{"id":293,"date":"2021-06-22T04:00:00","date_gmt":"2021-06-21T19:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=293"},"modified":"2021-06-22T04:00:00","modified_gmt":"2021-06-21T19:00:00","slug":"293","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=293","title":{"rendered":"ViT\u306e\u5927\u898f\u6a21\u691c\u8a3c"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers&nbsp;<\/strong>[74.1]<br>\u30d3\u30b8\u30e7\u30f3\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc(ViT)\u306f\u3001\u5e45\u5e83\u3044\u30d3\u30b8\u30e7\u30f3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u9ad8\u3044\u7af6\u4e89\u529b\u3092\u767a\u63ee\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u3002 \u6211\u3005\u306f,\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u91cf,AugReg,\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba,\u8a08\u7b97\u4e88\u7b97\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306b,\u4f53\u7cfb\u7684\u306a\u5b9f\u8a3c\u7684\u7814\u7a76\u3092\u884c\u3046\u3002 \u79c1\u305f\u3061\u306f\u3001\u30d1\u30d6\u30ea\u30c3\u30af\u306aImageNet-21k\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3055\u307e\u3056\u307e\u306a\u30b5\u30a4\u30ba\u306eViT\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2106.10270v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2106.10270v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Fri, 18 Jun 2021 17:58:20 GMT)<ul><li>\u300cWe release more than 50\u2019000 ViT models trained under diverse settings on various datasets.\u300d\u3068\u5927\u898f\u6a21\u306aViT\u306e\u691c\u8a3c\u3002augmentation\u3084 regularization\u306e\u52b9\u679c\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5927\u304d\u3055\u306b\u3088\u3063\u3066\u5909\u308f\u308b\uff08\u72b6\u6cc1\u306b\u3088\u3063\u3066\u306f\u610f\u5473\u304c\u306a\u3044\uff09\u306a\u3069\u9762\u767d\u3044\u7d50\u679c\u3002<\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers&nbsp;[74.1]\u30d3\u30b8\u30e7\u30f3\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc( &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=293\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;ViT\u306e\u5927\u898f\u6a21\u691c\u8a3c&#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":[415,438],"class_list":["post-293","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-transformer","tag-vit"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/293","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=293"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/293\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=293"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=293"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=293"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}