{"id":1439,"date":"2022-02-01T05:00:00","date_gmt":"2022-01-31T20:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=1439"},"modified":"2022-02-01T05:00:00","modified_gmt":"2022-01-31T20:00:00","slug":"vision-checklist-%e5%a0%85%e7%89%a2%e6%80%a7%e8%a9%95%e4%be%a1%e3%81%ae%e3%81%9f%e3%82%81%e3%81%ae%e3%83%81%e3%82%a7%e3%83%83%e3%82%af%e3%83%aa%e3%82%b9%e3%83%88","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=1439","title":{"rendered":"Vision Checklist: \u5805\u7262\u6027\u8a55\u4fa1\u306e\u305f\u3081\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>Vision Checklist: Towards Testable Error Analysis of Image Models to Help System Designers Interrogate Model Capabilities\u00a0<\/strong>[26.2]<br>Vision Checklist\u306f\u3001\u5805\u7262\u6027\u8a55\u4fa1\u306e\u305f\u3081\u306b\u30b7\u30b9\u30c6\u30e0\u30c7\u30b6\u30a4\u30ca\u304c\u4f7f\u7528\u53ef\u80fd\u306a\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3092\u7591\u3046\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u6211\u3005\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001Tinyimagenet\u3001CIFAR10\u3001CIFAR100\u3001Camelyon17\u306e\u3088\u3046\u306a\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u3001ViT\u3084Resnet\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u3067\u8a55\u4fa1\u3055\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2201.11674v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2201.11674v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper\/translated\/2201.11674.pdf.html\">\u53c2\u8003\u8a33\uff08\u5168\u6587\uff09<\/a>\u00a0\u00a0(Thu, 27 Jan 2022 17:20:16 GMT)<ul><li>\u753b\u50cf\u7cfb\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u3092\u8a55\u4fa1\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002\u8ad6\u6587\u4e2d\u306e\u300cDue to the high uncertainty in deployment environments, measures based on a small set of hold-out data are not enough for model evaluation.\u300d\u3068\u3044\u3046\u6307\u6458\u306e\u901a\u308a\u3001\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u306b\u3088\u308b\u8a55\u4fa1\u3060\u3051\u3067\u306f\u793e\u4f1a\u5b9f\u88c5\u306b\u306f\u4e0d\u5341\u5206\u3067\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3092\u7591\u3046\uff08\u9650\u754c\u3092\u77e5\u3063\u3066\u304a\u304f\uff09\u306e\u306f\u3068\u3066\u3082\u91cd\u8981\u3002<\/li><li>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306a\u3069\u306f\u516c\u958b\u4e88\u5b9a\u3068\u306e\u3053\u3068\u3002<\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Vision Checklist: Towards Testable Error Analysis of Image Models to Help System Designers Interrogate Model C &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=1439\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;Vision Checklist: \u5805\u7262\u6027\u8a55\u4fa1\u306e\u305f\u3081\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[344,488],"class_list":["post-1439","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-robustness","tag-488"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1439","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=1439"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1439\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1439"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1439"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1439"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}