{"id":8203,"date":"2022-12-20T16:05:08","date_gmt":"2022-12-20T09:05:08","guid":{"rendered":"http:\/\/ipe.com.vn\/?p=8203"},"modified":"2022-12-20T16:30:06","modified_gmt":"2022-12-20T09:30:06","slug":"giai-phap-deep-learning-trong-nganh-o-to","status":"publish","type":"post","link":"https:\/\/ipe.com.vn\/?p=8203","title":{"rendered":"GI\u1ea2I PH\u00c1P DEEP LEARNING TRONG NG\u00c0NH \u00d4 T\u00d4"},"content":{"rendered":"<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-md-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"vc_row wpb_row vc_inner vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-md-6\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p>&nbsp;<\/p>\n<table style=\"border-collapse: collapse; width: 100%;\">\n<tbody>\n<tr>\n<td style=\"width: 50%;\"><a class=\"\" href=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/2-4-1024x763.png\" data-lightbox=\"lightbox[rel-3834-1092064476]\"><img loading=\"lazy\" class=\"attachment-large\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/2-4-1024x763.png\" sizes=\"(max-width: 640px) 100vw, 640px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/2-4-1024x763.png 1024w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/2-4-300x223.png 300w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/2-4-768x572.png 768w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/2-4-1536x1144.png 1536w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/2-4.png 1584w\" alt=\"deep learning trong ng\u00e0nh \u00f4 t\u00f4\" width=\"640\" height=\"477\" \/><\/a><\/td>\n<td style=\"width: 50%;\">Cognex Deep Learning l\u00e0 ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh d\u1ef1a tr\u00ean deep learning \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4. K\u1ebft h\u1ee3p tr\u00ed th\u00f4ng minh gi\u1ed1ng con ng\u01b0\u1eddi v\u1edbi s\u1ef1 m\u1ea1nh m\u1ebd c\u1ee7a th\u1ecb gi\u00e1c m\u00e1y (machine vision), Cognex Deep Learning l\u00fd t\u01b0\u1edfng cho c\u00e1c v\u1ecb tr\u00ed b\u1ed9 ph\u1eadn b\u1ecb m\u00e9o, ki\u1ec3m tra, ph\u00e2n lo\u1ea1i m\u1ef9 ph\u1ea9m ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng OCR \u0111\u1ea7y th\u00e1ch th\u1ee9c. T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c kh\u00f3 l\u1eadp tr\u00ecnh tr\u01b0\u1edbc \u0111\u00e2y trong m\u1ed9t giao di\u1ec7n d\u1ec5 tri\u1ec3n khai.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"wpb_column vc_column_container vc_col-md-6\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_images_carousel wpb_content_element vc_clearfix\">\n<div class=\"wpb_wrapper\">\n<div id=\"vc_images-carousel-1-1671527250\" class=\"vc_slide vc_images_carousel vc_build\" data-ride=\"vc_carousel\" data-wrap=\"false\" data-interval=\"0\" data-auto-height=\"yes\" data-mode=\"horizontal\" data-partial=\"false\" data-per-view=\"1\" data-hide-on-end=\"true\">\n<ol class=\"vc_carousel-indicators\">\n<li class=\"vc_active\" data-target=\"#vc_images-carousel-1-1671527250\" data-slide-to=\"0\"><\/li>\n<\/ol>\n<div class=\"vc_carousel-inner\">\n<div class=\"vc_carousel-slideline\">\n<div class=\"vc_carousel-slideline-inner\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"wpb_column vc_column_container vc_col-md-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<h2 class=\"vc_custom_heading\">\u1ee8ng d\u1ee5ng deep learning ki\u1ec3m tra v\u00f2ng piston<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p><strong>C\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ph\u00e1t hi\u1ec7n t\u1ef1 \u0111\u1ed9ng v\u00e0 x\u00e1c \u0111\u1ecbnh \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a c\u00e1c khuy\u1ebft t\u1eadt tr\u00ean k\u1ebft c\u1ea5u b\u1ec1 m\u1eb7t kim lo\u1ea1i.<\/strong><\/p>\n<p><strong>V\u1ea4N \u0110\u1ec0<\/strong><\/p>\n<p>C\u00e1c v\u00f2ng n\u00e9n c\u1ee7a piston ph\u1ee5c v\u1ee5 m\u1ed9t s\u1ed1 ch\u1ee9c n\u0103ng trong \u0111\u1ed9ng c\u01a1 pitt\u00f4ng, l\u00e0m k\u00edn bu\u1ed3ng \u0111\u1ed1t v\u00e0 \u0111i\u1ec1u ch\u1ec9nh m\u1ee9c ti\u00eau th\u1ee5 d\u1ea7u. C\u00e1c khuy\u1ebft t\u1eadt tr\u00ean v\u00f2ng n\u00e9n r\u1ea5t kh\u00f3 ph\u00e1t hi\u1ec7n do b\u1ec1 m\u1eb7t kim lo\u1ea1i ph\u1ea3n chi\u1ebfu c\u1ee7a piston. H\u00ecnh d\u1ea1ng h\u00ecnh tr\u1ee5 c\u1ee7a piston \u0111\u00f4i khi l\u00e0m cho h\u00ecnh \u1ea3nh b\u1ecb m\u1edd v\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c l\u1ea5y n\u00e9t. C\u00e1c bi\u1ebfn th\u1ec3 b\u00ecnh th\u01b0\u1eddng trong k\u1ebft c\u1ea5u b\u1ec1 m\u1eb7t c\u1ee7a kim lo\u1ea1i \u0111\u01b0\u1ee3c d\u1ef1 ki\u1ebfn \u200b\u200bl\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t v\u00e0 m\u1ed9t s\u1ed1 \u2014 bao g\u1ed3m c\u00e1c v\u1ebft r\u1ec9 s\u00e9t, c\u00e1c v\u00f9ng tr\u1eafng v\u00e0 th\u1eadm ch\u00ed c\u1ea3 c\u00e1c v\u1ebft n\u1ee9t v\u00e0 v\u1ebft n\u1ee9t tr\u00ean b\u1ec1 m\u1eb7t \u2013 \u0111\u1ec1u \u0111\u01b0\u1ee3c ph\u00e9p v\u01b0\u1ee3t qua ki\u1ec3m tra. Tuy nhi\u00ean, c\u00e1c v\u1ebft x\u01b0\u1edbc d\u00e0i \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn hi\u1ec7u su\u1ea5t c\u1ee7a p\u00edt-t\u00f4ng v\u00e0 \u0111e d\u1ecda m\u1ee9c n\u00e9n trong xi-lanh l\u00e0 d\u1ea5u hi\u1ec7u c\u1ee7a c\u00e1c khuy\u1ebft t\u1eadt th\u1ef1c s\u1ef1. H\u1ec7 th\u1ed1ng ki\u1ec3m tra ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng ch\u1ecbu \u0111\u1ef1ng nh\u1eefng bi\u1ebfn \u0111\u1ed5i b\u00ecnh th\u01b0\u1eddng v\u00e0 nh\u1eefng d\u1ecb th\u01b0\u1eddng kh\u00f4ng \u0111\u00e1ng k\u1ec3 tr\u00ean b\u1ec1 m\u1eb7t c\u1ee7a v\u00f2ng n\u00e9n trong khi x\u00e1c \u0111\u1ecbnh b\u1ea5t k\u1ef3 v\u1ebft x\u01b0\u1edbc d\u00e0i n\u00e0o.<\/p>\n<p><strong>GI\u1ea2I PH\u00c1P<\/strong><\/p>\n<p>L\u1eadp tr\u00ecnh ki\u1ec3m tra \u0111\u1ed9 ph\u1ee9c t\u1ea1p n\u00e0y th\u00e0nh m\u1ed9t thu\u1eadt to\u00e1n d\u1ef1a tr\u00ean quy t\u1eafc s\u1ebd y\u00eau c\u1ea7u c\u00e1c th\u01b0 vi\u1ec7n l\u1ed7i ph\u1ee9c t\u1ea1p. Vi\u1ec7c ki\u1ec3m tra c\u1ee7a con ng\u01b0\u1eddi, m\u1eb7c d\u00f9 linh ho\u1ea1t h\u01a1n, s\u1ebd qu\u00e1 ch\u1eadm. Cognex Deep Learning cung c\u1ea5p gi\u1ea3i ph\u00e1p ki\u1ec3m tra hi\u1ec7u qu\u1ea3, k\u1ebft h\u1ee3p kh\u1ea3 n\u0103ng c\u1ee7a con ng\u01b0\u1eddi trong vi\u1ec7c \u0111\u00e1nh gi\u00e1 c\u00e1c thay \u0111\u1ed5i nh\u1ecf v\u1edbi \u0111\u1ed9 tin c\u1eady, t\u00ednh nh\u1ea5t qu\u00e1n v\u00e0 t\u1ed1c \u0111\u1ed9 c\u1ee7a h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng.<\/p>\n<p>S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n l\u1ed7i trong ch\u1ebf \u0111\u1ed9 \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t, m\u1ed9t k\u1ef9 s\u01b0 \u0111\u00e0o t\u1ea1o ph\u1ea7n m\u1ec1m d\u1ef1a tr\u00ean deep learning d\u1ef1a tr\u00ean m\u1ed9t t\u1eadp h\u1ee3p \u0111\u1ea1i di\u1ec7n c\u1ee7a c\u00e1c h\u00ecnh \u1ea3nh v\u00f2ng n\u00e9n \u201ct\u1ed1t\u201d v\u00e0 \u201cx\u1ea5u\u201d \u0111\u00e3 bi\u1ebft. M\u1ed9t k\u1ef9 thu\u1eadt vi\u00ean ch\u00fa th\u00edch c\u00e1c h\u00ecnh \u1ea3nh \u201cx\u1ea5u\u201d \u0111\u00e3 bi\u1ebft khi c\u00f3 v\u1ebft x\u01b0\u1edbc d\u00e0i v\u00e0 h\u00ecnh \u1ea3nh \u201ct\u1ed1t\u201d v\u1edbi c\u00e1c bi\u1ebfn th\u1ec3 b\u00ecnh th\u01b0\u1eddng v\u00e0 c\u00e1c khuy\u1ebft t\u1eadt c\u00f3 th\u1ec3 ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c, bao g\u1ed3m c\u00e1c v\u1ebft r\u1ec9 s\u00e9t v\u00e0 v\u1ebft n\u1ee9t nh\u1ecf. D\u1ef1a tr\u00ean nh\u1eefng h\u00ecnh \u1ea3nh n\u00e0y, \u1ee9ng d\u1ee5ng s\u1ebd t\u00ecm hi\u1ec3u d\u1ea1ng t\u1ef1 nhi\u00ean v\u00e0 k\u1ebft c\u1ea5u b\u1ec1 m\u1eb7t c\u1ee7a piston, c\u0169ng nh\u01b0 s\u1ef1 xu\u1ea5t hi\u1ec7n b\u00ecnh th\u01b0\u1eddng c\u1ee7a c\u00e1c v\u1ebft x\u01b0\u1edbc. H\u00ecnh \u1ea3nh b\u1ed5 sung c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u00eam v\u00e0o t\u1eadp hu\u1ea5n luy\u1ec7n trong qu\u00e1 tr\u00ecnh ki\u1ec3m tra x\u00e1c nh\u1eadn \u0111\u1ec3 ph\u1ea3n \u00e1nh c\u00e1c v\u00ed d\u1ee5 b\u1ed5 sung v\u00e0 gi\u00fap t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng. C\u00e1c th\u00f4ng s\u1ed1 c\u00f3 th\u1ec3 li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh trong giai \u0111o\u1ea1n \u0111\u00e0o t\u1ea1o v\u00e0 giai \u0111o\u1ea1n x\u00e1c nh\u1eadn cho \u0111\u1ebfn khi m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o ph\u00e1t hi\u1ec7n ch\u00ednh x\u00e1c v\u00e0 ph\u00e2n \u0111o\u1ea1n t\u1ea5t c\u1ea3 c\u00e1c h\u00ecnh \u1ea3nh c\u00f3 v\u1ebft x\u01b0\u1edbc d\u00e0i.<\/p>\n<p>Trong th\u1eddi gian ch\u1ea1y, ph\u1ea7n m\u1ec1m m\u00f4 t\u1ea3 c\u00e1c h\u00ecnh \u1ea3nh c\u00f3 v\u1ebft x\u01b0\u1edbc d\u00e0i l\u00e0 b\u1ecb l\u1ed7i, \u0111\u00e3 h\u1ecdc c\u00e1ch nh\u1eadn ra v\u00e0 b\u1ecf qua c\u00e1c bi\u1ebfn th\u1ec3 kh\u00f4ng li\u00ean quan.<\/p>\n<\/div>\n<\/div>\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/3-3.jpg\" sizes=\"(max-width: 1023px) 100vw, 1023px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/3-3.jpg 1023w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/3-3-300x144.jpg 300w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/3-3-768x369.jpg 768w\" alt=\"deep learning ki\u1ec3m tra ng\u00e0nh \u00f4 t\u00f4\" width=\"1023\" height=\"491\" \/><\/div>\n<\/figure>\n<\/div>\n<h2 class=\"vc_custom_heading\">Deep learning ki\u1ec3m tra xi-lanh<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p><strong>C\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt l\u00e0 l\u1ed7 r\u1ed7ng tr\u00ean kim lo\u1ea1i.<\/strong><\/p>\n<p><strong>V\u1ea4N \u0110\u1ec0<\/strong><\/p>\n<p>Kh\u1ed1i xi lanh l\u00e0 n\u1ec1n t\u1ea3ng c\u1ee7a \u0111\u1ed9ng c\u01a1 \u00f4 t\u00f4. C\u00e1c xi lanh l\u1edbn c\u1ee7a n\u00f3 l\u00e0 b\u1ed9 ph\u1eadn l\u00e0m vi\u1ec7c ch\u00ednh c\u1ee7a \u0111\u1ed9ng c\u01a1 pitt\u00f4ng, \u0111\u01b0\u1ee3c ch\u1ebf t\u1ea1o \u0111\u1ec3 gi\u1eef c\u00e1c piston khi ch\u00fang b\u01a1m l\u00ean v\u00e0 xu\u1ed1ng d\u01b0\u1edbi s\u1ee9c n\u00e9n. C\u00e1c xi lanh th\u01b0\u1eddng \u0111\u01b0\u1ee3c l\u00e0m b\u1eb1ng kim lo\u1ea1i \u0111\u00fac v\u00e0 \u0111\u00f4i khi \u0111\u01b0\u1ee3c l\u00f3t ho\u1eb7c \u201cb\u1ecdc tay\u201d trong m\u1ed9t l\u1edbp ph\u1ee7 b\u00f4i tr\u01a1n. Th\u00e0nh xi lanh ph\u1ea3i b\u1ec1n v\u00ec ch\u00fang ti\u1ebfp x\u00fac v\u1edbi c\u00e1c v\u00f2ng n\u00e9n c\u1ee7a piston.<\/p>\n<p>Xi lanh c\u00f3 th\u1ec3 ch\u1ecbu \u0111\u01b0\u1ee3c c\u00e1c b\u1ea5t th\u01b0\u1eddng nh\u1ecf trong kim lo\u1ea1i c\u1ee7a n\u00f3, \u0111\u01b0\u1ee3c l\u00e0m nh\u1eb5n trong qu\u00e1 tr\u00ecnh m\u00e0i m\u00f2n c\u01a1 h\u1ecdc, nh\u01b0ng kh\u00f4ng \u0111\u01b0\u1ee3c ch\u1ee9a c\u00e1c bong b\u00f3ng trong kim lo\u1ea1i \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201cl\u1ed7 r\u1ed7ng\u201d. Nh\u1eefng khuy\u1ebft t\u1eadt n\u00e0y \u0111\u1eb7c bi\u1ec7t kh\u00f3 ki\u1ec3m tra v\u00ec b\u1ec1 m\u1eb7t c\u1ee7a h\u00ecnh tr\u1ee5 g\u1ed3 gh\u1ec1 v\u00e0 h\u00ecnh \u1ea3nh c\u00f3 v\u1ebb m\u1edd xung quanh c\u00e1c c\u1ea1nh do \u0111\u1ed9 s\u00e2u tr\u01b0\u1eddng \u1ea3nh. \u00c1nh s\u00e1ng \u0111\u1eb7c tr\u01b0ng ho\u1eb7c \u00e1nh s\u00e1ng ch\u00f3i tr\u00ean b\u1ec1 m\u1eb7t ph\u1ea3n chi\u1ebfu c\u1ee7a xi lanh c\u0169ng l\u00e0m ph\u1ee9c t\u1ea1p vi\u1ec7c ki\u1ec3m tra. R\u1ea5t kh\u00f3 \u0111\u1ec3 l\u1eadp tr\u00ecnh ki\u1ec3m tra t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 ch\u1ecbu \u0111\u01b0\u1ee3c qu\u00e1 nhi\u1ec1u thay \u0111\u1ed5i nh\u1ecf v\u1ec1 h\u00ecnh d\u1ea1ng v\u00e0 v\u1ecb tr\u00ed c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u1ecba l\u00fd, c\u0169ng nh\u01b0 \u0111\u1ed9 ch\u00f3i v\u00e0 \u0111\u1ed9 m\u1edd.<\/p>\n<p><strong>GI\u1ea2I PH\u00c1P<\/strong><\/p>\n<p>Cognex Deep Learning nhanh ch\u00f3ng x\u00e1c \u0111\u1ecbnh c\u00e1c l\u1ed7 ch\u00e2n l\u00f4ng khi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c c\u1ed1 g\u1eafng ki\u1ec3m tra trong c\u00f9ng \u0111i\u1ec1u ki\u1ec7n \u00e1nh s\u00e1ng. Trong v\u00f2ng v\u00e0i ph\u00fat, m\u1ed9t k\u1ef9 s\u01b0 c\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o ph\u1ea7n m\u1ec1m v\u1ec1 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c h\u00ecnh \u1ea3nh \u201ct\u1ed1t\u201d v\u00e0 \u201cx\u1ea5u\u201d \u0111\u1ea1i di\u1ec7n c\u1ee7a m\u1ed9t h\u00ecnh tr\u1ee5, \u0111i\u1ec1u ch\u1ec9nh v\u00f9ng quan t\u00e2m b\u1eb1ng b\u1ed9 l\u1ecdc che \u0111\u1ec3 lo\u1ea1i b\u1ecf \u0111\u0129a s\u00e1ng c\u1ee7a kh\u00f4ng gian \u00e2m trong tr\u1ee5c. S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt \u1edf ch\u1ebf \u0111\u1ed9 \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t, k\u1ef9 thu\u1eadt vi\u00ean ch\u00fa th\u00edch c\u00e1c l\u1ed7 ch\u00e2n l\u00f4ng trong h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n l\u00e0 \u201cx\u1ea5u\u201d v\u00e0 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c th\u00f4ng s\u1ed1, bao g\u1ed3m k\u00edch th\u01b0\u1edbc \u0111\u1eb7c \u0111i\u1ec3m, t\u1ef7 l\u1ec7, t\u1ef7 l\u1ec7 khung h\u00ecnh v\u00e0 \u0111\u1ed9 c\u1eaft \u0111\u1ec3 gi\u00fap m\u00f4 h\u00ecnh gi\u1ea3i th\u00edch c\u00e1c thay \u0111\u1ed5i v\u1ec1 ngo\u1ea1i h\u00ecnh. H\u00ecnh \u1ea3nh \u201cT\u1ed1t\u201d m\u00f4 t\u1ea3 c\u00e1c h\u00ecnh tr\u1ee5 b\u00ecnh th\u01b0\u1eddng gi\u00fap ph\u1ea7n m\u1ec1m t\u00ecm hi\u1ec3u lo\u1ea1i h\u00ecnh b\u1ea5t th\u01b0\u1eddng v\u00e0 bi\u1ebfn th\u1ec3 \u0111\u00fac nh\u1ecf n\u00e0o c\u00f3 th\u1ec3 ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c. K\u1ef9 s\u01b0 c\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o l\u1ea1i h\u1ec7 th\u1ed1ng, \u0111i\u1ec1u ch\u1ec9nh c\u00e1c th\u00f4ng s\u1ed1 v\u00e0 th\u00eam c\u00e1c h\u00ecnh \u1ea3nh b\u1ed5 sung, cho \u0111\u1ebfn khi m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 t\u1ed5ng qu\u00e1t h\u00f3a h\u00ecnh d\u00e1ng b\u00ecnh th\u01b0\u1eddng c\u1ee7a m\u1ed9t h\u00ecnh tr\u1ee5 v\u00e0 nh\u1eadn ra nh\u1eefng b\u1ea5t th\u01b0\u1eddng. Trong th\u1eddi gian ch\u1ea1y, ph\u1ea7n m\u1ec1m d\u1ef1a tr\u00ean deep learning ki\u1ec3m tra t\u1eebng h\u00ecnh \u1ea3nh trong v\u00f2ng mili gi\u00e2y, x\u00e1c \u0111\u1ecbnh nh\u1eefng h\u00ecnh \u1ea3nh c\u00f3 l\u1ed7 ch\u00e2n l\u00f4ng l\u00e0 khi\u1ebfm khuy\u1ebft v\u00e0 ph\u1ea7n c\u00f2n l\u1ea1i l\u00e0 b\u00ecnh th\u01b0\u1eddng.<\/p>\n<\/div>\n<\/div>\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/4-2.jpg\" sizes=\"(max-width: 1022px) 100vw, 1022px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/4-2.jpg 1022w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/4-2-300x169.jpg 300w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/4-2-768x432.jpg 768w\" alt=\"\" width=\"1022\" height=\"575\" \/><\/div>\n<\/figure>\n<\/div>\n<h2 class=\"vc_custom_heading\">Deep learning ki\u1ec3m tra m\u1ed1i h\u00e0n<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p><strong>C\u00e1c c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n v\u00e0 ph\u00e2n lo\u1ea1i khuy\u1ebft t\u1eadt gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ki\u1ec3m tra v\u00e0 ph\u00e2n lo\u1ea1i t\u1ef1 \u0111\u1ed9ng c\u00e1c khuy\u1ebft t\u1eadt \u0111\u01b0\u1eddng h\u00e0n<\/strong><\/p>\n<p><strong>V\u1ea4N \u0110\u1ec0<\/strong><\/p>\n<p>Cognex Deep Learning ki\u1ec3m tra t\u00ednh to\u00e0n v\u1eb9n c\u1ee7a c\u00e1c th\u00e0nh ph\u1ea7n h\u1ec7 th\u1ed1ng truy\u1ec1n l\u1ef1c quan tr\u1ecdng nh\u01b0 piston, c\u00f3 k\u1ebft c\u1ea5u b\u1ec1 m\u1eb7t ph\u1ee9c t\u1ea1p khi\u1ebfn vi\u1ec7c ki\u1ec3m tra th\u1ecb gi\u00e1c m\u00e1y truy\u1ec1n th\u1ed1ng tr\u1edf n\u00ean kh\u00f3 kh\u0103n. C\u00e1c \u0111\u01b0\u1eddng h\u00e0n c\u1ee7a p\u00edt-t\u00f4ng r\u1ea5t thay \u0111\u1ed5i, l\u00e0m cho c\u00e1c b\u1ea5t th\u01b0\u1eddng kh\u00f3 ph\u00e2n bi\u1ec7t. Kh\u00f4ng mong mu\u1ed1n c\u00f3 m\u1ed9t s\u1ed1 d\u1ecb th\u01b0\u1eddng khi h\u00e0n, ch\u1eb3ng h\u1ea1n nh\u01b0 m\u1ed1i h\u00e0n khuy\u1ebft, m\u1ed1i h\u00e0n qu\u00e1 c\u01b0\u1eddng l\u1ef1c ho\u1eb7c m\u1ed1i h\u00e0n k\u00e9m ch\u1ea5t l\u01b0\u1ee3ng. C\u00e1c d\u1ecb th\u01b0\u1eddng kh\u00e1c, nh\u01b0 c\u00e1c \u0111\u01b0\u1eddng n\u1ed1i ch\u1ed3ng ch\u00e9o, l\u00e0 mong mu\u1ed1n v\u00e0 c\u1ea7n thi\u1ebft v\u00ec l\u00fd do an to\u00e0n. C\u00e1c khu v\u1ef1c h\u00ecnh \u1ea3nh t\u1ed1i gi\u1edbi thi\u1ec7u c\u00e1c bi\u1ebfn ch\u1ee9ng b\u1ed5 sung. V\u1edbi nhi\u1ec1u sai s\u00f3t c\u00f3 th\u1ec3 x\u1ea3y ra v\u00e0 th\u00e1ch th\u1ee9c v\u1ec1 \u00e1nh s\u00e1ng, ph\u00e2n t\u00edch d\u1ef1a tr\u00ean deep learning cung c\u1ea5p m\u1ed9t gi\u1ea3i ph\u00e1p thay th\u1ebf \u0111\u01a1n gi\u1ea3n v\u00e0 m\u1ea1nh m\u1ebd cho vi\u1ec7c ki\u1ec3m tra th\u1ecb gi\u00e1c m\u00e1y truy\u1ec1n th\u1ed1ng.<\/p>\n<p><strong>GI\u1ea2I PH\u00c1P<\/strong><\/p>\n<p>V\u1edbi Cognex Deep Learning, vi\u1ec7c ph\u00e2n t\u00edch t\u1ef1 \u0111\u1ed9ng c\u00e1c \u0111\u01b0\u1eddng h\u00e0n piston kim lo\u1ea1i tr\u1edf n\u00ean \u0111\u01a1n gi\u1ea3n. K\u1ef9 s\u01b0 \u0111\u00e0o t\u1ea1o ph\u1ea7n m\u1ec1m v\u1edbi c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt \u1edf ch\u1ebf \u0111\u1ed9 \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t tr\u00ean m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c h\u00ecnh \u1ea3nh \u201cx\u1ea5u\u201d \u0111\u1ea1i di\u1ec7n cho t\u1ea5t c\u1ea3 c\u00e1c b\u1ea5t th\u01b0\u1eddng khi h\u00e0n, bao g\u1ed3m c\u00e1c \u0111\u01b0\u1eddng n\u1ed1i ch\u1ed3ng l\u00ean nhau v\u00e0 tr\u00ean c\u00e1c m\u1eabu \u201ct\u1ed1t\u201d kh\u00f4ng c\u00f3 b\u1ea5t k\u1ef3 d\u1ecb th\u01b0\u1eddng n\u00e0o. Theo c\u00e1ch n\u00e0y, t\u1ea5t c\u1ea3 c\u00e1c d\u1ecb th\u01b0\u1eddng \u2014 c\u1ea3 nh\u1eefng \u0111i\u1ec1u \u0111\u01b0\u1ee3c mong mu\u1ed1n c\u0169ng nh\u01b0 nh\u1eefng \u0111i\u1ec1u g\u00e2y ra s\u1ef1 t\u1eeb ch\u1ed1i \u2014 \u0111\u1ec1u \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh l\u00e0 khi\u1ebfm khuy\u1ebft.<\/p>\n<p>Trong ph\u1ea7n th\u1ee9 hai c\u1ee7a vi\u1ec7c ki\u1ec3m tra, k\u1ef9 s\u01b0 s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00e2n lo\u1ea1i \u0111\u1ec3 ph\u00e2n lo\u1ea1i c\u00e1c khuy\u1ebft t\u1eadt \u0111\u01b0\u1eddng may theo lo\u1ea1i. D\u1ef1a tr\u00ean m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n trong qu\u00e1 tr\u00ecnh gi\u00e1m s\u00e1t, ph\u1ea7n m\u1ec1m tr\u00edch xu\u1ea5t th\u00f4ng tin v\u1ec1 c\u00e1c khuy\u1ebft t\u1eadt c\u1ee5 th\u1ec3 v\u00e0 t\u00e1ch c\u00e1c \u0111\u01b0\u1eddng n\u1ed1i ch\u1ed3ng l\u00ean nhau th\u00e0nh l\u1edbp ri\u00eang c\u1ee7a ch\u00fang. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y c\u00f9ng nhau, nh\u00e0 s\u1ea3n xu\u1ea5t \u00f4 t\u00f4 y\u00ean t\u00e2m r\u1eb1ng h\u1ec7 th\u1ed1ng ki\u1ec3m tra x\u00e1c \u0111\u1ecbnh t\u1ea5t c\u1ea3 c\u00e1c \u0111\u01b0\u1eddng h\u00e0n v\u00e0 ph\u00e2n lo\u1ea1i th\u00e0nh c\u00f4ng c\u00e1c \u0111\u01b0\u1eddng n\u1ed1i ch\u1ed3ng l\u00ean nhau. D\u1ef1a tr\u00ean th\u00f4ng tin n\u00e0y, nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 ch\u1ecdn ch\u1ec9 c\u00e1c \u0111\u01b0\u1eddng n\u1ed1i ch\u1ed3ng l\u00ean nhau \u0111\u1ec3 s\u1eed d\u1ee5ng.<\/p>\n<\/div>\n<\/div>\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/5-2.png\" sizes=\"(max-width: 1294px) 100vw, 1294px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/5-2.png 1294w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/5-2-300x117.png 300w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/5-2-1024x398.png 1024w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/5-2-768x299.png 768w\" alt=\"deep learning trong ng\u00e0nh \u00f4 t\u00f4\" width=\"1294\" height=\"503\" \/><\/div>\n<\/figure>\n<\/div>\n<h2 class=\"vc_custom_heading\">Deep learning nh\u1eadn d\u1ea1ng v\u00e0 ph\u00e2n lo\u1ea1i b\u1ed9 ph\u1eadn \u0111\u00e1nh l\u1eeda (bugi)<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p><strong>C\u00e1c c\u00f4ng c\u1ee5 x\u00e1c minh v\u00e0 ph\u00e2n lo\u1ea1i l\u1eafp r\u00e1p x\u00e1c \u0111\u1ecbnh, \u0111\u1ebfm v\u00e0 ph\u00e2n lo\u1ea1i c\u00e1c b\u1ed9 ph\u1eadn d\u1ef1a tr\u00ean b\u1ec1 ngo\u00e0i c\u1ee7a ch\u00fang \u0111\u1ec3 x\u00e1c minh l\u1eafp r\u00e1p \/ tr\u01b0\u1edbc khi l\u1eafp r\u00e1p<\/strong><\/p>\n<p><b>V\u1ea4N \u0110\u1ec0<\/b><\/p>\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng nh\u1eadn d\u1ea1ng, \u0111\u1ebfm v\u00e0 ph\u00e2n lo\u1ea1i nh\u1ea5t \u0111\u1ecbnh, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ph\u1ea3i d\u1ef1a v\u00e0o vi\u1ec7c ki\u1ec3m tra b\u1eb1ng m\u1eaft khi m\u00f4i tr\u01b0\u1eddng c\u1ee7a h\u1ecd kh\u00f4ng h\u1ed7 tr\u1ee3 c\u00f4ng ngh\u1ec7 \u0111\u1ecdc m\u00e3 v\u1ea1ch. S\u1ef1 thay \u0111\u1ed5i nh\u1ecf v\u1ec1 ngo\u1ea1i h\u00ecnh c\u00f3 th\u1ec3 g\u00e2y ra c\u00e1c bi\u1ebfn ch\u1ee9ng cho h\u1ec7 th\u1ed1ng ki\u1ec3m tra t\u1ef1 \u0111\u1ed9ng. \u0110\u00e2y l\u00e0 tr\u01b0\u1eddng h\u1ee3p c\u1ee7a bugi, \u0111\u01b0\u1ee3c l\u1eafp r\u00e1p tr\u01b0\u1edbc tr\u00ean c\u00e1c khay c\u00f3 m\u00e0u s\u1eafc kh\u00e1c nhau. H\u1ec7 th\u1ed1ng ki\u1ec3m tra ph\u1ea3i x\u00e1c \u0111\u1ecbnh, \u0111\u1ebfm v\u00e0 ph\u00e2n lo\u1ea1i th\u00e0nh c\u00f4ng c\u00e1c bugi c\u00f3 m\u00e0u kh\u00e1c nhau trong khi b\u1ecf qua m\u00e0u n\u1ec1n c\u1ee7a khay c\u1ee7a ch\u00fang. Th\u00f4ng tin n\u00e0y sau \u0111\u00f3 \u0111\u01b0\u1ee3c truy\u1ec1n t\u1edbi m\u1ed9t robot c\u00f3 h\u01b0\u1edbng d\u1eabn t\u1ea7m nh\u00ecn \u0111\u1ec3 l\u1eafp r\u00e1p.<\/p>\n<p><strong>GI\u1ea2I PH\u00c1P<\/strong><\/p>\n<p>Cognex Deep Learning kh\u00e1i qu\u00e1t c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m ph\u00e2n bi\u1ec7t c\u1ee7a m\u1ed9t bugi d\u1ef1a tr\u00ean k\u00edch th\u01b0\u1edbc, h\u00ecnh d\u1ea1ng v\u00e0 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m b\u1ec1 m\u1eb7t c\u1ee7a n\u00f3. V\u1edbi c\u00f4ng c\u1ee5 x\u00e1c minh l\u1eafp r\u00e1p, m\u1ed9t k\u1ef9 s\u01b0 s\u1eafp x\u1ebfp h\u00ecnh \u1ea3nh khay, d\u1ea1y ph\u1ea7n m\u1ec1m x\u00e1c \u0111\u1ecbnh v\u00e0 \u0111\u1ebfm t\u1eebng bugi. C\u00f4ng c\u1ee5 ph\u00e2n lo\u1ea1i s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean h\u1ecdc t\u1eadp s\u00e2u \u0111\u1ec3 ph\u00e2n lo\u1ea1i c\u00e1c bugi theo \u0111\u1eb7c t\u00ednh ph\u00f9 h\u1ee3p v\u1edbi r\u00f4 b\u1ed1t \u2014 m\u00e0u s\u1eafc c\u1ee7a n\u00f3.<\/p>\n<\/div>\n<\/div>\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/6-1.jpg\" sizes=\"(max-width: 1072px) 100vw, 1072px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/6-1.jpg 1072w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/6-1-300x171.jpg 300w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/6-1-1024x585.jpg 1024w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/6-1-768x438.jpg 768w\" alt=\"\" width=\"1072\" height=\"612\" \/><\/div>\n<\/figure>\n<\/div>\n<h2 class=\"vc_custom_heading\">Deep learning ki\u1ec3m tra t\u00fai kh\u00ed<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p><strong>C\u00f4ng c\u1ee5 ki\u1ec3m tra c\u00e1c khuy\u1ebft t\u1eadt v\u1ec1 th\u1ea9m m\u1ef9 c\u1ee7a h\u00e0ng d\u1ec7t may<\/strong><\/p>\n<p><strong>V\u1ea4N \u0110\u1ec0<\/strong><strong>\u00a0<\/strong><\/p>\n<p>T\u00fai kh\u00ed tu\u00e2n theo c\u00e1c ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng nghi\u00eam ng\u1eb7t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o an to\u00e0n cho h\u00e0nh kh\u00e1ch. C\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u00f4 t\u00f4 ph\u1ea3i ki\u1ec3m tra g\u1ea5p \u0111\u00f4i v\u00e0 g\u1ea5p ba t\u1ea5t c\u1ea3 c\u00e1c b\u1ed9 ph\u1eadn quan tr\u1ecdng v\u1ec1 an to\u00e0n \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng, gi\u1ea3m chi ph\u00ed b\u1ea3o h\u00e0nh v\u00e0 gi\u1ea3m tr\u00e1ch nhi\u1ec7m thu h\u1ed3i. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi t\u00fai kh\u00ed, t\u00fai kh\u00ed n\u00e0y ph\u1ea3i \u0111\u01b0\u1ee3c ki\u1ec3m tra xem c\u00f3 b\u1ecb th\u1ee7ng, r\u00e1ch, r\u00e1ch v\u00e0 c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 \u0111\u01b0\u1eddng may hay kh\u00f4ng c\u00f3 th\u1ec3 khi\u1ebfn ch\u00fang b\u1ecb h\u1ecfng. Nh\u1eefng lo\u1ea1i v\u1ea5n \u0111\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng n\u00e0y th\u01b0\u1eddng b\u1ecb b\u1ecf s\u00f3t ho\u1eb7c kh\u00f3 ph\u00e1t hi\u1ec7n trong qu\u00e1 tr\u00ecnh ki\u1ec3m tra th\u1ee7 c\u00f4ng. Ch\u00fang c\u0169ng kh\u00f3 l\u1eadp tr\u00ecnh th\u00e0nh h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c m\u00e1y truy\u1ec1n th\u1ed1ng v\u00ec b\u1ec1 m\u1eb7t d\u1ec7t ph\u1ee9c t\u1ea1p c\u1ee7a t\u00fai kh\u00ed. M\u1eabu v\u1ea3i c\u00f3 th\u1ec3 r\u1ea5t ph\u1ee9c t\u1ea1p v\u00e0 h\u00ecnh th\u1ee9c tr\u1ef1c quan gi\u1eefa c\u00e1c t\u00fai kh\u00ed thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 do t\u00ednh ch\u1ea5t co gi\u00e3n c\u1ee7a v\u1ea3i, \u0111\u1ed9 d\u00e0y s\u1ee3i v\u00e0 v\u00f4 s\u1ed1 bi\u1ebfn th\u1ec3 nh\u1ecf c\u00f3 th\u1ec3 ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c. V\u00ec vi\u1ec7c t\u00ecm ki\u1ebfm r\u00f5 r\u00e0ng t\u1ea5t c\u1ea3 c\u00e1c khi\u1ebfm khuy\u1ebft l\u00e0 qu\u00e1 ph\u1ee9c t\u1ea1p v\u00e0 t\u1ed1n th\u1eddi gian, Cognex Deep Learning cung c\u1ea5p m\u1ed9t gi\u1ea3i ph\u00e1p \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh t\u1ea5t c\u1ea3 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u00e0o t\u1ea1o v\u1ec1 h\u00ecnh \u1ea3nh \u201cx\u1ea5u\u201d.<\/p>\n<p><strong>GI\u1ea2I PH\u00c1P<\/strong><\/p>\n<p>M\u1ed9t k\u1ef9 s\u01b0 s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n l\u1ed7i \u1edf ch\u1ebf \u0111\u1ed9 kh\u00f4ng gi\u00e1m s\u00e1t \u0111\u1ec3 \u0111\u00e0o t\u1ea1o ph\u1ea7n m\u1ec1m v\u1ec1 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c h\u00ecnh \u1ea3nh t\u00fai kh\u00ed \u201ct\u1ed1t\u201d nh\u1eb1m x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh tham chi\u1ebfu c\u1ee7a t\u00fai kh\u00ed. M\u00f4 h\u00ecnh t\u00ecm hi\u1ec3u h\u00ecnh th\u1ee9c b\u00ecnh th\u01b0\u1eddng c\u1ee7a v\u1ea3i t\u00fai kh\u00ed, bao g\u1ed3m ki\u1ec3u d\u1ec7t, \u0111\u1eb7c t\u00ednh c\u1ee7a v\u1ea3i v\u00e0 m\u00e0u s\u1eafc. T\u1ea5t c\u1ea3 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m kh\u00e1c v\u1edbi h\u00ecnh d\u00e1ng b\u00ecnh th\u01b0\u1eddng c\u1ee7a m\u00f4 h\u00ecnh \u0111\u1ec1u \u0111\u01b0\u1ee3c coi l\u00e0 b\u1ea5t th\u01b0\u1eddng. B\u1eb1ng c\u00e1ch n\u00e0y, Cognex Deep Learning ph\u00e1t hi\u1ec7n m\u1ed9t c\u00e1ch \u0111\u00e1ng tin c\u1eady v\u00e0 nh\u1ea5t qu\u00e1n t\u1ea5t c\u1ea3 c\u00e1c \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng, ch\u1eb3ng h\u1ea1n nh\u01b0 l\u1ed7, v\u1ebft r\u00e1ch, v\u1ebft r\u00e1ch v\u00e0 c\u00e1c m\u1eabu \u0111\u01b0\u1eddng kh\u00e2u b\u1ea5t th\u01b0\u1eddng. C\u00e1c khu v\u1ef1c b\u1ecb l\u1ed7i c\u1ee7a v\u1ea3i c\u00f3 th\u1ec3 nhanh ch\u00f3ng \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh v\u00e0 b\u00e1o c\u00e1o m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn th\u01b0 vi\u1ec7n l\u1ed7i r\u1ed9ng r\u00e3i.<\/p>\n<\/div>\n<\/div>\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/8.jpg\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/8.jpg 1024w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/8-300x189.jpg 300w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/8-768x483.jpg 768w\" alt=\"DEEP LEARNING TRONG NG\u00c0NH \u00d4 T\u00d4\" width=\"1024\" height=\"644\" \/><\/div>\n<\/figure>\n<\/div>\n<h2 class=\"vc_custom_heading\">Deep learning ki\u1ec3m tra x\u00e1c nh\u1eadn l\u1ea7n cu\u1ed1i cho khung kim lo\u1ea1i<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p><strong>C\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt x\u00e1c nh\u1eadn s\u1ef1 hi\u1ec7n di\u1ec7n v\u00e0 v\u1ecb tr\u00ed c\u1ee7a c\u00e1c th\u00e0nh ph\u1ea7n tr\u00ean n\u1ec1n kh\u00f3 quan s\u00e1t<\/strong><\/p>\n<p><b>V\u1ea4N \u0110\u1ec0<\/b><strong>\u00a0<\/strong><\/p>\n<p>C\u00e1c m\u1ea3nh c\u1eaft kh\u00e1c nhau li\u00ean quan \u0111\u1ebfn qu\u00e1 tr\u00ecnh x\u00e1c minh l\u1eafp r\u00e1p cu\u1ed1i c\u00f9ng t\u1ea1o ra m\u1ee9c \u0111\u1ed9 ph\u1ee9c t\u1ea1p cao th\u00e1ch th\u1ee9c vi\u1ec7c ki\u1ec3m tra th\u1ecb gi\u00e1c m\u00e1y truy\u1ec1n th\u1ed1ng. Nh\u00e2n vi\u00ean ki\u1ec3m tra x\u00e1c minh r\u1eb1ng t\u1ea5t c\u1ea3 c\u00e1c b\u1ed9 ph\u1eadn, ch\u1eb3ng h\u1ea1n nh\u01b0 d\u00e2y \u0111eo v\u00e0 v\u1ecf kim lo\u1ea1i, \u0111\u1ec1u c\u00f3 m\u1eb7t v\u00e0 \u0111\u01b0\u1ee3c l\u1eafp r\u00e1p ch\u00ednh x\u00e1c. \u0110\u1ed9 t\u01b0\u01a1ng ph\u1ea3n \u00e1nh s\u00e1ng tinh t\u1ebf khi\u1ebfn cho vi\u1ec7c ph\u00e2n bi\u1ec7t c\u00e1c d\u1ea3i c\u00f3 \u1edf \u0111\u00fang v\u1ecb tr\u00ed c\u1ee7a ch\u00fang hay kh\u00f4ng. Nh\u00e2n vi\u00ean ki\u1ec3m tra, m\u1eb7c d\u00f9 c\u00f3 k\u1ef9 n\u0103ng x\u00e1c \u0111\u1ecbnh c\u00e1c d\u1ea3i d\u00e2y, nh\u01b0ng r\u1ea5t ch\u1eadm v\u00e0 k\u00e9m hi\u1ec7u qu\u1ea3. Cognex Deep Learning s\u1eed d\u1ee5ng ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh d\u1ef1a tr\u00ean h\u1ecdc t\u1eadp s\u00e2u \u0111\u1ec3 t\u00ecm hi\u1ec3u h\u00ecnh d\u00e1ng ho\u00e0n thi\u1ec7n c\u1ee7a m\u1ed9t m\u1ea3nh trang tr\u00ed v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c d\u1ea3i c\u00f2n thi\u1ebfu m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c nh\u01b0 ng\u01b0\u1eddi ki\u1ec3m tra con ng\u01b0\u1eddi, nh\u01b0ng v\u1edbi t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a m\u1ed9t h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng.<\/p>\n<p><strong>GI\u1ea2I PH\u00c1P<\/strong><\/p>\n<p>S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt \u1edf ch\u1ebf \u0111\u1ed9 \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t, k\u1ef9 thu\u1eadt vi\u00ean \u0111\u00e0o t\u1ea1o h\u1ec7 th\u1ed1ng v\u1ec1 h\u00ecnh \u1ea3nh \u201cx\u1ea5u\u201d c\u1ee7a ph\u1ea7n c\u1eaft \u1edf n\u01a1i kh\u00f4ng c\u00f3 d\u00e2y, c\u0169ng nh\u01b0 h\u00ecnh \u1ea3nh \u201ct\u1ed1t\u201d \u0111\u00e3 bi\u1ebft \u1edf n\u01a1i c\u00f3 d\u00e2y, \u0111\u1ec3 t\u1ea1o m\u00f4 h\u00ecnh tham chi\u1ebfu cho m\u1ed9t b\u1ed9 ph\u1eadn ho\u00e0n ch\u1ec9nh c\u1ee7a trang tr\u00ed. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh n\u00e0y, \u1ee9ng d\u1ee5ng x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ea3nh trang tr\u00ed c\u00f3 d\u1ea3i d\u00e2y b\u1ecb thi\u1ebfu l\u00e0 b\u1ea5t th\u01b0\u1eddng v\u00e0 b\u1ecb l\u1ed7i, l\u00e0m h\u1ecfng ch\u00fang trong qu\u00e1 tr\u00ecnh ki\u1ec3m tra cu\u1ed1i c\u00f9ng.<\/p>\n<\/div>\n<\/div>\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/9-3.png\" sizes=\"(max-width: 1344px) 100vw, 1344px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/9-3.png 1344w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/9-3-300x85.png 300w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/9-3-1024x289.png 1024w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/9-3-768x217.png 768w\" alt=\"DEEP LEARNING TRONG NG\u00c0NH \u00d4 T\u00d4\" width=\"1344\" height=\"379\" \/><\/div>\n<\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-md-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<h2 class=\"vc_custom_heading\">C\u00c1C GI\u1ea2I PH\u00c1P DEEP LEARNING<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_inner vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-md-6\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p>Cognex Deep Learning l\u00e0 b\u1ed9 gi\u1ea3i ph\u00e1p t\u1ea7m nh\u00ecn d\u1ef1a tr\u00ean c\u00f4ng ngh\u1ec7 deep learning \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho t\u1ef1 \u0111\u1ed9ng h\u00f3a nh\u00e0 m\u00e1y. C\u00f4ng ngh\u1ec7 \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m nghi\u1ec7m, t\u1ed1i \u01b0u h\u00f3a v\u00e0 \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng d\u1ef1a tr\u00ean c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y hi\u1ec7n \u0111\u1ea1i.<\/p>\n<p>Thay v\u00ec tu\u00e2n theo c\u00e1ch ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean quy t\u1eafc \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c ki\u1ec3m tra, gi\u1ed1ng nh\u01b0 c\u00e1c \u1ee9ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y truy\u1ec1n th\u1ed1ng, c\u00e1c gi\u1ea3i ph\u00e1p deep learning c\u1ee7a Cognex h\u1ecdc c\u00e1ch ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu v\u00e0 \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng t\u1eeb c\u00e1c v\u00ed d\u1ee5 h\u00ecnh \u1ea3nh tham chi\u1ebfu. Deep learning t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 c\u00e1c \u1ee9ng d\u1ee5ng ki\u1ec3m tra ph\u1ee9c t\u1ea1p m\u00e0 cho \u0111\u1ebfn nay v\u1eabn y\u00eau c\u1ea7u ng\u01b0\u1eddi ki\u1ec3m tra nh\u01b0 ph\u00e1t hi\u1ec7n l\u1ed7i v\u00e0 x\u00e1c minh l\u1eafp r\u00e1p cu\u1ed1i c\u00f9ng.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"wpb_column vc_column_container vc_col-md-6\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/12.jpg\" sizes=\"(max-width: 635px) 100vw, 635px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/12.jpg 635w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/12-300x173.jpg 300w\" alt=\"deep learning\" width=\"635\" height=\"367\" \/><\/div>\n<\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-md-6\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/13.png\" sizes=\"(max-width: 762px) 100vw, 762px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/13.png 762w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/13-300x166.png 300w\" alt=\"In-Sight ViDi\" width=\"762\" height=\"421\" \/><\/div>\n<\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"wpb_column vc_column_container vc_col-md-6\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<h2 class=\"vc_custom_heading\">In-Sight ViDi<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p>\u1ee8ng d\u1ee5ng <strong>deep learning\u00a0In-Sight\u00ae ViDi<\/strong>\u00a0\u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean m\u00e1y \u1ea3nh th\u00f4ng minh\u00a0<strong>In-Sight D900<\/strong>\u00a0m\u00e0 kh\u00f4ng c\u1ea7n PC, gi\u00fap nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng ph\u1ea3i l\u1eadp tr\u00ecnh vi\u00ean c\u00f3 th\u1ec3 truy c\u1eadp c\u00f4ng ngh\u1ec7 deep learning m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng. \u1ee8ng d\u1ee5ng n\u00e0y s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng ph\u1ea7n m\u1ec1m In-Sight quen thu\u1ed9c v\u00e0 d\u1ec5 s\u1eed d\u1ee5ng, gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng v\u00e0 t\u00edch h\u1ee3p nh\u00e0 m\u00e1y.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-md-6\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<h2 class=\"vc_custom_heading\">VisionPro Deep Learning<\/h2>\n<div class=\"wt-separator-outer \">\n<div class=\"wt-separator style-square\"><\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<p>Ph\u1ea7n m\u1ec1m\u00a0<strong>VisionPro Deep Learning\u00a0<\/strong>k\u1ebft h\u1ee3p th\u01b0 vi\u1ec7n c\u00f4ng c\u1ee5 th\u1ecb gi\u00e1c m\u00e1y (Machine Vision) to\u00e0n di\u1ec7n v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 deep learning n\u00e2ng cao b\u00ean trong m\u1ed9t khu\u00f4n kh\u1ed5 tri\u1ec3n khai v\u00e0 ph\u00e1t tri\u1ec3n chung. N\u00f3 \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng vision c\u00f3 th\u1ec3 thay \u0111\u1ed5i cao v\u00e0 cho ph\u00e9p c\u00e1c k\u1ef9 s\u01b0 x\u00e2y d\u1ef1ng c\u00e1c gi\u1ea3i ph\u00e1p deep learning linh ho\u1ea1t, \u0111\u01b0\u1ee3c t\u00f9y ch\u1ec9nh cao ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee5 th\u1ec3.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"wpb_column vc_column_container vc_col-md-6\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_single_image wpb_content_element vc_align_center\">\n<figure class=\"wpb_wrapper vc_figure\">\n<div class=\"vc_single_image-wrapper vc_box_border_grey\"><img loading=\"lazy\" class=\"vc_single_image-img attachment-full\" src=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/14.png\" sizes=\"(max-width: 485px) 100vw, 485px\" srcset=\"https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/14.png 485w, https:\/\/vuletech.com\/wp-content\/uploads\/2021\/06\/14-300x207.png 300w\" alt=\"VisionPro Deep Learning\" width=\"485\" height=\"334\" \/><\/div>\n<\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; Cognex Deep Learning l\u00e0 ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh d\u1ef1a tr\u00ean deep learning \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4. K\u1ebft h\u1ee3p tr\u00ed th\u00f4ng minh gi\u1ed1ng con ng\u01b0\u1eddi v\u1edbi s\u1ef1 m\u1ea1nh m\u1ebd c\u1ee7a th\u1ecb gi\u00e1c m\u00e1y (machine vision), Cognex Deep Learning l\u00fd t\u01b0\u1edfng cho c\u00e1c v\u1ecb tr\u00ed [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[163],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>GI\u1ea2I PH\u00c1P DEEP LEARNING TRONG NG\u00c0NH \u00d4 T\u00d4 - IPE VN<\/title>\n<meta name=\"description\" content=\"Cognex Deep Learning l\u00e0 ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh d\u1ef1a tr\u00ean deep learning \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4. K\u1ebft h\u1ee3p tr\u00ed th\u00f4ng minh gi\u1ed1ng con ng\u01b0\u1eddi v\u1edbi s\u1ef1 m\u1ea1nh m\u1ebd c\u1ee7a th\u1ecb gi\u00e1c m\u00e1y (machine vision), Cognex Deep Learning l\u00fd t\u01b0\u1edfng cho c\u00e1c v\u1ecb tr\u00ed b\u1ed9 ph\u1eadn b\u1ecb m\u00e9o, ki\u1ec3m tra, ph\u00e2n lo\u1ea1i m\u1ef9 ph\u1ea9m ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng OCR \u0111\u1ea7y th\u00e1ch th\u1ee9c. T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c kh\u00f3 l\u1eadp tr\u00ecnh tr\u01b0\u1edbc \u0111\u00e2y trong m\u1ed9t giao di\u1ec7n d\u1ec5 tri\u1ec3n khai.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ipe.com.vn\/?p=8203\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"GI\u1ea2I PH\u00c1P DEEP LEARNING TRONG NG\u00c0NH \u00d4 T\u00d4 - IPE VN\" \/>\n<meta property=\"og:description\" content=\"Cognex Deep Learning l\u00e0 ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh d\u1ef1a tr\u00ean deep learning \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4. K\u1ebft h\u1ee3p tr\u00ed th\u00f4ng minh gi\u1ed1ng con ng\u01b0\u1eddi v\u1edbi s\u1ef1 m\u1ea1nh m\u1ebd c\u1ee7a th\u1ecb gi\u00e1c m\u00e1y (machine vision), Cognex Deep Learning l\u00fd t\u01b0\u1edfng cho c\u00e1c v\u1ecb tr\u00ed b\u1ed9 ph\u1eadn b\u1ecb m\u00e9o, ki\u1ec3m tra, ph\u00e2n lo\u1ea1i m\u1ef9 ph\u1ea9m ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng OCR \u0111\u1ea7y th\u00e1ch th\u1ee9c. 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