{"id":81128,"date":"2025-06-16T11:00:24","date_gmt":"2025-06-16T02:00:24","guid":{"rendered":"https:\/\/www.waseda.jp\/inst\/research\/?p=81128"},"modified":"2025-06-16T09:27:06","modified_gmt":"2025-06-16T00:27:06","slug":"%e5%8c%bb%e7%99%82ai%e3%81%a7%e5%a4%9a%e6%95%b0%e3%81%ae%e7%95%b0%e7%a8%ae%e5%8c%bb%e7%99%82%e7%94%bb%e5%83%8f%e3%82%92%e8%a7%a3%e6%9e%90-%e8%a8%ba%e6%96%ad%e6%94%af%e6%8f%b4%e7%b2%be%e5%ba%a6","status":"publish","type":"post","link":"https:\/\/www.waseda.jp\/inst\/research\/news\/81128","title":{"rendered":"\u533b\u7642AI\u3067\u591a\u6570\u306e\u7570\u7a2e\u533b\u7642\u753b\u50cf\u3092\u89e3\u6790 \u8a3a\u65ad\u652f\u63f4\u7cbe\u5ea6\u304c3.04\uff05\u5411\u4e0a"},"content":{"rendered":"<h2 style=\"text-align: center;\"><strong>\u533b\u7642AI\u3067\u591a\u6570\u306e\u7570\u7a2e\u533b\u7642\u753b\u50cf\u3092\u89e3\u6790 \u8a3a\u65ad\u652f\u63f4\u7cbe\u5ea6\u304c3.04\uff05\u5411\u4e0a<\/strong><br \/>\n<strong><small>\u300c\u30d1\u30c3\u30c1\u30d9\u30fc\u30b9\u51e6\u7406\u00d7Mixture of Experts\u300d\u6280\u8853\u3067\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u3092\u9769\u65b0<\/small><\/strong><\/h2>\n<h3>\u30dd\u30a4\u30f3\u30c8<\/h3>\n<ul>\n<li>\u89e3\u50cf\u5ea6\u3084\u5bfe\u8c61\u306e\u7570\u306a\u308b\u533b\u7642\u753b\u50cf\u3092\u30011\u3064\u306e\u533b\u7642AI\u30e2\u30c7\u30eb\u3067\u540c\u6642\u306b\u6271\u3048\u308b\u65b0\u6280\u8853\u300cPatchMoE\u300d\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/li>\n<li>\u753b\u50cf\u3092\u30d1\u30c3\u30c1\u5358\u4f4d\u306b\u5206\u5272\u3057\u30013\u6b21\u5143\u306e\u4f4d\u7f6e\u60c5\u5831\u3092\u4fdd\u6301\u3059\u308b\u30d1\u30c3\u30c1\u30d9\u30fc\u30b9\u51e6\u7406<sup>\u203b1<\/sup>\u306b\u3088\u308a\u3001\u5404\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7279\u5fb4\u3092\u6b63\u78ba\u306b\u5b66\u7fd2\u3067\u304d\u307e\u3059\u3002\u533b\u7642\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u753b\u50cf\u3092\u7b49\u30b5\u30a4\u30ba\u306e\u30d1\u30c3\u30c1\u306b\u5206\u5272\u3057\u3001\u4e09\u6b21\u5143\u5ea7\u6a19\u7a7a\u9593\u3067\u8868\u73fe\u3059\u308b\u30d1\u30c3\u30c1\u30d9\u30fc\u30b9\u306e\u5bfe\u7167\u5b66\u7fd2\u624b\u6cd5<sup>\u203b2<\/sup>\u3092\u5c0e\u5165\u3057\u305f\u6700\u521d\u306e\u53d6\u308a\u7d44\u307f\u3067\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306b\u5fdc\u3058\u3066\u5c02\u9580\u30e2\u30c7\u30eb\u3092\u52d5\u7684\u306b\u9078\u3076Mixture of 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Jiazhe\u6c0f\u3001\u540c\u7814\u7a76\u79d1\u306e<a href=\"https:\/\/w-rdb.waseda.jp\/html\/100000271_ja.html\" target=\"_blank\" rel=\"noopener\">\u5409\u6c5f \u4fee\uff08\u3088\u3057\u3048\u304a\u3055\u3080\uff09\u6559\u6388<\/a>\u3001<a href=\"https:\/\/w-rdb.waseda.jp\/html\/100003258_ja.html\" target=\"_blank\" rel=\"noopener\">\u5bb6\u5165 \u7950\u4e5f\uff08\u3044\u3048\u3044\u308a\u3086\u3046\u3084\uff09\u8b1b\u5e2b<\/a>\u306e\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u306f\u3001\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3001\u753b\u50cf\u3092\u5c0f\u3055\u306a\u9818\u57df\uff08\u30d1\u30c3\u30c1\uff09\u306b\u5206\u3051\u305f\u3046\u3048\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u30d1\u30c3\u30c1\u304c\u300c\u3069\u306e\u533b\u7528\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08\u7db2\u819c\u8840\u7ba1\u3001\u8179\u90e8\u591a\u81d3\u5668\u3001\u306a\u3069\uff09\u300d\u306b\u5c5e\u3057\u3066\u3044\u3066\u3001\u300c\u3069\u306e\u753b\u50cf\u300d\u306e\u3001\u300c\u3069\u306e\u5834\u6240\u300d\u306e\u30d1\u30c3\u30c1\u3067\u3042\u308b\u304b\u30923\u6b21\u5143\u3067\u4fdd\u6301\u3059\u308b\u300c\u30d1\u30c3\u30c1\u30d9\u30fc\u30b9\u306e\u5b66\u7fd2\u6cd5\u300d\u3068\u3001\u30c7\u30fc\u30bf\u7a2e\u5225\u3054\u3068\u306b\u5c02\u9580\u7684\u306a\u51e6\u7406\u3092\u884c\u3046\u300cMixture of Experts\uff08MoE\uff09\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u624b\u6cd5\u300cPatchMoE\u300d\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u4f53\u306e\u90e8\u4f4d\u304c\u7570\u306a\u308b4\u7a2e\u306e\u7570\u306a\u308b\u533b\u7642\u753b\u50cf\u3092\u5bfe\u8c61\u306b\u691c\u8a3c\u3092\u884c\u3044\u3001\u5f93\u6765\u624b\u6cd5\u3092\u4e0a\u56de\u308b\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u672c\u7814\u7a76\u6210\u679c\u306f\u3001\u56fd\u969b\u5b66\u8853\u8a8c\u300cNeural Computing and Applications\u300d\u306b2025\u5e745\u67088\u65e5\u306b\u30aa\u30f3\u30e9\u30a4\u30f3\u516c\u958b\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\n\u8ad6\u6587\u540d\uff1a <strong>Conducting patch contrastive learning with mixture of experts on mixed datasets for medical image segmentation<\/strong><\/p>\n<div class=\"mceTemp\"><\/div>\n<div id=\"attachment_81129\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-81129\" src=\"https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2025\/06\/MVieir.png\" alt=\"\" width=\"659\" height=\"304\" srcset=\"https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2025\/06\/MVieir.png 659w, https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2025\/06\/MVieir-610x281.png 610w\" sizes=\"auto, (max-width: 659px) 100vw, 659px\" \/><p class=\"wp-caption-text\">\u56f3\u3000\u958b\u767a\u624b\u6cd5\u306e\u6982\u8981<br \/>\u533b\u7528\u753b\u50cf\u3092\u5c0f\u3055\u306a\u30d1\u30c3\u30c1\u306b\u5206\u5272\u3057\u3001\u753b\u50cf\u306e\u7279\u5fb4\u30683\u6b21\u5143\u306e\u4f4d\u7f6e\u60c5\u5831\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u51e6\u7406\u3059\u308bAI\u30e2\u30c7\u30eb\u300cPatchMoE\u300d\u306e\u5168\u4f53\u69cb\u9020\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002Transformer\u3068MoE\u6a5f\u69cb\u306b\u3088\u308a\u3001\u591a\u69d8\u306a\u533b\u7642\u30c7\u30fc\u30bf\u3092\u9ad8\u7cbe\u5ea6\u306b\u9818\u57df\u5206\u5272\u3057\u307e\u3059\u3002<\/p><\/div>\n<p><strong>\u30ad\u30fc\u30ef\u30fc\u30c9<br \/>\n<\/strong>\u533b\u7642AI\u3001\u8a3a\u65ad\u652f\u63f4\u3001\u30d1\u30c3\u30c1\u30d9\u30fc\u30b9\u51e6\u7406\u3001Mixture of Experts\u3001\u533b\u7642\u753b\u50cf\u8a3a\u65ad<\/p>\n<h3><strong>\u3053\u308c\u307e\u3067\u306e\u7814\u7a76\u3067\u5206\u304b\u3063\u3066\u3044\u305f\u3053\u3068<\/strong><\/h3>\n<p>\u533b\u7642\u753b\u50cf\u306b\u304a\u3051\u308b\u81ea\u52d5\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u8a3a\u65ad\u652f\u63f4\u3084\u6cbb\u7642\u8a08\u753b\u306e\u7cbe\u5ea6\u5411\u4e0a\u3092\u76ee\u7684\u3068\u3057\u3066\u5e83\u304f\u7814\u7a76\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u308c\u307e\u3067\u306e\u7814\u7a76\u3067\u306f\u3001\u500b\u5225\u306e\u533b\u7642\u30bf\u30b9\u30af\u3054\u3068\u306b\u5c02\u7528\u306e\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u4e3b\u6d41\u3067\u3057\u305f\u304c\u3001\u3053\u306e\u624b\u6cd5\u306f\u30bf\u30b9\u30af\u9593\u306e\u77e5\u8b58\u5171\u6709\u304c\u56f0\u96e3\u3067\u3042\u308a\u3001\u30e2\u30c7\u30eb\u306e\u5197\u9577\u6027\u3084\u6027\u80fd\u9650\u754c\u304c\u8ab2\u984c\u3067\u3057\u305f\u3002\u7279\u306b\u8fd1\u5e74\u3067\u306f\u3001\u5927\u898f\u6a21\u306a\u6c4e\u7528\u30e2\u30c7\u30eb\u3092\u4e8b\u524d\u5b66\u7fd2\u3055\u305b\u305f\u4e0a\u3067\u3001\u533b\u7642\u30c7\u30fc\u30bf\u3078\u8ee2\u79fb\u5b66\u7fd2\u3059\u308b\u65b9\u6cd5\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u65b9\u6cd5\u306b\u3088\u308a\u3001\u5927\u91cf\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u9ad8\u3044\u7cbe\u5ea6\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u4e00\u822c\u753b\u50cf\u3068\u533b\u7642\u753b\u50cf\u306e\u69cb\u9020\u7684\u9055\u3044\u306b\u3088\u308a\u3001\u533b\u7642\u753b\u50cf\u7279\u6709\u306e\u8a73\u7d30\u306a\u7279\u5fb4\u3092\u5341\u5206\u306b\u5b66\u7fd2\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u554f\u984c\u3067\u3057\u305f\u3002\u307e\u305f\u3001\u8907\u6570\u306e\u533b\u7642\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d71\u5408\u3057\u30661\u3064\u306e\u30e2\u30c7\u30eb\u3067\u5b66\u7fd2\u3055\u305b\u308b\u5834\u5408\u3001\u753b\u50cf\u89e3\u50cf\u5ea6\u306e\u5dee\u3084\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u57fa\u6e96\u306e\u9055\u3044\u304b\u3089\u3001\u6700\u9069\u5316\u306e\u65b9\u5411\u6027\u304c\u7af6\u5408\u3057\u5408\u3046\u300c\u30d1\u30ec\u30fc\u30c8\u52b9\u679c\u300d\u3068\u547c\u3070\u308c\u308b\u554f\u984c\u304c\u767a\u751f\u3057\u3001\u3059\u3079\u3066\u306e\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u6027\u80fd\u3092\u540c\u6642\u306b\u9054\u6210\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h3><strong>\u4eca\u56de\u306e\u7814\u7a76\u3067\u65b0\u305f\u306b\u5b9f\u73fe\u3057\u3088\u3046\u3068\u3057\u305f\u3053\u3068\u3001\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u3053\u3068\u3001\u305d\u306e\u305f\u3081\u306b\u65b0\u3057\u304f\u958b\u767a\u3057\u305f\u624b\u6cd5<\/strong><\/h3>\n<p>\u672c\u7814\u7a76\u3067\u306f\u3001\u89e3\u50cf\u5ea6\u3084\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u57fa\u6e96\u306e\u7570\u306a\u308b\u8907\u6570\u306e\u533b\u7642\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30011\u3064\u306e\u30e2\u30c7\u30eb\u3067\u7d71\u4e00\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b\u65b0\u305f\u306a\u624b\u6cd5\u300cPatchMoE\uff08Patch-based Mixture of Experts\uff09\u300d\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u306f\u3001\u6df7\u5408\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u8d77\u56e0\u3059\u308b\u5b66\u7fd2\u306e\u5e72\u6e09\u3084\u7cbe\u5ea6\u4f4e\u4e0b\u306e\u554f\u984c\u3092\u514b\u670d\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002\u63d0\u6848\u624b\u6cd5\u306e\u4e3b\u306a\u69cb\u6210\u8981\u7d20\u306f\u4ee5\u4e0b\u306e2\u3064\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u30d1\u30c3\u30c1\u5206\u5272\u30683\u6b21\u5143\u30d1\u30c3\u30c1\u4f4d\u7f6e\u8868\u73fe\uff08Patch Position Embedding\uff1aPPE\uff09<br \/>\nPPE\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u3088\u308a\u3001\u753b\u50cf\u3092\u56fa\u5b9a\u30b5\u30a4\u30ba\u306e\u5c0f\u9818\u57df\uff08\u30d1\u30c3\u30c1\uff09\u306b\u5206\u5272\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u30d1\u30c3\u30c1\u306b\u300c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8ID\u300d\u300c\u753b\u50cfID\u300d\u300c\u30d1\u30c3\u30c1ID\u300d\u306e3\u6b21\u5143\u60c5\u5831\u3092\u7279\u5fb4\u7a7a\u9593\u306b\u57cb\u3081\u8fbc\u3080\u3053\u3068\u3067\u3001\u7a7a\u9593\u7684\u30fb\u69cb\u9020\u7684\u306a\u60c5\u5831\u3092\u4fdd\u3063\u305f\u307e\u307eTransformer\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb<sup>\u203b4<\/sup>\u306b\u5165\u529b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u3092\u6271\u3046\u969b\u306b\u3082\u7a7a\u9593\u7684\u95a2\u4fc2\u3092\u7dad\u6301\u3057\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u4e00\u8cab\u3057\u305f\u7279\u5fb4\u62bd\u51fa\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<li>\u5c02\u9580\u5bb6\u6df7\u5408\u578b\u30c7\u30b3\u30fc\u30c0\uff08Mixture of Experts\uff1aMoE\uff09<br \/>\n\u30c7\u30b3\u30fc\u30c0\u90e8\u5206\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8ID\u306b\u57fa\u3065\u3044\u3066\u7a00\u758e\u306a\u69cb\u9020\u3092\u6301\u3064MoE\u6a5f\u69cb\u3092\u5c0e\u5165\u3057\u3001\u5404\u30bf\u30b9\u30af\u306b\u9069\u3057\u305f\u5c02\u9580\u5bb6\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u52d5\u7684\u306b\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001\u30de\u30eb\u30c1\u30bf\u30b9\u30af\u5b66\u7fd2\u306b\u304a\u3051\u308b\u6700\u9069\u5316\u306e\u7af6\u5408\uff08\u30d1\u30ec\u30fc\u30c8\u52b9\u679c\uff09\u3092\u6291\u5236\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>PatchMoE\u306f\u533b\u7642\u753b\u50cf\u5206\u91ce\u3067\u521d\u3081\u3066\u3001\u30d1\u30c3\u30c1\u30d9\u30fc\u30b9\u306eContrastive Learning\uff08\u5bfe\u7167\u5b66\u7fd2\uff09\u3092\u5c0e\u5165\u3057\u3066\u3044\u307e\u3059\u3002\u5bfe\u7167\u5b66\u7fd2\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u540c\u4e00\u753b\u50cf\u5185\u306e\u8fd1\u63a5\u30d1\u30c3\u30c1\u306e\u7279\u5fb4\u3092\u8fd1\u3065\u3051\u3001\u7570\u306a\u308b\u753b\u50cf\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u9593\u306e\u30d1\u30c3\u30c1\u306f\u533a\u5225\u3059\u308b\u3088\u3046\u5b66\u7fd2\u3055\u305b\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6df7\u5408\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308b\u30d1\u30c3\u30c1\u9593\u306e\u6587\u8108\u7406\u89e3\u304c\u4fc3\u9032\u3055\u308c\u3001\u7279\u5fb4\u8868\u73fe\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002PatchMoE\u306f\u3001\u7db2\u819c\u8840\u7ba1\uff08DRIVE\uff09\u3001\u8fd1\u8d64\u5916\u8840\u7ba1\uff08HVNIR\uff09\u3001\u6d88\u5316\u5668\u30dd\u30ea\u30fc\u30d7\uff08Kvasir-SEG\uff09\u3001\u8179\u90e8\u81d3\u5668\uff08Synapse\uff09\u306e4\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u691c\u8a3c\u3055\u308c\u3001\u65e2\u5b58\u306e\u6700\u5148\u7aef\u624b\u6cd5\uff08GCASCADE\u7b49\uff09\u3068\u6bd4\u8f03\u3057\u3066\u3001\u5e73\u5747Dice\u30b9\u30b3\u30a2\u30673.04\uff05\u306e\u7cbe\u5ea6\u5411\u4e0a\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3><strong>\u7814\u7a76\u306e\u6ce2\u53ca\u52b9\u679c\u3084\u793e\u4f1a\u7684\u5f71\u97ff<\/strong><\/h3>\n<p>\u672c\u7814\u7a76\u3067\u63d0\u6848\u3057\u305fPatchMoE\u306f\u3001\u89e3\u50cf\u5ea6\u3084\u69cb\u9020\u306e\u7570\u306a\u308b\u8907\u6570\u306e\u533b\u7642\u753b\u50cf\u30921\u3064\u306e\u30e2\u30c7\u30eb\u3067\u7d71\u5408\u7684\u306b\u89e3\u6790\u3067\u304d\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002\u3053\u306e\u6280\u8853\u306b\u3088\u308a\u3001\u7279\u5b9a\u306e\u81d3\u5668\u3084\u64ae\u5f71\u6761\u4ef6\u306b\u4f9d\u5b58\u3057\u306a\u3044\u3001\u3088\u308a\u6c4e\u7528\u7684\u3067\u67d4\u8edf\u306a\u753b\u50cf\u89e3\u6790\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u4eca\u56de\u3001\u8907\u6570\u306e\u4ee3\u8868\u7684\u306a\u533b\u7642\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08\u773c\u5e95\u30fb\u624b\u8840\u7ba1\u30fb\u6d88\u5316\u5668\u30fb\u8179\u90e8\u81d3\u5668\uff09\u3092\u7528\u3044\u3066\u3001\u305d\u306e\u6709\u52b9\u6027\u3092\u691c\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u3088\u3046\u306b\u3001\u5404\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u7570\u306a\u308bAI\u30e2\u30c7\u30eb\u3092\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u3001\u958b\u767a\u30b3\u30b9\u30c8\u3084\u533b\u7642\u30c7\u30fc\u30bf\u6d3b\u7528\u306e\u52b9\u7387\u304c\u5927\u304d\u304f\u5411\u4e0a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u75be\u60a3\u3084\u65bd\u8a2d\u9593\u3067\u753b\u50cf\u4ed5\u69d8\u304c\u7570\u306a\u308b\u30b1\u30fc\u30b9\u306b\u304a\u3044\u3066\u3082\u3001\u672c\u624b\u6cd5\u306f\u9ad8\u3044\u9069\u5fdc\u6027\u3092\u793a\u3059\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u3066\u304a\u308a\u3001\u5c06\u6765\u7684\u306b\u306f\u591a\u65bd\u8a2d\u9593\u3067\u5171\u6709\u53ef\u80fd\u306a\u8a3a\u65ad\u652f\u63f4AI\u306e\u57fa\u76e4\u6280\u8853\u3068\u3057\u3066\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3><strong>\u8ab2\u984c\u3001\u4eca\u5f8c\u306e\u5c55\u671b<\/strong><\/h3>\n<p>\u672c\u7814\u7a76\u3067\u63d0\u6848\u3057\u305fPatchMoE\u306f\u3001\u7570\u306a\u308b\u533b\u7642\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u9ad8\u7cbe\u5ea6\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6027\u80fd\u3092\u793a\u3057\u307e\u3057\u305f\u304c\u3001\u73fe\u72b6\u3067\u306f\u5404\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u8b58\u5225ID\uff08dataset 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\/>\n\u753b\u50cf\u3092\u5c0f\u3055\u306a\u9818\u57df\uff08\u30d1\u30c3\u30c1\uff09\u306b\u5206\u5272\u3057\u3001\u305d\u308c\u305e\u308c\u3092\u72ec\u7acb\u3057\u305f\u5358\u4f4d\u3068\u3057\u3066\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u3002\u89e3\u50cf\u5ea6\u3084\u753b\u50cf\u30b5\u30a4\u30ba\u306e\u9055\u3044\u304c\u3042\u3063\u3066\u3082\u3001\u7d71\u4e00\u7684\u306b\u5b66\u7fd2\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/p>\n<p>\u203b2\u3000\u5bfe\u7167\uff08\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\uff09\u5b66\u7fd2<br \/>\n\u4f3c\u305f\u7279\u5fb4\u3092\u6301\u3064\u30c7\u30fc\u30bf\u3092\u8fd1\u3065\u3051\u3001\u7570\u306a\u308b\u7279\u5fb4\u3092\u6301\u3064\u30c7\u30fc\u30bf\u306f\u9060\u3056\u3051\u308b\u3088\u3046\u306bAI\u304c\u5b66\u7fd2\u3059\u308b\u624b\u6cd5\u3002\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u4e00\u7a2e\u3067\u3001\u7279\u5fb4\u306e\u9055\u3044\u3092\u660e\u78ba\u306b\u8b58\u5225\u3059\u308b\u306e\u306b\u6709\u52b9\u3002<\/p>\n<p>\u203b3\u3000 Mixture of Experts\uff08MoE\uff09<br \/>\n\u8907\u6570\u306e\u300c\u5c02\u9580\u5bb6\uff08Expert\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\u3092\u7528\u610f\u3057\u3001\u5165\u529b\u306e\u7279\u6027\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u30e6\u30cb\u30c3\u30c8\u3092\u9078\u3093\u3067\u51e6\u7406\u3059\u308bAI\u69cb\u9020\u3002\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3002<\/p>\n<p>\u203b4\u3000 Transformer\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb<br \/>\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u300cTransformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u300d\u3092\u3001\u753b\u50cf\u51e6\u7406\uff08\u7279\u306b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\uff09\u306b\u5fdc\u7528\u3057\u305f\u30e2\u30c7\u30eb\u3002<\/p>\n<h3><strong>\u8ad6\u6587\u60c5\u5831<\/strong><\/h3>\n<p>\u96d1\u8a8c\u540d\uff1aNeural Computing and Applications<br \/>\n\u8ad6\u6587\u540d\uff1aConducting patch contrastive learning with mixture of experts on mixed datasets for medical image segmentation<br \/>\n\u57f7\u7b46\u8005\u540d\uff08\u6240\u5c5e\u6a5f\u95a2\u540d\uff09\uff1aJiazhe Wang*, Osamu Yoshie, Yuya Ieiri (Waseda University)<br \/>\n\u63b2\u8f09\u65e5\u6642\uff08\u73fe\u5730\u6642\u9593\uff09\uff1a08 May 2025<br \/>\n\u63b2\u8f09URL\uff1a<a href=\"https:\/\/link.springer.com\/article\/10.1007\/s00521-025-11234-1\">https:\/\/link.springer.com\/article\/10.1007\/s00521-025-11234-1<\/a><br \/>\nDOI\uff1a<a href=\"https:\/\/doi.org\/10.1007\/s00521-025-11234-1\" target=\"_blank\" rel=\"noopener\">10.1007\/s00521-025-11234-1<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u533b\u7642AI\u3067\u591a\u6570\u306e\u7570\u7a2e\u533b\u7642\u753b\u50cf\u3092\u89e3\u6790 \u8a3a\u65ad\u652f\u63f4\u7cbe\u5ea6\u304c3.04\uff05\u5411\u4e0a \u300c\u30d1\u30c3\u30c1\u30d9\u30fc\u30b9\u51e6\u7406\u00d7Mixture of Experts\u300d\u6280\u8853\u3067\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u3092\u9769\u65b0 \u30dd\u30a4\u30f3\u30c8 \u89e3\u50cf\u5ea6\u3084\u5bfe\u8c61\u306e\u7570\u306a\u308b\u533b\u7642\u753b\u50cf\u3092\u30011\u3064\u306e\u533b\u7642AI\u30e2\u30c7\u30eb\u3067\u540c\u6642\u306b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":81132,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[145,178],"class_list":["post-81128","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-pressrelease","tag-research"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/posts\/81128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/comments?post=81128"}],"version-history":[{"count":1,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/posts\/81128\/revisions"}],"predecessor-version":[{"id":81130,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/posts\/81128\/revisions\/81130"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/media\/81132"}],"wp:attachment":[{"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/media?parent=81128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/categories?post=81128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/tags?post=81128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}