{"id":1936,"date":"2022-06-07T04:00:00","date_gmt":"2022-06-06T19:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=1936"},"modified":"2022-06-07T04:00:00","modified_gmt":"2022-06-06T19:00:00","slug":"efficientformer","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=1936","title":{"rendered":"EfficientFormer"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>EfficientFormer: Vision Transformers at MobileNet Speed&nbsp;<\/strong>[43.9]<br>Vision Transformers (ViT) \u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30bf\u30b9\u30af\u306e\u6025\u901f\u306a\u9032\u6b69\u3092\u793a\u3057\u3001\u69d8\u3005\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u6709\u671b\u306a\u7d50\u679c\u3092\u5f97\u305f\u3002 ViT\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306f\u4e00\u822c\u7684\u306b\u3001\u8efd\u91cf\u306a\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u500d\u9045\u3044\u3002 \u8fd1\u5e74,\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u691c\u7d22\u3084MobileNet\u30d6\u30ed\u30c3\u30af\u306b\u3088\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u8a2d\u8a08\u306b\u3088\u308bViT\u306e\u8907\u96d1\u3055\u306e\u4f4e\u6e1b\u304c\u8a66\u307f\u3089\u308c\u3066\u3044\u308b\u304c,\u63a8\u8ad6\u901f\u5ea6\u306f\u307e\u3060\u4e0d\u5341\u5206\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2206.01191v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2206.01191v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper\/translated\/2206.01191.pdf.html\">\u53c2\u8003\u8a33\uff08\u5168\u6587\uff09<\/a>&nbsp;&nbsp;(Thu, 2 Jun 2022 17:51:03 GMT)<ul><li>MobileNetV2&nbsp;\u3088\u308a\u9ad8\u901f\u3067\u9ad8\u6027\u80fd\u306aTransformer\u7cfb\u30e2\u30c7\u30eb\u306e\u63d0\u6848\u3002\u6027\u80fd\u3068\u901f\u5ea6\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067EfficientNet\u3082\u4e0a\u56de\u3063\u3066\u3044\u308b\u3002\u9045\u3044\u90e8\u5206\u306e\u7279\u5b9a\u3084\u9ad8\u901f\u5316\u306e\u8a2d\u8a08\u306a\u3069\u3082\u53c2\u8003\u306b\u306a\u308b\u3002<\/li><li>EfficientFormer\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u304c\u5c11\u306a\u3044\u308f\u3051\u3067\u306f\u306a\u3044\u304c\u9ad8\u901f\u3068\u3044\u3046\u306e\u304c\u9762\u767d\u3044\u3002\u5b9f\u6a5f\uff08iPhone 12\uff09\u3067\u8a08\u6e2c\u3055\u308c\u3066\u3044\u308b\u306e\u3082\u91cd\u8981\u3060\u3068\u601d\u3046\u3002<ul><li>\u300cWe conclude that nonlinearity should be determined on a case-by-case basis given speci\ufb01c hardware and compiler at hand.\u300d\u3067\u3059\u3088\u306d\u30fc<\/li><\/ul><\/li><\/ul><ul><li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/snap-research\/efficientformer\">GitHub &#8211; snap-research\/EfficientFormer<\/a><\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>EfficientFormer: Vision Transformers at MobileNet Speed&nbsp;[43.9]Vision Transformers (ViT) \u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30bf\u30b9\u30af\u306e\u6025\u901f &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=1936\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;EfficientFormer&#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":[415,551],"class_list":["post-1936","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-transformer","tag-551"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1936","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=1936"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1936\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1936"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1936"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1936"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}