{"id":498,"date":"2021-08-08T13:30:00","date_gmt":"2021-08-08T04:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=498"},"modified":"2021-08-08T13:30:00","modified_gmt":"2021-08-08T04:30:00","slug":"csraclass-specific-residual-attention-%e3%82%b7%e3%83%b3%e3%83%97%e3%83%ab%e3%81%a0%e3%81%8c%e5%bc%b7%e5%8a%9b%e3%81%aa%e3%83%a2%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%ab","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=498","title":{"rendered":"CSRA(Class-Specific Residual Attention): \u30de\u30eb\u30c1\u30e9\u30d9\u30eb\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3078\u306e\u30b7\u30f3\u30d7\u30eb\u304b\u3064\u5f37\u529b\u306a\u30e2\u30b8\u30e5\u30fc\u30eb"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>Residual Attention: A Simple but Effective Method for Multi-Label Recognition&nbsp;<\/strong>[29.2]<br>\u30af\u30e9\u30b9\u56fa\u6709\u6b8b\u5dee\u6ce8\u610f(CSRA)\u3068\u3044\u3046,\u6065\u305a\u304b\u3057\u3044\u307b\u3069\u5358\u7d14\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u63d0\u6848\u3059\u308b\u3002 CSRA\u306f\u3001\u5358\u7d14\u306a\u7a7a\u9593\u7684\u6ce8\u610f\u30b9\u30b3\u30a2\u3092\u63d0\u6848\u3057\u3001\u30af\u30e9\u30b9\u306b\u4f9d\u5b58\u3057\u306a\u3044\u5e73\u5747\u30d7\u30fc\u30eb\u6a5f\u80fd\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5404\u30ab\u30c6\u30b4\u30ea\u306e\u30af\u30e9\u30b9\u56fa\u6709\u306e\u7279\u5fb4\u3092\u751f\u6210\u3059\u308b\u3002 4\u884c\u306e\u30b3\u30fc\u30c9\u3060\u3051\u3067\u3001CSRA\u306f\u8ffd\u52a0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3057\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u4e8b\u524d\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u4e00\u8cab\u3057\u305f\u6539\u5584\u3092\u3082\u305f\u3089\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2108.02456v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2108.02456v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Thu, 5 Aug 2021 08:45:57 GMT)<ul><li>an embarrassingly simple module\uff08\u6065\u305a\u304b\u3057\u3044\u307b\u3069\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\uff09\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u4e0b\u8a18\u306e\u3068\u3066\u3082\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u5165\u308c\u308b\u3060\u3051\u3067\u30de\u30eb\u30c1\u30e9\u30d9\u30eb\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u3068\u3057\u305f\u8ad6\u6587\u3002\u4e88\u6e2c\u6642\u306b\u5165\u308c\u308b\u3060\u3051\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3082\u4e0d\u8981\u3068\u9a5a\u304d\u306e\u6027\u80fd\u3002\u52d5\u4f5c\u306b\u95a2\u3059\u308b\u5206\u6790\u3082\u884c\u3063\u3066\u3044\u308b\u3002<ul><li>\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30b3\u30fc\u30c9\uff08\u8ad6\u6587\u3088\u308a\u5f15\u7528\uff09<br><code>y_raw = FC(x).flatten(2)<br>y_avg = torch.mean(y_raw, dim=2)<br>y_max = torch.max(y_raw, dim=2)[0]<br>score = y_avg + Lambda * y_max<\/code><\/li><li>Lambda\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf<\/li><\/ul><\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Residual Attention: A Simple but Effective Method for Multi-Label Recognition&nbsp;[29.2]\u30af\u30e9\u30b9\u56fa\u6709\u6b8b\u5dee\u6ce8\u610f(CSRA)\u3068\u3044\u3046,\u6065\u305a &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=498\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;CSRA(Class-Specific Residual Attention): \u30de\u30eb\u30c1\u30e9\u30d9\u30eb\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3078\u306e\u30b7\u30f3\u30d7\u30eb\u304b\u3064\u5f37\u529b\u306a\u30e2\u30b8\u30e5\u30fc\u30eb&#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":[332,525],"class_list":["post-498","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-residual-attention","tag-525"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/498","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=498"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/498\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=498"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=498"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=498"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}