\u1eddi d\u00f9ng, gi\u1ea3m thi\u1ec3u nguy c\u01a1 t\u1eeb c\u00e1c h\u00ecnh th\u1ee9c truy c\u1eadp tr\u00e1i ph\u00e9p. Ngo\u00e0i ra, vi\u1ec7c t\u00edch h\u1ee3p nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t trong giao d\u1ecbch ng\u00e2n h\u00e0ng v\u00e0 thanh to\u00e1n \u0111i\u1ec7n t\u1eed c\u0169ng g\u00f3p ph\u1ea7n b\u1ea3o v\u1ec7 t\u00e0i kho\u1ea3n v\u00e0 t\u0103ng t\u00ednh ti\u1ec7n l\u1ee3i cho kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> Face ID tr\u00ean \u0111i\u1ec7n tho\u1ea1i di \u0111\u1ed9ng, h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t v\u00e0o ra \u1edf c\u00e1c t\u00f2a nh\u00e0 v\u0103n ph\u00f2ng ho\u1eb7c c\u00e1c s\u00e2n bay qu\u1ed1c t\u1ebf.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-2-m\u1ea1ng-xa-h\u1ed9i-nbsp\">4.2 M\u1ea1ng x\u00e3 h\u1ed9i&nbsp;<\/h3>\n\n\n\n<p>Computer Vision trong c\u00e1c m\u1ea1ng x\u00e3 h\u1ed9i gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng nh\u1eadn di\u1ec7n v\u00e0 g\u1eafn th\u1ebb b\u1ea1n b\u00e8 trong \u1ea3nh, h\u1ed7 tr\u1ee3 t\u00ecm ki\u1ebfm h\u00ecnh \u1ea3nh th\u00f4ng minh, v\u00e0 t\u1ea1o ra c\u00e1c b\u1ed9 l\u1ecdc, hi\u1ec7u \u1ee9ng h\u1ea5p d\u1eabn. C\u00f4ng ngh\u1ec7 n\u00e0y gi\u00fap t\u0103ng c\u01b0\u1eddng t\u01b0\u01a1ng t\u00e1c v\u00e0 t\u1ea1o m\u1ed1i li\u00ean k\u1ebft m\u1ea1nh m\u1ebd v\u1edbi kh\u00e1ch h\u00e0ng qua c\u00e1c n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i.<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> Facebook, Instagram, v\u00e0 Snapchat s\u1eed d\u1ee5ng nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t v\u00e0 b\u1ed9 l\u1ecdc AR \u0111\u1ec3 t\u1ea1o s\u1ef1 thu h\u00fat, gia t\u0103ng m\u1ee9c \u0111\u1ed9 g\u1eafn k\u1ebft ng\u01b0\u1eddi d\u00f9ng v\u1edbi th\u01b0\u01a1ng hi\u1ec7u.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-3-tim-ki\u1ebfm-hinh-\u1ea3nh\">4.3 T\u00ecm ki\u1ebfm h\u00ecnh \u1ea3nh<\/h3>\n\n\n\n<p>T\u00ecm ki\u1ebfm h\u00ecnh \u1ea3nh l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd gi\u00fap doanh nghi\u1ec7p trong l\u0129nh v\u1ef1c th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed ho\u1eb7c qu\u1ea3ng c\u00e1o t\u00ecm ki\u1ebfm s\u1ea3n ph\u1ea9m t\u01b0\u01a1ng t\u1ef1 nhanh ch\u00f3ng. Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 t\u1ea3i l\u00ean h\u00ecnh \u1ea3nh s\u1ea3n ph\u1ea9m v\u00e0 t\u00ecm ki\u1ebfm c\u00e1c l\u1ef1a ch\u1ecdn mua s\u1eafm ph\u00f9 h\u1ee3p m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i g\u00f5 t\u1eeb kh\u00f3a. \u0110i\u1ec1u n\u00e0y c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m mua s\u1eafm v\u00e0 t\u0103ng t\u1ec9 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng tr\u1ef1c tuy\u1ebfn.<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> Google Images, Amazon, v\u00e0 c\u00e1c n\u1ec1n t\u1ea3ng th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed cho ph\u00e9p t\u00ecm ki\u1ebfm s\u1ea3n ph\u1ea9m qua \u1ea3nh thay v\u00ec t\u1eeb kh\u00f3a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-4-xe-t\u1ef1-lai\">4.4 Xe t\u1ef1 l\u00e1i<\/h3>\n\n\n\n<p>C\u00e1c c\u00f4ng ty trong ng\u00e0nh \u00f4 t\u00f4 c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng Computer Vision v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n xe t\u1ef1 l\u00e1i, gi\u00fap nh\u1eadn di\u1ec7n c\u00e1c y\u1ebfu t\u1ed1 giao th\u00f4ng nh\u01b0 bi\u1ec3n b\u00e1o, l\u00e0n \u0111\u01b0\u1eddng, v\u00e0 c\u00e1c v\u1eadt c\u1ea3n trong m\u00f4i tr\u01b0\u1eddng xung quanh. C\u00f4ng ngh\u1ec7 n\u00e0y kh\u00f4ng ch\u1ec9 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t l\u00e1i xe m\u00e0 c\u00f2n g\u00f3p ph\u1ea7n gi\u1ea3m thi\u1ec3u r\u1ee7i ro tai n\u1ea1n v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh giao th\u00f4ng.<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> Tesla, Waymo, v\u00e0 c\u00e1c h\u00e3ng xe t\u1ef1 l\u00e1i kh\u00e1c s\u1eed d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u1ec3 \u0111i\u1ec1u khi\u1ec3n v\u00e0 an to\u00e0n giao th\u00f4ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-5-b\u1ea3o-m\u1eadt-va-giam-sat-nbsp\">4.5 B\u1ea3o m\u1eadt v\u00e0 gi\u00e1m s\u00e1t&nbsp;<\/h3>\n\n\n\n<p>Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh gi\u00fap doanh nghi\u1ec7p b\u1ea3o v\u1ec7 t\u00e0i s\u1ea3n v\u00e0 ki\u1ec3m so\u00e1t an ninh th\u00f4ng qua h\u1ec7 th\u1ed1ng camera gi\u00e1m s\u00e1t th\u00f4ng minh. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n h\u00e0nh vi \u0111\u00e1ng ng\u1edd v\u00e0 nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t \u0111\u1ec3 c\u1ea3nh b\u00e1o v\u1ec1 c\u00e1c m\u1ed1i nguy hi\u1ec3m ti\u1ec1m \u1ea9n, gi\u00fap t\u0103ng c\u01b0\u1eddng b\u1ea3o v\u1ec7 cho c\u00e1c khu v\u1ef1c, c\u1eeda h\u00e0ng, hay v\u0103n ph\u00f2ng.<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> H\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t th\u00f4ng minh gi\u00fap c\u00e1c doanh nghi\u1ec7p nh\u1ecf v\u00e0 v\u1eeba ki\u1ec3m so\u00e1t an ninh hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-6-mua-s\u1eafm-thong-minh-nbsp\">4.6 Mua s\u1eafm th\u00f4ng minh&nbsp;<\/h3>\n\n\n\n<p>C\u00e1c c\u00f4ng ngh\u1ec7 Computer Vision gi\u00fap doanh nghi\u1ec7p trong ng\u00e0nh b\u00e1n l\u1ebb t\u1ef1 \u0111\u1ed9ng theo d\u00f5i v\u00e0 qu\u1ea3n l\u00fd h\u00e0ng h\u00f3a trong c\u00e1c c\u1eeda h\u00e0ng. Nh\u1edd \u0111\u00f3, kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 mua s\u1eafm m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i qu\u00e9t m\u00e3 v\u1ea1ch, gi\u00fap gi\u1ea3m th\u1eddi gian thanh to\u00e1n v\u00e0 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng. C\u00f4ng ngh\u1ec7 n\u00e0y c\u0169ng gi\u00fap gi\u1ea3m thi\u1ec3u sai s\u00f3t v\u00e0 t\u0103ng hi\u1ec7u qu\u1ea3 trong vi\u1ec7c qu\u1ea3n l\u00fd kho h\u00e0ng<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> Amazon Go \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh \u0111\u1ec3 kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 mua s\u1eafm m\u00e0 kh\u00f4ng ph\u1ea3i qua qu\u1ea7y thanh to\u00e1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-7-y-t\u1ebf\">4.7 Y t\u1ebf<\/h3>\n\n\n\n<p>Trong ng\u00e0nh y t\u1ebf, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh h\u1ed7 tr\u1ee3 c\u00e1c b\u00e1c s\u0129 v\u00e0 chuy\u00ean gia y t\u1ebf ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh y khoa t\u1eeb c\u00e1c thi\u1ebft b\u1ecb nh\u01b0 X-quang, MRI \u0111\u1ec3 ph\u00e1t hi\u1ec7n b\u1ec7nh l\u00fd, bao g\u1ed3m c\u1ea3 ung th\u01b0, v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y kh\u00f4ng ch\u1ec9 n\u00e2ng cao hi\u1ec7u qu\u1ea3 ch\u1ea9n \u0111o\u00e1n m\u00e0 c\u00f2n gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 t\u0103ng n\u0103ng su\u1ea5t l\u00e0m vi\u1ec7c trong c\u00e1c b\u1ec7nh vi\u1ec7n, ph\u00f2ng kh\u00e1m.<br><strong>V\u00ed d\u1ee5:<\/strong> Ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch \u1ea3nh y t\u1ebf gi\u00fap b\u00e1c s\u0129 ph\u00e1t hi\u1ec7n b\u1ec7nh l\u00fd t\u1eeb h\u00ecnh \u1ea3nh y khoa, c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 \u0111i\u1ec1u tr\u1ecb.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-8-th\u1ef1c-t\u1ebf-\u1ea3o-virtual-reality-va-th\u1ef1c-t\u1ebf-tang-c\u01b0\u1eddng-augmented-reality\">4.8 Th\u1ef1c t\u1ebf \u1ea3o (Virtual Reality) v\u00e0 Th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng (Augmented Reality)<\/h3>\n\n\n\n<p>C\u00e1c c\u00f4ng ty trong ng\u00e0nh gi\u1ea3i tr\u00ed, b\u00e1n l\u1ebb v\u00e0 gi\u00e1o d\u1ee5c c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh k\u1ebft h\u1ee3p v\u1edbi AR\/VR \u0111\u1ec3 t\u1ea1o ra c\u00e1c tr\u1ea3i nghi\u1ec7m t\u01b0\u01a1ng t\u00e1c v\u00e0 m\u00f4 ph\u1ecfng s\u1ea3n ph\u1ea9m trong kh\u00f4ng gian \u1ea3o. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng m\u00e0 c\u00f2n gi\u00fap c\u00e1c doanh nghi\u1ec7p t\u0103ng tr\u01b0\u1edfng nh\u1edd v\u00e0o c\u00e1c tr\u1ea3i nghi\u1ec7m \u0111\u1ed9c \u0111\u00e1o v\u00e0 h\u1ea5p d\u1eabn.<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> Pok\u00e9mon Go \u00e1p d\u1ee5ng AR \u0111\u1ec3 mang c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng \u1ea3o v\u00e0o m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf, ho\u1eb7c IKEA Place gi\u00fap kh\u00e1ch h\u00e0ng tr\u1ea3i nghi\u1ec7m s\u1ea3n ph\u1ea9m n\u1ed9i th\u1ea5t t\u1ea1i nh\u00e0.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-9-\u1ee9ng-d\u1ee5ng-giao-thong-thong-minh-nbsp\">4.9 \u1ee8ng d\u1ee5ng giao th\u00f4ng th\u00f4ng minh&nbsp;<\/h3>\n\n\n\n<p>C\u00e1c th\u00e0nh ph\u1ed1 v\u00e0 doanh nghi\u1ec7p giao th\u00f4ng c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u1ec3 gi\u00e1m s\u00e1t v\u00e0 qu\u1ea3n l\u00fd giao th\u00f4ng. C\u00f4ng ngh\u1ec7 n\u00e0y gi\u00fap nh\u1eadn di\u1ec7n bi\u1ec3n s\u1ed1 xe, ph\u00e1t hi\u1ec7n vi ph\u1ea1m giao th\u00f4ng, v\u00e0 \u0111i\u1ec1u khi\u1ec3n t\u00edn hi\u1ec7u giao th\u00f4ng t\u1ef1 \u0111\u1ed9ng, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u t\u1eafc ngh\u1ebdn v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh.<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> C\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn di\u1ec7n bi\u1ec3n s\u1ed1 xe \u0111\u1ec3 x\u1eed l\u00fd vi ph\u1ea1m giao th\u00f4ng ho\u1eb7c \u0111i\u1ec1u ch\u1ec9nh t\u00edn hi\u1ec7u giao th\u00f4ng.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-computer-vision-1024x683.webp\" alt=\"\u1ee8ng d\u1ee5ng c\u1ee7a Computer Vision\" class=\"wp-image-17726\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-computer-vision-1024x683.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-computer-vision-300x200.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-computer-vision-768x512.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-computer-vision-1536x1024.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-computer-vision.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-t\u01b0\u01a1ng-lai-c\u1ee7a-computer-vision-trong-doanh-nghi\u1ec7p\">5. T\u01b0\u01a1ng lai c\u1ee7a Computer Vision trong doanh nghi\u1ec7p<\/h2>\n\n\n\n<p>Trong t\u01b0\u01a1ng lai, c\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (Computer Vision) d\u1ef1 ki\u1ebfn s\u1ebd ti\u1ebfp t\u1ee5c ti\u1ebfn b\u1ed9 m\u1ea1nh m\u1ebd v\u1edbi nh\u1eefng xu h\u01b0\u1edbng n\u1ed5i b\u1eadt sau \u0111\u00e2y:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-1-\u1ee9ng-d\u1ee5ng-deep-learning-nang-cao\">5.1 \u1ee8ng d\u1ee5ng Deep Learning n\u00e2ng cao<\/h3>\n\n\n\n<p>Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh s\u1ebd ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n c\u00e1c m\u1ea1ng n\u01a1-ron s\u00e2u (Deep Learning) m\u1ea1nh m\u1ebd h\u01a1n, gi\u00fap c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd, \u0111\u1eb7c bi\u1ec7t khi l\u00e0m vi\u1ec7c v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh. Ph\u01b0\u01a1ng ph\u00e1p <a href=\"https:\/\/base.vn\/blog\/supervised-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (supervised learning)<\/a> c\u0169ng s\u1ebd gi\u00fap gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n th\u1ee7 c\u00f4ng, m\u1edf ra c\u01a1 h\u1ed9i t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh h\u1ecdc m\u00e1y.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-2-th\u1ecb-giac-3d\">5.2 Th\u1ecb gi\u00e1c 3D<\/h3>\n\n\n\n<p>C\u00f4ng ngh\u1ec7 h\u00ecnh \u1ea3nh 3D v\u00e0 c\u1ea3m bi\u1ebfn chi\u1ec1u s\u00e2u s\u1ebd \u0111\u01b0\u1ee3c n\u00e2ng c\u1ea5p, gi\u00fap h\u1ec7 th\u1ed1ng Computer Vision ph\u00e2n t\u00edch chi ti\u1ebft h\u01a1n c\u00e1c m\u1ed1i quan h\u1ec7 kh\u00f4ng gian v\u00e0 m\u00f4i tr\u01b0\u1eddng. S\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 th\u1ef1c t\u1ebf \u1ea3o (VR) v\u00e0 th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng (AR) h\u1ee9a h\u1eb9n s\u1ebd mang \u0111\u1ebfn nh\u1eefng tr\u1ea3i nghi\u1ec7m t\u01b0\u01a1ng t\u00e1c s\u1ed1ng \u0111\u1ed9ng, t\u1ea1o ra c\u01a1 h\u1ed9i m\u1edbi cho c\u00e1c ng\u00e0nh ngh\u1ec1 nh\u01b0 game, gi\u00e1o d\u1ee5c, thi\u1ebft k\u1ebf, v\u00e0 nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-3-x\u1eed-ly-th\u1eddi-gian-th\u1ef1c-va-di\u1ec7n-toan-bien\">5.3 X\u1eed l\u00fd th\u1eddi gian th\u1ef1c v\u00e0 \u0111i\u1ec7n to\u00e1n bi\u00ean<\/h3>\n\n\n\n<p>V\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c nh\u01b0 xe t\u1ef1 l\u00e1i hay gi\u00e1m s\u00e1t an ninh, c\u00e1c thu\u1eadt to\u00e1n th\u1ecb gi\u00e1c m\u00e1y t\u00ednh s\u1ebd ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u0111\u1ec3 x\u1eed l\u00fd nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n. \u0110\u1ed3ng th\u1eddi, s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a \u0111i\u1ec7n to\u00e1n bi\u00ean s\u1ebd gi\u00fap gi\u1ea3m \u0111\u1ed9 tr\u1ec5 v\u00e0 gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y, mang \u0111\u1ebfn c\u1ea3i ti\u1ebfn trong vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp t\u1eeb c\u00e1c thi\u1ebft b\u1ecb di \u0111\u1ed9ng v\u00e0 c\u00e1c thi\u1ebft b\u1ecb <a href=\"https:\/\/base.vn\/blog\/iot-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Internet of Things (IoT)<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-4-ca-nhan-hoa-va-\u1ee9ng-d\u1ee5ng-tuy-ch\u1ec9nh-theo-nhu-c\u1ea7u-ng\u01b0\u1eddi-dung\">5.4 C\u00e1 nh\u00e2n h\u00f3a v\u00e0 \u1ee9ng d\u1ee5ng t\u00f9y ch\u1ec9nh theo nhu c\u1ea7u ng\u01b0\u1eddi d\u00f9ng<\/h3>\n\n\n\n<p>Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh s\u1ebd ng\u00e0y c\u00e0ng tr\u1edf n\u00ean c\u00e1 nh\u00e2n h\u00f3a h\u01a1n, v\u1edbi kh\u1ea3 n\u0103ng t\u00f9y ch\u1ec9nh v\u00e0 t\u1ed1i \u01b0u h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 b\u00e1n l\u1ebb, y t\u1ebf, gi\u1ea3i tr\u00ed,&#8230; C\u00e1c thu\u1eadt to\u00e1n s\u1ebd h\u1ecdc h\u1ecfi t\u1eeb h\u00e0nh vi v\u00e0 s\u1edf th\u00edch c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, t\u1eeb \u0111\u00f3 mang l\u1ea1i c\u00e1c tr\u1ea3i nghi\u1ec7m tr\u1ef1c quan, hi\u1ec7u qu\u1ea3 v\u00e0 ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng c\u00e1 nh\u00e2n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-k\u1ebft-lu\u1eadn\">6. K\u1ebft lu\u1eadn<\/h2>\n\n\n\n<p>V\u1edbi nh\u1eefng b\u01b0\u1edbc ti\u1ebfn v\u01b0\u1ee3t b\u1eadc trong c\u00f4ng ngh\u1ec7 v\u00e0 s\u1ef1 k\u1ebft h\u1ee3p v\u1edbi c\u00e1c xu h\u01b0\u1edbng nh\u01b0 deep learning, th\u1ecb gi\u00e1c 3D, v\u00e0 x\u1eed l\u00fd th\u1eddi gian th\u1ef1c, Computer Vision \u0111ang ng\u00e0y c\u00e0ng tr\u1edf th\u00e0nh c\u00f4ng c\u1ee5 quan tr\u1ecdng kh\u00f4ng th\u1ec3 thi\u1ebfu trong nhi\u1ec1u ng\u00e0nh ngh\u1ec1. Vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap c\u00e1c doanh nghi\u1ec7p n\u00e2ng cao hi\u1ec7u qu\u1ea3 c\u00f4ng vi\u1ec7c m\u00e0 c\u00f2n m\u1edf ra nh\u1eefng c\u01a1 h\u1ed9i m\u1edbi \u0111\u1ec3 ph\u1ee5c v\u1ee5 ng\u01b0\u1eddi d\u00f9ng t\u1ed1t h\u01a1n. \u0110\u1ec3 b\u1eaft k\u1ecbp s\u1ef1 ph\u00e1t tri\u1ec3n n\u00e0y, c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n t\u00edch c\u1ef1c kh\u00e1m ph\u00e1 v\u00e0 \u1ee9ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh trong chi\u1ebfn l\u01b0\u1ee3c ph\u00e1t tri\u1ec3n c\u1ee7a m\u00ecnh, nh\u1eb1m t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u00e0 mang l\u1ea1i gi\u00e1 tr\u1ecb gia t\u0103ng cho kh\u00e1ch h\u00e0ng.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong th\u1eddi \u0111\u1ea1i m\u00e0 d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh v\u00e0 video ng\u00e0y c\u00e0ng chi\u1ebfm \u01b0u th\u1ebf, kh\u1ea3 n\u0103ng \u201cnh\u00ecn\u201d v\u00e0 \u201chi\u1ec3u\u201d c\u1ee7a m\u00e1y m\u00f3c kh\u00f4ng c\u00f2n l\u00e0 vi\u1ec5n t\u01b0\u1edfng. \u0110\u00f3 ch\u00ednh l\u00e0 l\u00fac Computer Vision \u2013 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh b\u01b0\u1edbc v\u00e0o cu\u1ed9c ch\u01a1i. Kh\u00f4ng ch\u1ec9 \u1ee9ng d\u1ee5ng trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 cao, Computer Vision [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":17714,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[65],"tags":[],"ppma_author":[61],"class_list":["post-17707","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-giai-phap-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v24.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Computer Vision l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh trong doanh nghi\u1ec7p<\/title>\n<meta name=\"description\" content=\"Computer Vision l\u00e0 g\u00ec? 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Kh\u00e1m ph\u00e1 c\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y v\u00e0 nh\u1eefng \u1ee9ng d\u1ee5ng n\u1ed5i b\u1eadt trong v\u1eadn h\u00e0nh doanh nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/\" \/>\n<meta property=\"og:site_name\" content=\"Base Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/base.vietnam\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-23T07:09:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-05T04:19:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"L\u00ea H\u1eefu Kh\u00f4i\" \/>\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=\"L\u00ea H\u1eefu Kh\u00f4i\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"21 ph\u00fat\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/\"},\"author\":{\"name\":\"L\u00ea H\u1eefu Kh\u00f4i\",\"@id\":\"https:\/\/base.vn\/blog\/#\/schema\/person\/be5c260c1c5ce9efdf0888b78a15881e\"},\"headline\":\"Computer Vision l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh trong doanh nghi\u1ec7p\",\"datePublished\":\"2025-05-23T07:09:51+00:00\",\"dateModified\":\"2025-09-05T04:19:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/\"},\"wordCount\":5428,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/base.vn\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision.webp\",\"articleSection\":[\"\u1ee8ng d\u1ee5ng AI\"],\"inLanguage\":\"vi\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/\",\"url\":\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/\",\"name\":\"Computer Vision l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh trong doanh nghi\u1ec7p\",\"isPartOf\":{\"@id\":\"https:\/\/base.vn\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/base.vn\/blog\/computer-vision-la-gi\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/computer-vision.webp\",\"datePublished\":\"2025-05-23T07:09:51+00:00\",\"dateModified\":\"2025-09-05T04:19:10+00:00\",\"description\":\"Computer Vision l\u00e0 g\u00ec? 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