{"id":91795,"date":"2025-03-11T17:44:48","date_gmt":"2025-03-11T09:44:48","guid":{"rendered":"https:\/\/solomon-3d.mesvr.tw\/?p=91795"},"modified":"2025-03-14T17:55:18","modified_gmt":"2025-03-14T09:55:18","slug":"ai-inspection-of-stamped-metal-parts","status":"publish","type":"post","link":"https:\/\/solomon-3d.mesvr.tw\/vi\/cau-chuyen-thanh-cong\/ai-inspection-of-stamped-metal-parts\/","title":{"rendered":"Ki\u1ec3m Tra AI c\u1ee7a C\u00e1c B\u1ed9 Ph\u1eadn Kim Lo\u1ea1i D\u1eadp"},"content":{"rendered":"<div class=\"post-title-custom-background wp-block-group alignfull has-white-color has-text-color has-link-color eplus-wrapper wp-elements-1\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-3110c56b wp-block-group-is-layout-constrained\">\n<div class=\"case-study-head wp-block-cover alignfull eplus-wrapper\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--20);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--20);min-height:220px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-black-background-color has-background-dim-20 has-background-dim\"><\/span><img fetchpriority=\"high\" decoding=\"async\" width=\"1600\" height=\"1068\" class=\"wp-block-cover__image-background wp-image-56285\" alt=\"Close-up Photography of a Power Tool\" src=\"https:\/\/solomon-3d.mesvr.tw\/wp-content\/uploads\/633850.jpg\" style=\"object-position:50% 100%\" data-object-fit=\"cover\" data-object-position=\"50% 100%\" title=\"\" srcset=\"https:\/\/solomon-3d.mesvr.tw\/wp-content\/uploads\/633850.jpg 1600w, https:\/\/solomon-3d.mesvr.tw\/wp-content\/uploads\/633850-300x200.jpg 300w, https:\/\/solomon-3d.mesvr.tw\/wp-content\/uploads\/633850-768x513.jpg 768w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<h2 id=\"gspb_heading-id-gsbp-98a71402-b1a0\" class=\"gspb_heading gspb_heading-id-gsbp-98a71402-b1a0\">SolVision<span class=\"gspb_heading_subtitle\">Case Study<\/span><\/h2>\n\n\n\n<div class=\"case-category wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><a href=\"https:\/\/solomon-3d.mesvr.tw\/vi\/category\/case-studies\/automotive-vn\/\">\u00d4 t\u00f4<\/a> |<a href=\"https:\/\/solomon-3d.mesvr.tw\/category\/case-studies\/automotive\/\"><\/a><a href=\"https:\/\/solomon-3d.mesvr.tw\/vi\/category\/case-studies\/electronics-vn\/\">\u0110i\u1ec7n t\u1eed<\/a>| <a href=\"https:\/\/solomon-3d.mesvr.tw\/vi\/category\/case-studies\/manufacturing-vn\/\">S\u1ea3n xu\u1ea5t<\/a> | <a href=\"https:\/\/solomon-3d.mesvr.tw\/vi\/category\/case-studies\/metal-processing-vn\/\">Gia c\u00f4ng kim lo\u1ea1i<\/a><\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n<h1 class=\"has-text-align-center wp-block-post-title has-text-color has-black-color has-large-font-size\">Ki\u1ec3m Tra AI c\u1ee7a C\u00e1c B\u1ed9 Ph\u1eadn Kim Lo\u1ea1i D\u1eadp<\/h1><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center eplus-wrapper\" id=\"phan-loai-va-xac-dinh-vi-tri-cac-khuyet-tat-be-mat-kim-loai\"><strong><strong>Ph\u00e2n Lo\u1ea1i v\u00e0 X\u00e1c \u0110\u1ecbnh V\u1ecb Tr\u00ed C\u00e1c Khuy\u1ebft T\u1eadt B\u1ec1 M\u1eb7t Kim Lo\u1ea1i<\/strong><\/strong><\/h2>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<div class=\"wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading eplus-wrapper\" id=\"qua-trinh-dap-cac-san-pham-dien-tu-va-co-khi\"><strong><strong><strong><strong><strong><strong>Qu\u00e1 Tr\u00ecnh D\u1eadp C\u00e1c S\u1ea3n Ph\u1ea9m \u0110i\u1ec7n T\u1eed v\u00e0 C\u01a1 Kh\u00ed<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\">D\u1eadp l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p gia c\u00f4ng kim lo\u1ea1i s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 v\u00e0 khu\u00f4n \u00e9p \u0111\u1ec3 l\u00e0m bi\u1ebfn d\u1ea1ng ho\u1eb7c t\u00e1ch c\u00e1c m\u1ea3nh kim lo\u1ea1i th\u00e0nh h\u00ecnh d\u1ea1ng v\u00e0 k\u00edch th\u01b0\u1edbc y\u00eau c\u1ea7u. Trong qu\u00e1 tr\u00ecnh d\u1eadp, b\u1ec1 m\u1eb7t c\u1ee7a kim lo\u1ea1i kh\u00f4ng \u0111\u01b0\u1ee3c ph\u00e9p b\u1ecb h\u01b0 h\u1ea1i \u0111\u1ec3 c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c c\u00e1c quy tr\u00ecnh nh\u01b0 s\u01a1n phun, m\u1ea1 \u0111i\u1ec7n v\u00e0 c\u00e1c qu\u00e1 tr\u00ecnh kh\u00e1c. Tuy nhi\u00ean, m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t v\u00e0 c\u00e1c y\u1ebfu t\u1ed1 ng\u1eabu nhi\u00ean c\u00f3 th\u1ec3 t\u1ea1o ra nh\u1eefng khuy\u1ebft t\u1eadt nh\u1ecf tr\u00ean c\u00e1c b\u1ed9 ph\u1eadn d\u1eadp, nh\u01b0 v\u1ebft burr \u1edf g\u00f3c, b\u1ee5i b\u1ea9n, v\u1ebft n\u01b0\u1edbc, l\u00f5m v\u00e0 x\u01b0\u1edbc, nh\u1eefng khuy\u1ebft t\u1eadt n\u00e0y c\u1ea7n ph\u1ea3i \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n ngay l\u1eadp t\u1ee9c \u0111\u1ec3 thu\u1eadn l\u1ee3i cho c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd ti\u1ebfp theo.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-greenshift-blocks-titlebox gspb_titleBox gspb_titleBox-id-gsbp-d7f236a4-825c\" id=\"gspb_titleBox-id-gsbp-d7f236a4-825c\"><div class=\"gs-titlebox\"><div class=\"gs-title-inbox\"><div class=\"gs-titlebox-icon\"><\/div><div class=\"gs-title-inbox-label\"><\/div><\/div><div class=\"gs-titlebox-text\">\n<h2 class=\"wp-block-heading eplus-wrapper\" id=\"kiem-soat-chat-luong-va-cac-khuyet-tat-kho-phat-hien\"><strong><strong>Ki\u1ec3m So\u00e1t Ch\u1ea5t L\u01b0\u1ee3ng v\u00e0 C\u00e1c Khuy\u1ebft T\u1eadt Kh\u00f3 Ph\u00e1t Hi\u1ec7n<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\">C\u00f3 nhi\u1ec1u lo\u1ea1i khuy\u1ebft t\u1eadt c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n kh\u00e1c nhau m\u1ed7i l\u1ea7n tr\u00ean c\u00e1c b\u1ed9 ph\u1eadn d\u1eadp, \u0111\u1eb7c bi\u1ec7t l\u00e0 v\u1ebft d\u1ea7u ho\u1eb7c v\u1ebft n\u01b0\u1edbc, nh\u1eefng khuy\u1ebft t\u1eadt n\u00e0y kh\u00f4ng d\u1ec5 ph\u00e1t hi\u1ec7n. M\u1ee9c \u0111\u1ed9 s\u00e1ng trong qu\u00e1 tr\u00ecnh thu nh\u1eadn h\u00ecnh \u1ea3nh c\u0169ng c\u00f3 th\u1ec3 thay \u0111\u1ed5i, \u0111i\u1ec1u n\u00e0y l\u00e0m cho vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c h\u1ec7 th\u1ed1ng ki\u1ec3m tra truy\u1ec1n th\u1ed1ng tr\u1edf n\u00ean kh\u00f3 kh\u0103n.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-greenshift-blocks-titlebox gspb_titleBox gspb_titleBox-id-gsbp-0deb1d81-48a5\" id=\"gspb_titleBox-id-gsbp-0deb1d81-48a5\"><div class=\"gs-titlebox\"><div class=\"gs-title-inbox\"><div class=\"gs-titlebox-icon\"><\/div><div class=\"gs-title-inbox-label\"><\/div><\/div><div class=\"gs-titlebox-text\">\n<h2 class=\"wp-block-heading eplus-wrapper\" id=\"phat-hien-khuyet-tat-ho-tro-ai-voi-solvision\"><strong>Ph\u00e1t Hi\u1ec7n Khuy\u1ebft T\u1eadt H\u1ed7 Tr\u1ee3 AI v\u1edbi SolVision<\/strong><\/h2>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\">S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00e2n \u0111o\u1ea1n c\u1ee7a <a href=\"https:\/\/solomon-3d.mesvr.tw\/vi\/products\/solvision-vn\/\">SolVision<\/a>, m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n b\u1eb1ng c\u00e1c h\u00ecnh \u1ea3nh c\u1ee7a c\u00e1c khuy\u1ebft t\u1eadt kh\u00e1c nhau d\u01b0\u1edbi m\u1ee9c \u0111\u1ed9 s\u00e1ng kh\u00e1c nhau, \u0111\u1ec3 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng ki\u1ec3m tra c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng ph\u00e1t hi\u1ec7n c\u00e1c khuy\u1ebft t\u1eadt tr\u00ean c\u00e1c b\u1ed9 ph\u1eadn kim lo\u1ea1i d\u1eadp v\u00e0 c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng b\u1ec1 m\u1eb7t tr\u01b0\u1edbc khi ti\u1ebfn h\u00e0nh x\u1eed l\u00fd ti\u1ebfp theo.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-group eplus-wrapper\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color eplus-wrapper\" id=\"kiem-tra-ai\"><strong><strong><strong><strong>Ki\u1ec3m tra AI<\/strong><\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong>Defect classification<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group eplus-wrapper is-nowrap is-layout-flex wp-container-core-group-is-layout-8f761849 wp-block-group-is-layout-flex\">\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">M\u00e0u Xanh D\u01b0\u01a1ng&nbsp;<\/mark><\/strong><br><strong>V\u1ebft d\u1ea7u, v\u1ebft n\u01b0\u1edbc<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-green-cyan-color\">M\u00e0u Xanh L\u00e1&nbsp;<\/mark><\/strong><\/strong><br><strong>Khuy\u1ebft t\u1eadt m\u00e0u tr\u1eafng<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-luminous-vivid-orange-color\">M\u00e0u Cam&nbsp;<\/mark><\/strong><\/strong><br><strong><strong>V\u1ebft x\u01b0\u1edbc&nbsp;<\/strong><\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-luminous-vivid-amber-color\">M\u00e0u V\u00e0ng&nbsp;<\/mark><\/strong><\/strong><br><strong><strong>V\u1ebft burr v\u00e0 v\u1ebft l\u00f5m<\/strong><\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong>Ban \u0110\u1ea7u<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large eplus-wrapper\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/G003-1.png\" alt=\"Metal processing defect detection case\" title=\"\"><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong>K\u1ebft Qu\u1ea3<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large eplus-wrapper\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/G004-1.png\" alt=\"Metal processing defect detection case\" title=\"\"><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong>K\u1ebft Qu\u1ea3<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large eplus-wrapper\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/G005-1.png\" alt=\"Metal processing defect detection case\" title=\"\"><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><strong>K\u1ebft Qu\u1ea3<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large eplus-wrapper\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/G006-1.png\" alt=\"Metal processing defect detection case\" title=\"\"><\/figure>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>C\u00f3 nhi\u1ec1u lo\u1ea1i khuy\u1ebft t\u1eadt c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n kh\u00e1c nhau m\u1ed7i l\u1ea7n tr\u00ean c\u00e1c b\u1ed9 ph\u1eadn d\u1eadp, \u0111\u1eb7c bi\u1ec7t l\u00e0 v\u1ebft d\u1ea7u ho\u1eb7c v\u1ebft n\u01b0\u1edbc, nh\u1eefng khuy\u1ebft t\u1eadt n\u00e0y kh\u00f4ng d\u1ec5 ph\u00e1t hi\u1ec7n.<\/p>","protected":false},"author":875,"featured_media":56285,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"#gspb_heading-id-gsbp-98a71402-b1a0{font-size:60px;line-height:100px;text-align:center!important;color:var(--gs-colorone);margin-top:15px;margin-bottom:15px}#gspb_heading-id-gsbp-98a71402-b1a0 .gsap-g-line{text-align:center!important}#gspb_heading-id-gsbp-98a71402-b1a0 .gspb_heading_subtitle,#gspb_subheading-id-gsbp-98a71402-b1a0{display:block;line-height:22px;margin-top:5px;font-size:30px;color:var(--wp--preset--color--white, #ffffff)}.gs-titlebox{background:#fff;line-height:24px;font-size:90%;box-shadow:0 10px 10px #00000007;margin-bottom:25px}.gs-titlebox-text>p{margin-bottom:20px!important;margin-top:0}.gs-titlebox-text>p:last-of-type{margin-bottom:0!important}#gspb_titleBox-id-gsbp-0deb1d81-48a5 .gs-titlebox .gs-title-inbox,#gspb_titleBox-id-gsbp-d7f236a4-825c .gs-titlebox .gs-title-inbox{color:var(--wp--preset--color--black, #000000)}#gspb_titleBox-id-gsbp-0deb1d81-48a5 .gs-titlebox .gs-title-inbox svg,#gspb_titleBox-id-gsbp-d7f236a4-825c .gs-titlebox .gs-title-inbox svg{fill:var(--wp--preset--color--black, #000000)}.gs-titlebox .gs-title-inbox{display:flex;align-content:center;padding:15px 20px;font-weight:700;font-size:115%}.gs-titlebox .gs-title-inbox-label{flex-grow:1}.gs-titlebox .gs-titlebox-text{padding:20px}","footnotes":""},"categories":[3895,3907,3938,3913,4033,3936,3899,3919],"tags":[],"class_list":["post-91795","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cau-chuyen-thanh-cong","category-electronics-vn","category-metal-processing-vn","category-automotive-vn","category-phan-loai","category-phat-hien-loi","category-manufacturing-vn","category-solvision-vn"],"acf":[],"lang":"vi","translations":{"vi":91795,"en":32261,"es":81718,"tw":32446,"jp":78532,"zh":58028,"pt":86748,"de":88749,"fr":89492,"tr":90670,"th":96723,"it":98007,"ko":95292},"_links":{"self":[{"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/posts\/91795","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/users\/875"}],"replies":[{"embeddable":true,"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/comments?post=91795"}],"version-history":[{"count":0,"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/posts\/91795\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/media\/56285"}],"wp:attachment":[{"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/media?parent=91795"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/categories?post=91795"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/solomon-3d.mesvr.tw\/vi\/wp-json\/wp\/v2\/tags?post=91795"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}