{"id":774,"date":"2024-04-27T10:55:25","date_gmt":"2024-04-27T01:55:25","guid":{"rendered":"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/?p=774"},"modified":"2024-04-27T11:01:48","modified_gmt":"2024-04-27T02:01:48","slug":"ieee-access%e3%81%ab%e8%ab%96%e6%96%87%e3%81%8c%e6%8e%a1%e9%8c%b2%e3%81%95%e3%82%8c%e3%81%be%e3%81%97%e3%81%9f%ef%bc%8e","status":"publish","type":"post","link":"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/2024\/04\/774\/","title":{"rendered":"IEEE Access\u306b\u8ad6\u6587\u304c\u63a1\u9332\u3055\u308c\u307e\u3057\u305f"},"content":{"rendered":"\n<p>\u5f53\u7814\u7a76\u5ba4\u306e\u8ad6\u6587\u304cIEEE Access\u306b\u63a1\u9332\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>R. Higashimoto, S. Yoshida and M. Muneyasu: ConfidentMix: Confidence-Guided Mixup for Learning With Noisy Labels, in\u00a0<em>IEEE Access<\/em>, vol. 12, pp. 58519-58531, 2024, doi: <a href=\"https:\/\/ieeexplore.ieee.org\/document\/10508553\" data-type=\"link\" data-id=\"https:\/\/ieeexplore.ieee.org\/document\/10508553\">10.1109\/ACCESS.2024.3393440<\/a>.<\/p>\n\n\n\n<p><strong>\u6982\u8981<\/strong><\/p>\n\n\n\n<p>\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u306f\u5927\u91cf\u306e\u6b63\u78ba\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\u3067\u306f\u30e9\u30d9\u30eb\u30ce\u30a4\u30ba\u304c\u6df7\u5165\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u52a3\u5316\u3092\u5f15\u304d\u8d77\u3053\u3057\u307e\u3059\u3002\u672c\u8ad6\u6587\u3067\u306f\u3001\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u6df1\u5c64\u5b66\u7fd2\u306b\u304a\u3051\u308b\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u307f\u3001\u4fe1\u983c\u5ea6\u306e\u9ad8\u3044\u30e9\u30d9\u30eb\u3092\u7528\u3044\u305f\u6df7\u5408\u30c7\u30fc\u30bf\u62e1\u5f35\u624b\u6cd5\u3067\u3042\u308bConfidentMix\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>ConfidentMix\u306f\u3001\u30e9\u30d9\u30eb\u306e\u4fe1\u983c\u5ea6\u3092\u63a8\u5b9a\u3057\u3001\u305d\u306e\u4fe1\u983c\u5ea6\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u306e\u6df7\u5408\u5ea6\u5408\u3044\u3092\u52d5\u7684\u306b\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u30af\u30ea\u30fc\u30f3\u306a\u30e9\u30d9\u30eb\u3092\u4fdd\u6301\u3057\u305f\u5b66\u7fd2\u7528\u30b5\u30f3\u30d7\u30eb\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u4fe1\u983c\u3067\u304d\u308b\u30e9\u30d9\u30eb\u3092\u6301\u3064\u30b5\u30f3\u30d7\u30eb\u3092\u614e\u91cd\u306b\u9078\u629e\u3057\u3001\u30e9\u30d9\u30eb\u306e\u4fe1\u983c\u5ea6\u304c\u9ad8\u3044\u5834\u5408\u306f\u6df7\u5408\u3092\u5f37\u3081\u3001\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044\u5834\u5408\u306f\u6df7\u5408\u3092\u5f31\u3081\u308b\u3053\u3068\u3067\u3001\u30ce\u30a4\u30ba\u306e\u5f71\u97ff\u3092\u6291\u5236\u3057\u3064\u3064\u3001\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u304b\u3089\u306e\u5b66\u7fd2\u3092\u6700\u5927\u5316\u3057\u307e\u3059\u3002ConfidentMix\u306e\u6709\u52b9\u6027\u306f\u3001\u4eba\u5de5\u7684\u306a\u30ce\u30a4\u30ba\u3092\u52a0\u3048\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u3001\u5b9f\u4e16\u754c\u306e\u30ce\u30a4\u30ba\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f\u5b9f\u9a13\u306b\u3088\u308a\u691c\u8a3c\u3055\u308c\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001ConfidentMix\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u6700\u5148\u7aef\u306e\u624b\u6cd5\u3092\u4e0a\u56de\u308b\u6027\u80fd\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u30ce\u30a4\u30ba\u7387\u304c90%\u3068\u3044\u3046\u9ad8\u30ce\u30a4\u30ba\u74b0\u5883\u4e0b\u3067\u306f\u3001\u6700\u5927\u306715.1%\u3082\u306e\u9855\u8457\u306a\u7cbe\u5ea6\u5411\u4e0a\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>ConfidentMix\u306f\u3001\u65e2\u5b58\u306e\u30b5\u30f3\u30d7\u30eb\u9078\u629e\u624b\u6cd5\u3084\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5e45\u5e83\u3044\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30c7\u30fc\u30bf\u304b\u3089\u306e\u5b66\u7fd2\u306b\u9069\u7528\u53ef\u80fd\u3067\u3059\u3002\u672c\u624b\u6cd5\u306f\u3001\u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u5f79\u7acb\u3064\u65b0\u3057\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308a\u3001\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u6271\u3046\u69d8\u3005\u306a\u5206\u91ce\u3078\u306e\u5fdc\u7528\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u7814\u7a76\u5ba4\u306e\u8ad6\u6587\u304cIEEE Access\u306b\u63a1\u9332\u3055\u308c\u307e\u3057\u305f\u3002 R. 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