{"id":691,"date":"2021-09-18T15:47:01","date_gmt":"2021-09-18T06:47:01","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=691"},"modified":"2021-09-18T15:47:01","modified_gmt":"2021-09-18T06:47:01","slug":"robustart-%e7%94%bb%e5%83%8f%e5%87%a6%e7%90%86%e7%90%86%e3%81%ae%e9%a0%91%e5%81%a5%e6%80%a7%e3%81%ab%e9%96%a2%e3%81%99%e3%82%8b%e3%83%99%e3%83%b3%e3%83%81%e3%83%9e%e3%83%bc%e3%82%af-api","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=691","title":{"rendered":"RobustART: \u753b\u50cf\u51e6\u7406\u7406\u306e\u9811\u5065\u6027\u306b\u95a2\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\/API"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>RobustART: Benchmarking Robustness on Architecture Design and Training Techniques\u00a0<\/strong>[170.3]<br>\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(DNN)\u306f\u6575\u306e\u96d1\u97f3\u306b\u5f31\u3044\u3002 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u30c6\u30af\u30cb\u30c3\u30af\u304c\u5805\u7262\u6027\u306b\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3059\u308b\u304b\u306b\u95a2\u3059\u308b\u5305\u62ec\u7684\u306a\u7814\u7a76\u306f\u306a\u3044\u3002 \u672c\u7a3f\u3067\u306f,ImageNet\u4e0a\u3067\u306e\u5305\u62ec\u6027\u8abf\u67fb\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2109.05211v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2109.05211v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 15 Sep 2021 08:15:57 GMT)<ul><li>ImageNet\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u9811\u5065\u6027\u306b\u95a2\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\/API\u306e\u63d0\u6848\u3002\u6210\u679c\u81ea\u4f53\u3082\u6709\u7528\u3060\u3068\u601d\u3046\u304c\u3001\u6700\u65b0\u306e\u3082\u306e\u3092\u542b\u3080\u65e2\u5b58\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u30c6\u30af\u30cb\u30c3\u30af\u3092\u5e45\u5e83\u304f\u5206\u6790\u3057\u3066\u304a\u308a\u975e\u5e38\u306b\u53c2\u8003\u306b\u306a\u308b\u5185\u5bb9\u3002<\/li><li>\u5e83\u7bc4\u306a\u5206\u6790\u3092\u884c\u3063\u305f\u7d50\u679c\u300c\u2460Transformer\u3068MLP-Mixer\u3067\u306fAdversarial Training\u3067\u6271\u3063\u3066\u3044\u308b\u30ce\u30a4\u30ba\uff08natural, system, adversarial noise\uff09\u306b\u5bfe\u3059\u308b\u9811\u5065\u6027\u3001\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3002\u300d\u300c\u2461\u540c\u7a0b\u5ea6\u306e\u30b5\u30a4\u30ba\u3067\u3042\u308c\u3070natural noise\u3068system noise\u306b\u5bfe\u3057\u3066\u306fCNN > Transformer > MLP-Mixer\u306e\u9806\u3067\u9811\u5065\u3001adversarial noise\u306b\u5bfe\u3057\u3066\u306fTransformer > MLP-Mixer > CNN\u306e\u9806\u306b\u9811\u5065\u300d\u300c\u2462\u307b\u307c\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u306e\u5897\u52a0\u3067\u3088\u308a\u30ed\u30d0\u30b9\u30c8\u306b\u306a\u308b\u3002\u305f\u3060\u3057\u3001\u8efd\u91cf\u5316\u3092\u72d9\u3063\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff08EfficientNet\u3084MobileNetV2\/V3\uff09\u306e\u4e00\u90e8\u306f\u30ed\u30d0\u30b9\u30c8\u6027\u304c\u5411\u4e0a\u3057\u306a\u3044\u300d\u304c\u308f\u304b\u3063\u305f\u3068\u306e\u3053\u3068\u3002<ul><li>CNN\u3068Transformer\u306e\u6bd4\u8f03\u7d50\u679c\u306f\u5c40\u6240\u7684\u306a\u7279\u5fb4\u91cf\u306b\u5f37\u3044CNN\u3068\u5927\u57df\u3092\u898b\u308c\u308bTransformer\u306e\u5dee\u7570\u306b\u3088\u308b\u3082\u306e\u3060\u308d\u3046\u304b\u3002\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u304c\u5927\u304d\u304f\u306a\u308b\u3068\u3088\u308a\u30ed\u30d0\u30b9\u30c8\u306b\u306a\u308b\u3068\u3044\u3046\u306e\u306f\u904e\u53bb\u306b\u3082\u6307\u6458\u3055\u308c\u3066\u3044\u305f\u304c\u3001\u8efd\u91cf\u30e2\u30c7\u30eb\u3067\u306f\u305d\u308c\u304c\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u3068\u3044\u3046\u306e\u3082\u4e2d\u8eab\u3092\u8a73\u7d30\u306b\u5206\u6790\u3057\u305f\u304f\u306a\u308b\u3002\u5927\u898f\u6a21\u306e\u6bd4\u8f03\u306a\u306e\u3067\u307b\u304b\u306b\u3082\u30e2\u30c7\u30eb\u9593\u306e\u5dee\u7570\u304c\u3042\u308a\u305d\u3046\u3067\u9762\u767d\u3044\u3002<\/li><\/ul><\/li><li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"http:\/\/robust.art\/\">http:\/\/robust.art\/<\/a><\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>RobustART: Benchmarking Robustness on Architecture Design and Training Techniques\u00a0[170.3]\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(DNN)\u306f &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=691\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;RobustART: \u753b\u50cf\u51e6\u7406\u7406\u306e\u9811\u5065\u6027\u306b\u95a2\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\/API&#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":[344,517],"class_list":["post-691","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-robustness","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/691","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=691"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/691\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=691"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=691"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=691"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}