{"id":4036,"date":"2023-11-08T05:43:00","date_gmt":"2023-11-07T20:43:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4036"},"modified":"2023-11-08T05:43:00","modified_gmt":"2023-11-07T20:43:00","slug":"myriad-multi-modal-model-by-applying-vision-experts-for-industrial-anomaly-detection","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4036","title":{"rendered":"Myriad: multi-modal model by applying vision experts for industrial anomaly detection"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection\u00a0<\/strong>[82.2]<br>\u7523\u696d\u7570\u5e38\u691c\u51fa\u306b\u8996\u899a\u5c02\u9580\u5bb6\u3092\u9069\u7528\u3057\u305f\u65b0\u3057\u3044\u5927\u898f\u6a21\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb(Myriad)\u3092\u63d0\u6848\u3059\u308b\u3002 \u5177\u4f53\u7684\u306b\u306f,MiniGPT-4\u3092\u30d9\u30fc\u30b9LMM\u3068\u3057\u3066\u63a1\u7528\u3057,Large Language Models (LLM) \u306b\u7406\u89e3\u53ef\u80fd\u306a\u30c8\u30fc\u30af\u30f3\u3068\u3057\u3066,\u8996\u899a\u5c02\u9580\u5bb6\u306e\u4e8b\u524d\u77e5\u8b58\u3092\u57cb\u3081\u8fbc\u3080\u305f\u3081\u306b,Expert Perception\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u8a2d\u8a08\u3059\u308b\u3002 \u8996\u899a\u5c02\u9580\u5bb6\u306e\u8aa4\u308a\u3084\u6df7\u4e71\u3092\u88dc\u3046\u305f\u3081\u306b,\u4e00\u822c\u753b\u50cf\u3068\u7523\u696d\u753b\u50cf\u306e\u8996\u899a\u7684\u8868\u73fe\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u305f\u3081\u306b,\u30c9\u30e1\u30a4\u30f3\u30a2\u30c0\u30d7\u30bf\u3092\u5c0e\u5165\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.19070v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.19070v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 29 Oct 2023 16:49:45 GMT)<\/li>\n\n\n\n<li>\u305f\u307e\u306b\u601d\u3046\u7565\u79f0\u304c\u53b3\u3057\u3044\u611f\u3058\u306e\u5831\u544a\u3001<strong><span style=\"text-decoration: underline;\">m<\/span><\/strong>ulti-modal model by appl<strong><span style=\"text-decoration: underline;\">y<\/span><\/strong>ing vision expe<strong><span style=\"text-decoration: underline;\">r<\/span><\/strong>ts for <strong><span style=\"text-decoration: underline;\">i<\/span><\/strong>ndustrial <strong><span style=\"text-decoration: underline;\">a<\/span><\/strong>nomaly <strong><span style=\"text-decoration: underline;\">d<\/span><\/strong>etection\u3068\u306e\u3053\u3068\u2026<\/li>\n\n\n\n<li>\u6210\u679c\u306f\u300cExperiments show that our proposed Myriad not only achieves superior performance than both vision experts and state-of-the-art methods, but also provide <strong>detailed description for industrial anomaly detection.<\/strong>\u300d\u3067\u7570\u5e38\u691c\u77e5\u6642\u306b\u8aac\u660e\u304c\u51fa\u308b\u306e\u306f\u91cd\u8981\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/tzjtatata\/Myriad\">GitHub &#8211; tzjtatata\/Myriad: Open-sourced codes, IAD vision-language datasets and pre-trained checkpoints for Myriad.<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[24,223,524],"class_list":["post-4036","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-anomaly-detection","tag-llm","tag-524"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4036","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4036"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4036\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4036"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4036"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4036"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}