{"id":216,"date":"2021-12-26T18:02:48","date_gmt":"2021-12-26T10:02:48","guid":{"rendered":"http:\/\/139.9.1.231\/?p=216"},"modified":"2021-12-26T18:02:49","modified_gmt":"2021-12-26T10:02:49","slug":"improved-regularization-of-convolutional-neural-networks-with-cutou","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2021\/12\/26\/improved-regularization-of-convolutional-neural-networks-with-cutou\/","title":{"rendered":"Improved Regularization of Convolutional Neural Networks with Cutou"},"content":{"rendered":"\n<h2>                                                 &#8211;c<strong>utout \u6b63\u5219\u5316<\/strong><\/h2>\n\n\n\n<p><strong>cutout<\/strong>\uff0c\u662f\u4e00\u79cd\u6570\u636e\u589e\u5f3a\u7684\u65b9\u6cd5\uff0c\u4e3b\u8981\u5e94\u7528\u4e8e\u5206\u7c7b\u4efb\u52a1\u4e2d\u3002<br>\u2003\u2003cutout\u7684\u5b9e\u73b0\u65b9\u6cd5\u4e3a\uff0c\u5728\u56fe\u50cf\u4e2d\u968f\u673a\u9009\u53d6\u4e00\u4e2a\u70b9\u4f5c\u4e3a\u4e2d\u5fc3\u70b9\uff0c\u8986\u76d6\u4e00\u4e2a\u56fa\u5b9a\u5927\u5c0f\u7684\u65b9\u5f62zero-mask\u3002mask\u7684\u5927\u5c0f\u662f\u4e00\u4e2a\u8d85\u53c2\u6570\uff0c\u5728\u6587\u4e2d\u662f\u901a\u8fc7\u7f51\u683c\u641c\u7d22\u5f97\u5230\u7684\u957f\u5ea6\u3002mask\u533a\u57df\u53ef\u4ee5\u5728\u56fe\u50cf\u5916\u3002<\/p>\n\n\n\n<p>cutout\u65b9\u6cd5\u63d0\u51fa\u7684\u51fa\u53d1\u70b9\u662f\u4f5c\u4e3a\u4e00\u4e2a\u6b63\u5219\u5316\u65b9\u6cd5\uff0c\u9632\u6b62CNN\u8fc7\u62df\u5408\u3002cutcout\u65b9\u6cd5\u5f88\u7b80\u5355\uff0c\u5c31\u662f\u5728\u8bad\u7ec3\u7684\u65f6\u5019\uff0c\u5728\u968f\u673a\u4f4d\u7f6e\u5e94\u7528\u4e00\u4e2a\u65b9\u5f62\u77e9\u9635\u3002<br>\u2003\u2003\u4f5c\u8005\u8ba4\u4e3a\u8fd9\u79cd\u6280\u672f\u9f13\u52b1\u7f51\u7edc\u53bb\u5229\u7528\u6574\u4e2a\u56fe\u7247\u7684\u4fe1\u606f\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u4e8e\u5c0f\u90e8\u5206\u7279\u5b9a\u7684\u89c6\u89c9\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u2003\u2003\u76f8\u6bd4\u4e8edropout\uff0ccutout\u66f4\u50cf\u662f\u6570\u636e\u589e\u5f3a\u7684\u4e00\u79cd\u624b\u6bb5\uff0c\u800c\u4e0d\u662f\u6dfb\u52a0\u566a\u58f0\u3002<\/p>\n\n\n\n<p>\u2003\u2003\u5728\u521a\u5f00\u59cb\u5e94\u7528maks\u7684\u65f6\u5019\uff0c\u4f5c\u8005\u4e5f\u5c1d\u8bd5\u5e94\u7528mask\u4e8e\u5173\u952e\u90e8\u4f4d\uff08\u90a3\u4e9b\u6fc0\u6d3b\u503c\u6700\u5927\u7684\u533a\u57df\uff09\uff0c\u5e76\u5f97\u5230\u4e86\u4e0d\u9519\u7684\u7ed3\u679c\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\u3002\u4f46\u540e\u6765\u53d1\u73b0\u968f\u673a\u53bb\u9664\u56fa\u5b9a\u5927\u5c0f\u533a\u57df\u548c\u76f4\u63a5\u5728\u76ee\u6807\u533a\u57df\u7684\u6548\u679c\u662f\u76f8\u5f53\u7684\uff0c\u6240\u4ee5\u4e4b\u540e\u90fd\u91c7\u7528\u79fb\u9664\u56fa\u5b9a\u5927\u5c0f\u533a\u57df\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img src=\"https:\/\/img-blog.csdnimg.cn\/20200713213804881.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u2003\u540c\u65f6\uff0c\u4f5c\u8005\u53d1\u73b0zero-mask\u533a\u57df\u5927\u5c0f\u7684\u9009\u62e9\u6bd4\u5f62\u72b6\u7684\u9009\u62e9\u66f4\u91cd\u8981\u3002\u5927\u5c0f\u7684\u9009\u62e9\u5728\u6587\u4e2d\u662f\u901a\u8fc7\u7f51\u683c\u641c\u7d22\u5b8c\u6210\u7684\uff0c\u4f46\u90fd\u662f\u5e94\u7528\u4e8e\u8f83\u5c0f\u7684\u6570\u636e\u96c6\uff08CIFAR10\/CIFAR100\/SVHN\uff09\u4e0a\u3002\u5728\u9009\u62e9\u5e94\u7528\u533a\u57df\u7684\u65f6\u5019\uff0c\u53d1\u73b0zero-mask\u968f\u673a\u5e94\u7528\u6548\u679c\u6bd4\u8f83\u597d\uff0c\u5373\u90e8\u5206mask\u5728\u56fe\u50cf\u5916\u3002\u4f5c\u8005\u89e3\u91ca\u4e3a\uff0c\u90e8\u5206mask\u5728\u56fe\u50cf\u5916\u662f\u5b9e\u73b0\u826f\u597d\u6027\u80fd\u7684\u5173\u952e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#8211;cutout \u6b63\u5219\u5316 cutout\uff0c\u662f\u4e00\u79cd\u6570\u636e\u589e\u5f3a\u7684\u65b9\u6cd5\uff0c\u4e3b\u8981\u5e94\u7528\u4e8e\u5206\u7c7b\u4efb\u52a1\u4e2d\u3002\u2003\u2003cutout &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2021\/12\/26\/improved-regularization-of-convolutional-neural-networks-with-cutou\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Improved Regularization of Convolutional Neural Networks with Cutou<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/216"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=216"}],"version-history":[{"count":6,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/216\/revisions"}],"predecessor-version":[{"id":813,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/216\/revisions\/813"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=216"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=216"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}