{"id":4006,"date":"2023-11-10T04:47:00","date_gmt":"2023-11-09T19:47:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4006"},"modified":"2023-11-10T04:47:00","modified_gmt":"2023-11-09T19:47:00","slug":"battle-of-the-backbones-a-large-scale-comparison-of-pretrained-models-across-computer-vision-tasks","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4006","title":{"rendered":"Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks\u00a0<\/strong>[139.4]<br>Battle of the Backbones (BoB)\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d9\u30fc\u30b9\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u306e\u305f\u3081\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3002 \u8996\u899a\u5909\u63db\u5668(ViT)\u3068\u81ea\u5df1\u6559\u5e2b\u578b\u5b66\u7fd2(SSL)\u304c\u307e\u3059\u307e\u3059\u4eba\u6c17\u306b\u306a\u3063\u3066\u3044\u308b\u3002 \u540c\u3058\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u540c\u3058\u3088\u3046\u306a\u30b5\u30a4\u30ba\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4e0a\u3067\u306e\u30a2\u30c3\u30d7\u30eb\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6bd4\u8f03\u3067\u306f\u3001SSL\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u306f\u6975\u3081\u3066\u7af6\u4e89\u529b\u304c\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.19909v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.19909v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 30 Oct 2023 18:23:58 GMT)<\/li>\n\n\n\n<li>\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3092\u69d8\u3005\u306a\u30bf\u30b9\u30af\u3067\u6bd4\u8f03\u3057\u305f\u8ad6\u6587\u3002\u300cAcross the suite of comprehensive evaluations in BoB, spanning tasks, datasets, and settings (including ID and OOD), supervised ConvNeXt-Base, supervised SwinV2-Base trained using ImageNet-21k, and CLIP ViT-Base come out on top.\u300d\u3068\u306e\u3053\u3068\u3002\u7aef\u7684\u306b\u307e\u3068\u307e\u3063\u3066\u3044\u308b\u306e\u304c\u3042\u308a\u304c\u305f\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/hsouri\/Battle-of-the-Backbones\">GitHub &#8211; hsouri\/Battle-of-the-Backbones<\/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":[167],"class_list":["post-4006","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-general-vision-model"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4006","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=4006"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4006\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4006"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4006"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4006"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}