{"id":85155,"date":"2026-07-13T14:00:44","date_gmt":"2026-07-13T05:00:44","guid":{"rendered":"https:\/\/www.waseda.jp\/inst\/research\/?p=85155"},"modified":"2026-07-12T08:56:28","modified_gmt":"2026-07-11T23:56:28","slug":"%e3%83%95%e3%83%a9%e3%82%af%e3%82%bf%e3%83%ab%e3%81%ab%e3%82%88%e3%82%8b%e9%ab%98%e7%b2%be%e5%ba%a6%e7%94%bb%e5%83%8f%e8%aa%8d%e8%ad%98%e6%8a%80%e8%a1%93%e3%80%8cfractal-next%e3%80%8d%e3%82%92","status":"publish","type":"post","link":"https:\/\/www.waseda.jp\/inst\/research\/news\/85155","title":{"rendered":"\u30d5\u30e9\u30af\u30bf\u30eb\u306b\u3088\u308b\u9ad8\u7cbe\u5ea6\u753b\u50cf\u8a8d\u8b58\u6280\u8853\u300cFractal NEXT\u300d\u3092\u958b\u767a"},"content":{"rendered":"<h2 class=\"bp_text_module_textReset--9540d-EUA bp_text_module_breakWord--9540d-EUA bp_text_module_bodyLargeBold--9540d-EUA bp_text_module_textOnLightDefault--9540d-EUA PreviewHeaderTitle-text\" style=\"text-align: center;\" data-testid=\"preview-item-name\" data-modern=\"true\" data-typography=\"lato\">\u30d5\u30e9\u30af\u30bf\u30eb\u306b\u3088\u308b\u9ad8\u7cbe\u5ea6\u753b\u50cf\u8a8d\u8b58\u6280\u8853\u300cFractal NEXT\u300d\u3092\u958b\u767a<br \/>\n~\u81ea\u52d5\u904b\u8ee2\u30c8\u30e9\u30c3\u30af\u3078\u306e\u5fdc\u7528\u3078\u524d\u9032~<\/h2>\n<h3>\u3010\u767a\u8868\u306e\u30dd\u30a4\u30f3\u30c8\u3011<\/h3>\n<ul>\n<li>\uf06c\u753b\u50cf\u8a8d\u8b58\u3067\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u308b\u3001\u7a7a\u9593\u60c5\u5831\u3084\u5468\u6ce2\u6570\u60c5\u5831\u306e\u640d\u5931\u3092\u6291\u3048\u308b\u65b0\u305f\u306a\u30d5\u30e9\u30af\u30bf\u30eb\u30fb\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u6cd5\u300cFractalNEXT\u300d\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/li>\n<li>\u672c\u624b\u6cd5\u3067\u306f\u3001\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u5909\u63db\u3068\u81ea\u5df1\u76f8\u4f3c\u6027\u3092\u6301\u3064\u30d5\u30e9\u30af\u30bf\u30eb\u69cb\u9020\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u753b\u50cf\u8a8d\u8b58\u306b\u304a\u3051\u308b\u60c5\u5831\u4f1d\u642c\u3092\u6539\u5584\u3057\u3001\u5f93\u6765\u30bf\u30a4\u30d7\u3088\u308a\u3082\u9ad8\u7cbe\u5ea6\u306a\u753b\u50cf\u8a8d\u8b58\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002 \u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u8a55\u4fa1\u306b\u3088\u304f\u7528\u3044\u3089\u308c\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u305f\u5b9f\u8a3c\u7b49\u3067\u3001\u753b\u50cf\u8a8d\u8b58\u3067\u73fe\u5728\u5e83\u304f\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u624b\u6cd5\u306eResNet\u306a\u3069\u3092\u4e0a\u56de\u308b\u8a8d\u8b58\u6027\u80fd\u3092\u9054\u6210\u3057\u3001OCR\uff08\u53e4\u6587\u66f8\u304f\u305a\u3057\u5b57\u8a8d\u8b58\uff09\u306a\u3069\u8907\u6570\u306e\u753b\u50cf\u8a8d\u8b58\u30bf\u30b9\u30af\u3067\u3082\u9ad8\u3044\u6027\u80fd\u3092\u5b9f\u8a3c\u3057\u307e\u3057\u305f\u3002<\/li>\n<li>\u672c\u6280\u8853\u3092\u3082\u3068\u306b\u7279\u8a31\u51fa\u9858\uff08\u51fa\u9858\u756a\u53f7\uff1a2025-154600\uff09\u3092\u884c\u3044\u3001\u793e\u4f1a\u5b9f\u88c5\u306b\u5411\u3051\u305f\u6280\u8853\u57fa\u76e4\u3092\u69cb\u7bc9\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u81ea\u52d5\u904b\u8ee2\u30c8\u30e9\u30c3\u30af\u306e\u7814\u7a76\u958b\u767a\u3092\u7fa4\u99ac\u5927\u5b66\u6b21\u4e16\u4ee3\u30e2\u30d3\u30ea\u30c6\u30a3\u793e\u4f1a\u5b9f\u88c5\u7814\u7a76\u30bb\u30f3\u30bf\u30fcCRANTS\uff08\u30bb\u30f3\u30bf\u30fc\u9577 \u5929\u8c37\u8ce2\u5150\u6559\u6388\uff09\u3068\u5171\u540c\u3067\u7814\u7a76\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002\u672c\u6280\u8853\u306f\u3001\u81ea\u52d5\u904b\u8ee2\u306e\u307f\u306a\u3089\u305a\u3001\u533b\u7528\u753b\u50cf\u51e6\u7406\u306a\u3069\u3001\u9ad8\u7cbe\u5ea6\u306a\u753b\u50cf\u8a8d\u8b58\u304c\u6c42\u3081\u3089\u308c\u308bAI\u57fa\u76e4\u6280\u8853\u3078\u306e\u5fdc\u7528\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u8fd1\u5e74\u3001\u753b\u50cf\u8a8d\u8b58\u5206\u91ce\u3067\u7528\u3044\u3089\u308c\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u304a\u3051\u308b\u6700\u8fd1\u306e\u30e2\u30c7\u30eb\u306f\u3001GPU\u6027\u80fd\u306e\u5411\u4e0a\u3068\u3068\u3082\u306b\u9ad8\u6027\u80fd\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u753b\u50cf\u3092\u7a7a\u9593\u5206\u5272\u3057\u305f\u90e8\u5206\u753b\u50cf\uff08\u30d1\u30c3\u30c1\uff09\u304b\u3089\u5f97\u3089\u308c\u308b\u30d1\u30c3\u30c1\u306e\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\uff08\u30d1\u30c3\u30c1\u30c8\u30fc\u30af\u30f3\uff09\u306e\u62bd\u51fa\u3084\u30c8\u30fc\u30af\u30f3\u306e\u6df7\u5408\u3068\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u5fc5\u7136\u7684\u306b\u7279\u5fb4\u7a7a\u9593\u60c5\u5831\u304c\u5931\u308f\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u30d3\u30b8\u30e7\u30f3\u30bf\u30b9\u30af\u5411\u3051\u306e\u5f93\u6765\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e2\u30c7\u30eb\u306f\u3001\u3053\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306e\u60c5\u5831\u3092\u88dc\u3046\u624b\u6cd5\u3068\u3057\u3066\u6b8b\u5dee\u63a5\u7d9a\u306b\u7740\u76ee\u3059\u308bResNet\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u5468\u6ce2\u6570\u60c5\u5831\u306e\u518d\u73fe\u304c\u4e0d\u5341\u5206\u306a\u305f\u3081\u5c0f\u30b5\u30a4\u30ba\u306e\u7269\u4f53\u8a8d\u8b58\u304c\u3055\u308c\u306a\u3044\u306a\u3069\u3001\u5b89\u5b9a\u6027\u3092\u5341\u5206\u306b\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"https:\/\/w-rdb.waseda.jp\/html\/100000106_ja.html\">\u65e9\u7a32\u7530\u5927\u5b66\u7406\u5de5\u5b66\u8853\u9662 \u938c\u7530\u6e05\u4e00\u90ce\uff08\u304b\u307e\u305f\u305b\u3044\u3044\u3061\u308d\u3046\uff09\u6559\u6388<\/a>\u3089\u306e\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u306f\u3001\u5404\u30d1\u30c3\u30c1\u5185\u306e\u7a7a\u9593\u60c5\u5831\u3092\u4fdd\u6301\u3057\u3064\u3064\u30d1\u30c3\u30c1\u30c8\u30fc\u30af\u30f3\u3092\u62bd\u51fa\u3059\u308b\u624b\u6cd5\u3067\u3042\u308b\u30d5\u30e9\u30af\u30bf\u30eb\uff65\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u6cd5\u300cFractalNEXT\u300d\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u5909\u63db\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u753b\u50cf\u5185\u306e\u7a7a\u9593\u60c5\u5831\u3092\u4fdd\u6301\u3057\u305f\u307e\u307e\u30c8\u30fc\u30af\u30f3\u5316\u3059\u308b\u3053\u3068\u3067\u60c5\u5831\u640d\u5931\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u307e\u305f\u5c64\u5185\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u5bfe\u3057\u3066\u81ea\u5df1\u76f8\u4f3c\u6027\u3092\u6709\u3059\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u69cb\u7bc9\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u672c\u624b\u6cd5\u3067\u306f\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8ImageNet\u3067ResNet<sup>\u203b1<\/sup>\u3092\u4e0a\u56de\u308b76.8%\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8CIFAR-100<sup>\u203b2<\/sup>\u306781.2%\u306e\u30c8\u30c3\u30d71\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u305f\u307b\u304b\u3001\u7269\u4f53\u691c\u51fa\u3084OCR\uff08\u53e4\u6587\u66f8\u304f\u305a\u3057\u5b57\u8a8d\u8b58\uff09\u306a\u3069\u591a\u69d8\u306a\u30bf\u30b9\u30af\u3067\u3082\u512a\u308c\u305f\u6027\u80fd\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u672c\u6210\u679c\u306f\u3001\u8ad6\u6587\u8a8c\u300cNeural Networks\u300d\u306b\u30012026\u5e74\uff16\u6708\uff17\u65e5\u306b\u63b2\u8f09\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-85159\" src=\"https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2026\/07\/29d3bc99193cb0b837fb8cc53f050ae5.jpg\" alt=\"\" width=\"1458\" height=\"658\" srcset=\"https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2026\/07\/29d3bc99193cb0b837fb8cc53f050ae5.jpg 1458w, https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2026\/07\/29d3bc99193cb0b837fb8cc53f050ae5-610x275.jpg 610w, https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2026\/07\/29d3bc99193cb0b837fb8cc53f050ae5-940x424.jpg 940w, https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2026\/07\/29d3bc99193cb0b837fb8cc53f050ae5-768x347.jpg 768w\" sizes=\"auto, (max-width: 1458px) 100vw, 1458px\" \/><\/p>\n<p><strong>\u30ad\u30fc\u30ef\u30fc\u30c9\uff1a<br \/>\n<\/strong>\u30d5\u30e9\u30af\u30bf\u30eb\u3001\u81ea\u5df1\u76f8\u4f3c\u6027\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001SDV\u3001\u81ea\u52d5\u904b\u8ee2\u30c8\u30e9\u30c3\u30af\u3001\u304f\u305a\u3057\u5b57\u8a8d\u8b58\u3001\u30d5\u30a3\u30b8\u30ab\u30ebAI<\/p>\n<h3><strong>\u3053\u308c\u307e\u3067\u306e\u7814\u7a76\u3067\u5206\u304b\u3063\u3066\u3044\u305f\u3053\u3068<\/strong><\/h3>\n<p>\u8fd1\u5e74\u3001\u753b\u50cf\u8a8d\u8b58\u5206\u91ce\u3067\u7528\u3044\u3089\u308c\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u304a\u3051\u308b\u5f93\u6765\u30e2\u30c7\u30eb\u306e\uff11\u3064\u3067\u3042\u308bFractalNet\u304c\u30012017\u5e74\u306b\u6df1\u5c64\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u30c8\u30c3\u30d7\u56fd\u969b\u4f1a\u8b70ICLR\uff08International Conference on Learning Representations\uff09\u306b\u304a\u3044\u3066\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001ResNet\u306e\u3088\u3046\u306a\u6b8b\u5dee\u63a5\u7d9a\u3092\u4f7f\u308f\u305a\u306b\u8d85\u591a\u5c64\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u6210\u3059\u308b\u89b3\u70b9\u3067\u512a\u4f4d\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u672c\u30e2\u30c7\u30eb\u3092\u5b9f\u88c5\u3059\u308b\u3068\u3001\u753b\u50cf\u3092\u30c8\u30fc\u30af\u30f3\u5316\u3059\u308b\u969b\u306b\u7a7a\u9593\u60c5\u5831\u304c\u5931\u308f\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u3001\u6b8b\u5dee\u63a5\u7d9a\u306a\u3057\u3067\u306f\u5468\u6ce2\u6570\u60c5\u5831\u3092\u5341\u5206\u4fdd\u6301\u3067\u304d\u306a\u3044\u3053\u3068\u306a\u3069\u3088\u308a\u3001ResNet\u3088\u308a\u52a3\u308b\u8a8d\u8b58\u6027\u80fd\u3092\u793a\u3059\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\u3002FractalNet\u306f\u6b8b\u5dee\u30d6\u30ed\u30c3\u30af\u3092\u56de\u907f\u3059\u308b\u4e0a\u3067\u6709\u52b9\u306a\u30a2\u30a4\u30c7\u30a2\u3067\u3059\u304c\u3001\u3088\u308a\u9ad8\u7cbe\u5ea6\u306e\u8a8d\u8b58\u6027\u80fd\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u30d5\u30e9\u30af\u30bf\u30eb\u30d6\u30ed\u30c3\u30af\u3092\u69cb\u6210\u3059\u308c\u3070\u3088\u3044\u304b\u3001\u3059\u306a\u308f\u3061\u3001\u81ea\u5df1\u76f8\u4f3c\u6027\u3092\u7279\u5fb4\u3068\u3059\u308b\u30d5\u30e9\u30af\u30bf\u30eb\u30d6\u30ed\u30c3\u30af\u306e\u65b0\u305f\u306a\u8a2d\u8a08\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h3><strong>\u65b0\u305f\u306b\u5b9f\u73fe\u3057\u3088\u3046\u3068\u3057\u305f\u3053\u3068\u3001\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u3053\u3068<\/strong><\/h3>\n<p>\u5f93\u6765\u30e2\u30c7\u30ebFractalNet\u306f\u3001\u5468\u6ce2\u6570\u4e0a\u306e\u60c5\u5831\u4f1d\u9054\u306e\u5b89\u5b9a\u6027\u3092\u7dad\u6301\u3059\u308b\u4e0a\u3067\u3001\u6b8b\u5dee\u63a5\u7d9a\u306e\u9650\u754c\u306b\u3088\u308b\u8a8d\u8b58\u6027\u80fd\u52a3\u5316\u306e\u554f\u984c\u3092\u898b\u843d\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u3089\u306f\u3001\u5404\u30d1\u30c3\u30c1\u5185\u306e\u7a7a\u9593\u60c5\u5831\u3092\u4fdd\u6301\u3057\u3064\u3064\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\uff65\u30d1\u30c3\u30c1\u30c8\u30fc\u30af\u30f3\u3092\u62bd\u51fa\u3059\u308b\u624b\u6cd5\u3067\u3042\u308bMultiple Wavelet Patch Partition\uff08MWPP\uff09\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u6b8b\u5dee\u63a5\u7d9a\u3092\u88dc\u5f37\u3059\u308b\u305f\u3081\u306b\u5468\u6ce2\u6570\u60c5\u5831\u3092\u610f\u8b58\u3057\u305fSelective Wavelet Connection\uff08SWC\uff09\u3092\u5c0e\u5165\u3057\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u5468\u6ce2\u6570\u4e0a\u306e\u60c5\u5831\u4f1d\u9054\u306e\u5b89\u5b9a\u6027\u3092\u9ad8\u3081\u3001\u30c8\u30fc\u30af\u30f3\u30df\u30ad\u30b5\u30fc\u306b\u3088\u3063\u3066\u751f\u3058\u308b\u60c5\u5831\u640d\u5931\u3092\u88dc\u3044\u3001MWPP\u3068SWC\u3092\u57fa\u76e4\u3068\u3057\u3066\u3001\u7573\u307f\u8fbc\u307f\u3068\u81ea\u5df1\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u306e\u4e21\u65b9\u3092\u30c8\u30fc\u30af\u30f3\u30df\u30ad\u30b5\u30fc\u3068\u3057\u3066\u7d71\u5408\u3057\u305f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30d5\u30e9\u30af\u30bf\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3FractalNEXT\u3092\u65b0\u305f\u306b\u8a2d\u8a08\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u521d\u671f\u30d6\u30ed\u30c3\u30af\u3000F<sub>1<\/sub>(x)=(Mix\uffeeMix)(x)+SWC(x)\u3000\u304b\u3089\u3001\u6b21\u306e\u53cd\u5fa9\u5f0f\u306b\u3088\u3063\u3066\u30d5\u30e9\u30af\u30bf\u30eb\u30d6\u30ed\u30c3\u30af\u3092\u69cb\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>F<sub>k+1<\/sub>(x)=( F<sub>k<\/sub>\uffeeF<sub>k<\/sub>)(x)+SWC(x)\u3000k=1,2,3,\u2026<\/p>\n<p>\u540c\u3058\u5b9f\u9a13\u74b0\u5883\u4e0b\u306b\u304a\u3044\u3066\u3001FractalNEXT\u306f\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8ImageNet\u3067ResNet\u306a\u3069\u3092\u4e0a\u56de\u308b76.8%\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8CIFAR-100\u306781.2%\u306e\u30c8\u30c3\u30d71\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u30d5\u30e9\u30af\u30bf\u30eb\uff65\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8FractalNEXT\u3092\u53e4\u6587\u66f8\u306e\u304f\u305a\u3057\u5b57\u8a8d\u8b58\u306b\u9069\u7528\u3057\u3001VMamba\u3001PVTV2\u3001ConvNeXtV2\u306a\u3069\u306b\u6bd4\u3079\u3066F1\u30b9\u30b3\u30a2\u306b\u304a\u3044\u3066\u6700\u9ad8\u8a8d\u8b58\u6027\u80fd\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-85160\" src=\"https:\/\/www.waseda.jp\/inst\/research\/assets\/uploads\/2026\/07\/cbf5b9f60da99bf791c0aa12a770f429-1.png\" alt=\"\" width=\"316\" height=\"474\" \/><\/p>\n<h3><strong>\u7814\u7a76\u306e\u6ce2\u53ca\u52b9\u679c\u3084\u793e\u4f1a\u7684\u5f71\u97ff<\/strong><\/h3>\n<p>\u672c\u7814\u7a76\u306e\u6210\u679c\u3088\u308a\u3001\u753b\u50cf\u8a8d\u8b58\u5206\u91ce\u306b\u7528\u3044\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3044\u3066\u3001\u65b0\u305f\u306b\u63d0\u6848\u3057\u305fFractalNEXT\u30e2\u30c7\u30eb\u306b\u3088\u308a\u3001\u30d5\u30e9\u30af\u30bf\u30eb\uff65\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u306e\u6709\u7528\u6027\u306e\u4e00\u7aef\u3092\u793a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u304d\u3063\u304b\u3051\u3068\u3057\u3066\u3088\u308a\u6df1\u3044\u30d5\u30e9\u30af\u30bf\u30eb\u306e\u4e16\u754c\u3092\u63a2\u7a76\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u5c0f\uff65\u9060\u8fd1\u306a\u3069\u591a\u69d8\u306a\u7269\u4f53\u304c\u6df7\u5728\u3059\u308b\u3088\u3046\u306a\u8907\u96d1\u306a\u753b\u50cf\u306b\u304a\u3044\u3066\u3082\u6b63\u78ba\u306a\u8a8d\u8b58\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001AI\u57fa\u76e4\u6280\u8853\u3078\u306e\u8ca2\u732e\u3001\u533b\u7528\u753b\u50cf\u51e6\u7406\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u753b\u50cf\u89e3\u6790\u306a\u3069\u3001\u5e45\u5e83\u3044\u5206\u91ce\u3078\u306e\u9069\u7528\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3><strong>\u8ab2\u984c\u3001\u4eca\u5f8c\u306e\u5c55\u671b<\/strong><\/h3>\n<p>\u66f4\u306a\u308b\u753b\u50cf\u8a8d\u8b58\u7cbe\u5ea6\u5411\u4e0a\u3068\u3001\u672c\u7814\u7a76\u6210\u679c\u3092\u6d3b\u7528\u3057\u305f\u793e\u4f1a\u5b9f\u88c5\u306b\u306f\u591a\u304f\u306e\u8ab2\u984c\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u81ea\u52d5\u904b\u8ee2\u30c8\u30e9\u30c3\u30af\u3078\u672c\u6280\u8853\u306e\u5fdc\u7528\u3092\u8003\u3048\u308b\u3068\u3001\u66f4\u306a\u308b\u51e6\u7406\u306e\u9ad8\u901f\u5316\u3068\u3001\u672c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306eFPGA\uff08\u66f8\u304d\u63db\u3048\u53ef\u80fd\u306a\u96c6\u7a4d\u56de\u8def\uff09\u306a\u3069\u3078\u306e\u5b9f\u88c5\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u672c\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u3067\u306f\u3001\u793e\u4f1a\u5b9f\u88c5\u306e\u9069\u7528\u306b\u5411\u3051\u3066\u3001\u5177\u4f53\u7684\u306a\u30c6\u30fc\u30de\u3068\u3057\u3066\u81ea\u52d5\u904b\u8ee2\u8eca\u7528\u306e\u30bb\u30f3\u30b5\uff08\u30ab\u30e1\u30e9\u3001LIDER\u306a\u3069\uff09\u306b\u3088\u308b\u81ea\u52d5\u904b\u8ee2\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u3001End-to-End\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3092\u76ee\u6307\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u793e\u4f1a\u5b9f\u88c5\u306b\u5411\u3051\u305f\u52d5\u304d\u3068\u3057\u3066\u3001\u672c\u6280\u8853\u3092\u3082\u3068\u306b\u7279\u8a31\u51fa\u9858\uff08\u51fa\u9858\u756a\u53f7\uff1a2025-154600\uff09\u3092\u884c\u3044\u3001\u793e\u4f1a\u5b9f\u88c5\u306b\u5411\u3051\u305f\u6280\u8853\u57fa\u76e4\u3092\u69cb\u7bc9\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u81ea\u52d5\u904b\u8ee2\u30c8\u30e9\u30c3\u30af\u306e\u7814\u7a76\u958b\u767a\u3067\u7fa4\u99ac\u5927\u5b66\u6b21\u4e16\u4ee3\u30e2\u30d3\u30ea\u30c6\u30a3\u793e\u4f1a\u5b9f\u88c5\u7814\u7a76\u30bb\u30f3\u30bf\u30fcCRANTS\uff08\u30bb\u30f3\u30bf\u30fc\u9577 \u5929\u8c37\u8ce2\u5150\u6559\u6388\uff09\u3068\u5171\u540c\u3067\u306e\u7814\u7a76\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3><strong>\u7814\u7a76\u8005\u306e\u30b3\u30e1\u30f3\u30c8<\/strong><\/h3>\n<p>\u672c\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u306f\u3001\u4e0a\u8a18\u306e\u7814\u7a76\u3092\u3055\u3089\u306b\u63a8\u9032\u3059\u308b\u305f\u3081\u306e\u5b66\u5185\u7814\u7a76\u62e0\u70b9\u3068\u3057\u3066\u3001<a href=\"https:\/\/www.waseda.jp\/inst\/nextgv\/\">\u65e9\u7a32\u7530\u5927\u5b66\u81ea\u52d5\u8eca\u7814\u7a76\u6a5f\u69cb<\/a>\u306b6\u67081\u65e5\u4ed8\u3067<a href=\"https:\/\/www.waseda.jp\/inst\/nextgv\/institutes\/software-defined-vehicles\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff65\u30c7\u30d5\u30a1\u30a4\u30f3\u30c9\uff65\u30d3\u30fc\u30af\u30eb\uff08SDV\uff09\u7814\u7a76\u6240<\/a>\u3092\u8a2d\u7acb\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u5317\u4e5d\u5dde\u30ad\u30e3\u30f3\u30d1\u30b9\u306e<a href=\"https:\/\/www.waseda.jp\/fsci\/ipsrc\/\">\u60c5\u5831\u751f\u7523\u30b7\u30b9\u30c6\u30e0\u7814\u7a76\u30bb\u30f3\u30bf\u30fc<\/a>\u5185\u306b8\u67081\u65e5\u4ed8\u3067\u300cSDV\uff65\u30d5\u30a3\u30b8\u30ab\u30ebAI\u7814\u7a76\u4f1a\u300d\u3092\u8a2d\u7f6e\u3059\u308b\u4e88\u5b9a\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u7814\u7a76\u958b\u767a\u62e0\u70b9\u306e\u9023\u643a\u6d3b\u52d5\u3068\u3001\u7523\u5b98\u5b66\u9023\u643a\u306e\u7814\u7a76\u5c55\u958b\u306b\u3088\u308a\u3001\u672c\u8ab2\u984c\u306e\u66f4\u306a\u308b\u7814\u7a76\u958b\u767a\u3092\u63a8\u9032\u3057\u307e\u3059\u3002\u4e2d\u9577\u671f\u7684\u306a\u7814\u7a76\u76ee\u6a19\u3068\u3057\u3066\u3001FractalNEXT\u3092\u7528\u3044\u305f\u81ea\u52d5\u904b\u8ee2\u30c8\u30e9\u30c3\u30af\u30922030\u5e74\u307e\u3067\u306b\u6771\u4eac\uff08\u65e9\u7a32\u7530\u5927\u5b66\u897f\u65e9\u7a32\u7530\u30ad\u30e3\u30f3\u30d1\u30b9\uff09\uff5e\u798f\u5ca1\u9593\uff08\u5317\u4e5d\u5dde\u30ad\u30e3\u30f3\u30d1\u30b9\uff09\u3092\u81ea\u52d5\u904b\u8ee2\u30ec\u30d9\u30eb4\u3067\u306e\u8d70\u884c\u5b9f\u73fe\u3092\u76ee\u6307\u3057\u3001\u5fc5\u8981\u3068\u306a\u308b\u7814\u7a76\u958b\u767a\u3092\u63a8\u9032\u3057\u305f\u3044\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><strong>\u7528\u8a9e\u89e3\u8aac<\/strong><\/h3>\n<p>\u203b1 ResNet\uff08Residual Network\uff09<\/p>\n<p>\u753b\u50cf\u8a8d\u8b58\u306e\u305f\u3081\u306e\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3001\u5165\u529b\u60c5\u5831\u3092\u9014\u4e2d\u3067\u76f4\u63a5\u5f8c\u6bb5\u3078\u4f1d\u3048\u308b\u300c\u6b8b\u5dee\u63a5\u7d9a\uff08Residual Connection\uff09\u300d\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u975e\u5e38\u306b\u6df1\u3044\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3082\u9ad8\u7cbe\u5ea6\u304b\u3064\u5b89\u5b9a\u3057\u305f\u5b66\u7fd2\u3092\u53ef\u80fd\u306b\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002<\/p>\n<p>\u203b2 CIFAR-100<\/p>\n<p>\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u8a55\u4fa1\u306b\u3088\u304f\u7528\u3044\u3089\u308c\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3001100\u7a2e\u985e\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3055\u308c\u305f60,000\u679a\uff08\u5b66\u7fd2\u752850,000\u679a\u3001\u30c6\u30b9\u30c8\u752810,000\u679a\uff09\u306e32\u00d732\u30d4\u30af\u30bb\u30eb\u306e\u30ab\u30e9\u30fc\u753b\u50cf\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u203b3\u3000\u30d5\u30e9\u30af\u30bf\u30eb<\/p>\n<p>\u308f\u304b\u308a\u3084\u3059\u3044\u4f8b\u3067\u306f\u3001\u4e0b\u56f3\u306e\u3088\u3046\u306b\u4e0a\u6bb5\u306e\u521d\u671f\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u53cd\u5fa9\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u306b\u3088\u308a\u3001\u540c\u3058\u3088\u3046\u306a\u5f62\u72b6\u304c\u81f3\u308b\u3068\u3053\u308d\u306b\u73fe\u308c\u308b\u30b3\u30c3\u30db\u66f2\u7dda\u304c\u6709\u540d\u3067\u3059\u3002\u3053\u308c\u3092\u300c\u81ea\u5df1\u76f8\u4f3c\u6027\u3092\u3082\u3063\u305f\u66f2\u7dda\u300d\u3068\u3044\u3044\u307e\u3059\u3002\u30d5\u30e9\u30af\u30bf\u30eb\u306e\u8a73\u7d30\u306f\u3001\u4ee5\u4e0b\u306e\u66f8\u7c4d\u3092\u51fa\u7248\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3054\u89a7\u4e0b\u3055\u3044\u3002<\/p>\n<p>\u5bfe\u8c61\u66f8\u7c4d\uff1aMaria Petrou, Sei-ichiro Kamata, Image Processing -Dealing with Textures, 2<sup>nd<\/sup> edition, Wiley, 2021.<\/p>\n<p>\u203b4\u3000\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u5909\u63db<\/p>\n<p>\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u5909\u63db\u306f\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3084\u753b\u50cf\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u3001\u6642\u9593\u3068\u5468\u6ce2\u6570\u306e\u4e21\u65b9\u306e\u60c5\u5831\u3092\u540c\u6642\u306b\u89e3\u6790\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306f\u3001\u5168\u4f53\u306e\u5e73\u5747\u7684\u306a\u5468\u6ce2\u6570\u6210\u5206\u3057\u304b\u5206\u304b\u3089\u306a\u3044\u306e\u306b\u5bfe\u3057\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u5468\u671f\u6027\u3092\u8ffd\u3044\u304b\u3051\u3089\u308c\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<h3><strong>\u8ad6\u6587\u60c5\u5831<\/strong><\/h3>\n<p>\u96d1\u8a8c\u540d\uff1aNeural Networks<\/p>\n<p>\u8ad6\u6587\u540d\uff1aFracNeXt: Enhancing visual representation learning in sequence models with fractal wavelets<\/p>\n<p>\u57f7\u7b46\u8005\u540d\uff08\u6240\u5c5e\u6a5f\u95a2\u540d\uff09\uff1a\u9678 \u9d6c\u92d2 (\u65e9\u7a32\u7530\u5927\u5b66), <a href=\"https:\/\/w-rdb.waseda.jp\/html\/100000106_ja.html\">\u938c\u7530 \u6e05\u4e00\u90ce*(\u65e9\u7a32\u7530\u5927\u5b66)<\/a>, \u5f35 \u68a6\u96f2\u79cb (\u65e9\u7a32\u7530\u5927\u5b66)<\/p>\n<p>\u63b2\u8f09\u65e5\uff1a2026\u5e746\u67087\u65e5<\/p>\n<p>\u63b2\u8f09URL\uff1a<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0893608026006957?via%3Dihub\">https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0893608026006957?via%3Dihub<\/a><\/p>\n<p>DOI\uff1a<a href=\"https:\/\/doi.org\/10.1016\/j.neunet.2026.109234\">https:\/\/doi.org\/10.1016\/j.neunet.2026.109234<\/a><\/p>\n<p>*\uff1a\u8cac\u4efb\u8457\u8005<\/p>\n<h3><strong>\u7814\u7a76\u52a9\u6210<\/strong><\/h3>\n<p>\u7814\u7a76\u8cbb\u540d\uff1a\u65e5\u672c\u5b66\u8853\u632f\u8208\u4f1a \u79d1\u5b66\u7814\u7a76\u8cbb\u52a9\u6210\u4e8b\u696d \u57fa\u76e4\u7814\u7a76(C)<\/p>\n<p>\u7814\u7a76\u8ab2\u984c\u540d\uff1a\u5c40\u6240\u8996\u899a\u7279\u6027\u3092\u5229\u7528\u3057\u305f\u9ad8\u52b9\u7387\u753b\u50cf\u5224\u5225\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u6301\u53c2\u85ac\u5224\u5225\u3078\u306e\u5fdc\u7528<\/p>\n<p>\uff08\u8ab2\u984c\u756a\u53f7\uff1aJP24K15018\uff09<\/p>\n<p>\u7814\u7a76\u4ee3\u8868\u8005\u540d\uff08\u6240\u5c5e\u6a5f\u95a2\u540d\uff09\uff1a<a href=\"https:\/\/w-rdb.waseda.jp\/html\/100000106_ja.html\">\u938c\u7530 \u6e05\u4e00\u90ce\uff08\u65e9\u7a32\u7530\u5927\u5b66\uff09<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30d5\u30e9\u30af\u30bf\u30eb\u306b\u3088\u308b\u9ad8\u7cbe\u5ea6\u753b\u50cf\u8a8d\u8b58\u6280\u8853\u300cFractal NEXT\u300d\u3092\u958b\u767a ~\u81ea\u52d5\u904b\u8ee2\u30c8\u30e9\u30c3\u30af\u3078\u306e\u5fdc\u7528\u3078\u524d\u9032~ \u3010\u767a\u8868\u306e\u30dd\u30a4\u30f3\u30c8\u3011 \uf06c\u753b\u50cf\u8a8d\u8b58\u3067\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u308b\u3001\u7a7a\u9593\u60c5\u5831\u3084\u5468\u6ce2\u6570\u60c5\u5831\u306e\u640d\u5931\u3092\u6291\u3048\u308b\u65b0\u305f\u306a\u30d5\u30e9\u30af\u30bf\u30eb\u30fb\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":85166,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[145,178],"class_list":["post-85155","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-pressrelease","tag-research","lang-ja"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/posts\/85155","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=85155"}],"version-history":[{"count":2,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/posts\/85155\/revisions"}],"predecessor-version":[{"id":85187,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/posts\/85155\/revisions\/85187"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/media\/85166"}],"wp:attachment":[{"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/media?parent=85155"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/categories?post=85155"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/research\/wp-json\/wp\/v2\/tags?post=85155"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}