{"id":10272,"date":"2026-01-25T23:54:10","date_gmt":"2026-01-25T14:54:10","guid":{"rendered":"https:\/\/www.itblog.jp\/?p=10272"},"modified":"2026-01-25T23:55:26","modified_gmt":"2026-01-25T14:55:26","slug":"g%e6%a4%9c%e5%ae%9a%e5%8b%89%e5%bc%b7%e8%a8%98-1-25","status":"publish","type":"post","link":"https:\/\/www.itblog.jp\/?p=10272","title":{"rendered":"G\u691c\u5b9a\u52c9\u5f37\u8a18 1\/25"},"content":{"rendered":"\n

\u672c\u65e5\u306eG\u691c\u5b9a\u306e\u52c9\u5f37\u306e\u8a18\u9332\u3067\u3059\u3002<\/p>\n\n\n\n

AI\u306e\u7406\u8ad6\u306e\u3068\u3053\u308d\u306f\u96e3\u3057\u3044\u3067\u3059\u306d\u30fb\u30fb\u30fb\u3002<\/p>\n\n\n\n

ResNet\u3068\u306f<\/h2>\n\n\n\n

\u30b9\u30ad\u30c3\u30d7\u7d50\u5408\u3092\u63a1\u7528\u3057\u305f\u753b\u671f\u7684\u306a\u767a\u660e<\/p>\n\n\n\n

MS\u306e\u7814\u7a76\u8005\u304c2015\u5e74\u306b\u8ad6\u6587\u3092\u767a\u8868<\/p>\n\n\n\n

\u5c64\u304c\u6df1\u304f\u306a\u308b\u3068\u52fe\u914d\u6d88\u5931\u554f\u984c\u304c\u8d77\u304d\u3066\u7cbe\u5ea6\u304c\u60aa\u304f\u306a\u308b\u554f\u984c\u3092\u89e3\u6c7a\u3057\u305f<\/p>\n\n\n\n

DenseNet\u3068\u306f\uff1f<\/h2>\n\n\n\n

ResNet\u3092\u767a\u5c55\u3055\u305b\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3002<\/p>\n\n\n\n

\u30b3\u30fc\u30cd\u30eb\u5927\u5b66\u306e\u7814\u7a76\u8005\u306e\u8ad6\u6587(2017\u5e74)<\/p>\n\n\n\n

\u305f\u3060\u3001ResNet\u306e\u4e0a\u4f4d\u4e92\u63db\u3067\u306f\u306a\u304f\u3001ResNet\u306e\u307b\u3046\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b\u3002
ResNet \u306e\u300c\u30b9\u30ad\u30c3\u30d7\u63a5\u7d9a\u304c\u5f79\u7acb\u3064\u300d\u3068\u3044\u3046\u6d1e\u5bdf\u3092\u3055\u3089\u306b\u9032\u3081\u3001\u5168\u3066\u306e\u5c64\u3092\u524d\u306e\u3059\u3079\u3066\u306e\u5c64\u306b\u3064\u306a\u3050<\/strong>\u3068\u3044\u3046\u6975\u7aef\u306a\u8a2d\u8a08\u306b\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u52fe\u914d\u4f1d\u642c\u3084\u7279\u5fb4\u306e\u518d\u5229\u7528\u3092\u5f37\u56fa\u306b\u3057\u3001\u3088\u308a\u5c11\u306a\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u9ad8\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u307e\u3059<\/p>\n\n\n\n

LeNet<\/h2>\n\n\n\n

1989\u5e74\u306b\u8003\u6848\u3055\u308c\u305f\u3002<\/p>\n\n\n\n

NN\u306e\u5143\u7956\u3068\u3082\u3044\u308f\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

\u7573\u307f\u8fbc\u307f\u2192\u30d7\u30fc\u30ea\u30f3\u30b0\u2192\u73fe\u7d50\u5408\u5c64<\/p>\n\n\n\n

Google Net<\/h2>\n\n\n\n

2014\u5e74\u306bGoogle\u304c\u8003\u6848<\/p>\n\n\n\n

\u753b\u50cf\u306e\u30b3\u30f3\u30da\u3067\u512a\u52dd
Inception\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong>\u304c\u7279\u5fb4
\u7cbe\u5ea6\u3092\u4fdd\u3061\u3064\u3064\u3001\u8a08\u7b97\u91cf\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3092\u5927\u5e45\u306b\u524a\u6e1b<\/strong><\/p>\n\n\n\n

WideResNet<\/h2>\n\n\n\n

ResNet\u306f\u3001\u5c64\u304c\u6df1\u304f\u306a\u3063\u305f\u5834\u5408\u306e\u52fe\u914d\u6d88\u5931\u554f\u984c\u306e\u7cbe\u5ea6\u3092\u6539\u5584\u3057\u305f\u304c\u3001\u5c64\u3092\u6df1\u304f\u3059\u308b\u5fc5\u8981\u304c\u3042\u3063\u305f\u3002<\/p>\n\n\n\n

WideResNet\u306f\u3001\u30c1\u30e3\u30f3\u30cd\u30eb\u6570\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u3001\u6d45\u3044\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3067\u5b9f\u73fe\u53ef\u80fd\u306b\u306a\u3063\u305f\u3002<\/p>\n\n\n\n

MobileNet<\/h2>\n\n\n\n

2017\u5e74\u306bGoogle\u304c\u958b\u767a\u3057\u305f\u3002<\/p>\n\n\n\n

\u30b9\u30de\u30db\u306a\u3069\u306e\u30c7\u30d0\u30a4\u30b9\u3067\u3082\u52d5\u4f5c\u3059\u308b\u3088\u3046\u306b\u8efd\u91cf\u306a\u306e\u304c\u7279\u5fb4\u3002<\/p>\n\n\n\n

Depthwise Separable Convolution<\/h2>\n\n\n\n

MobileNet\u3092\u69cb\u6210\u3059\u308b\u6280\u8853\u306e\uff11\u3064
\u30c1\u30e3\u30cd\u30eb\u3054\u3068\u306b\u8a08\u7b97\u3057\u3066\u304b\u3089\u3001\u3042\u3068\u3067\u307e\u3068\u3081\u308b\u3084\u308a\u65b9<\/strong>
\u753b\u50cf\u8a8d\u8b58\u306e\u8a08\u7b97\u304c\u91cd\u3059\u304e\u3066\u3001\u30b9\u30de\u30db\u3067\u306f\u52d5\u304b\u306a\u3044<\/strong>\u3068\u3044\u3046\u554f\u984c\u3092\u89e3\u6c7a<\/p>\n\n\n\n

NAS(Neural Architecture Search)\u3068\u306f<\/h2>\n\n\n\n

\u5f37\u5316\u5b66\u7fd2\u306b\u3088\u3063\u3066\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u9020\u3092\u3042\u3089\u304b\u3058\u3081\u81ea\u52d5\u751f\u6210\u3059\u308b<\/p>\n\n\n\n

NAS\u304b\u3089\u4f5c\u3089\u308c\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/p>\n\n\n\n

NASNet<\/h2>\n\n\n\n

Google\u304cNAS\u3067\u4f5c\u3063\u305f<\/p>\n\n\n\n

\u4eba\u304c\u8a2d\u8a08\u3057\u305fCNN\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3092\u9054\u6210<\/p>\n\n\n\n

    \n
  • \u300cCell\uff08\u30bb\u30eb\uff09\u300d\u3068\u3044\u3046\u5c0f\u3055\u306a\u90e8\u54c1<\/strong>\u3092NAS\u3067\u81ea\u52d5\u8a2d\u8a08<\/li>\n\n\n\n
  • \u305d\u306e\u30bb\u30eb\u3092\u305f\u304f\u3055\u3093\u7a4d\u307f\u91cd\u306d\u3066\u5927\u304d\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3059\u308b<\/li>\n\n\n\n
  • NAS\u306e\u539f\u70b9<\/li>\n<\/ul>\n\n\n\n

    EfficientNet<\/h2>\n\n\n\n
      \n
    • NAS\u3067\u57fa\u672c\u69cb\u9020\u3092\u8a2d\u8a08<\/strong><\/li>\n\n\n\n
    • \u305d\u306e\u5f8c\u3001\u30b5\u30a4\u30ba\u306e\u62e1\u5927\u65b9\u6cd5\u3082\u7406\u8ad6\u5316<\/li>\n<\/ul>\n\n\n\n

      \u7279\u5fb4<\/strong><\/h3>\n\n\n\n
        \n
      • \u8efd\u3044<\/strong><\/li>\n\n\n\n
      • \u901f\u3044<\/strong><\/li>\n\n\n\n
      • \u7cbe\u5ea6\u304c\u9ad8\u3044<\/strong><\/li>\n<\/ul>\n\n\n\n

        \u30b9\u30de\u30db\u30fb\u30af\u30e9\u30a6\u30c9\u30fb\u7814\u7a76\u306e\u3069\u3053\u3067\u3082\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

        \u5b9f\u969b\u306e\u5229\u7528\u4f8b<\/strong><\/h3>\n\n\n\n
          \n
        • \u753b\u50cf\u5206\u985e<\/li>\n\n\n\n
        • \u533b\u7642\u753b\u50cf<\/li>\n\n\n\n
        • \u88fd\u54c1\u691c\u67fb<\/li>\n\n\n\n
        • \u9854\u8a8d\u8b58\u306e\u524d\u51e6\u7406<\/li>\n<\/ul>\n\n\n\n

          MnasNET<\/h2>\n\n\n\n

          \u30e2\u30d0\u30a4\u30eb\u6700\u9069\u5316\u3001\u30b9\u30de\u30db\u5411\u3051<\/p>\n\n\n\n

          <\/p>\n\n\n\n

          <\/p>\n\n\n\n



          <\/p>\n","protected":false},"excerpt":{"rendered":"

          \u672c\u65e5\u306eG\u691c\u5b9a\u306e\u52c9\u5f37\u306e\u8a18\u9332\u3067\u3059\u3002 AI\u306e\u7406\u8ad6\u306e\u3068\u3053\u308d\u306f\u96e3\u3057\u3044\u3067\u3059\u306d\u30fb\u30fb\u30fb\u3002 ResNet\u3068\u306f \u30b9\u30ad\u30c3\u30d7\u7d50\u5408\u3092\u63a1\u7528\u3057\u305f\u753b\u671f\u7684\u306a\u767a\u660e MS\u306e\u7814\u7a76\u8005\u304c2015\u5e74\u306b\u8ad6\u6587\u3092\u767a\u8868 \u5c64\u304c\u6df1\u304f\u306a\u308b\u3068\u52fe\u914d\u6d88\u5931\u554f\u984c\u304c\u8d77\u304d\u3066\u7cbe\u5ea6\u304c\u60aa\u304f\u306a\u308b\u554f\u984c\u3092 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[228,227,187],"tags":[225,224,226],"class_list":["post-10272","post","type-post","status-publish","format-standard","hentry","category-ai","category-g","category-187","tag-ai","tag-g","tag-226"],"_links":{"self":[{"href":"https:\/\/www.itblog.jp\/index.php?rest_route=\/wp\/v2\/posts\/10272","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.itblog.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.itblog.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.itblog.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.itblog.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10272"}],"version-history":[{"count":2,"href":"https:\/\/www.itblog.jp\/index.php?rest_route=\/wp\/v2\/posts\/10272\/revisions"}],"predecessor-version":[{"id":10275,"href":"https:\/\/www.itblog.jp\/index.php?rest_route=\/wp\/v2\/posts\/10272\/revisions\/10275"}],"wp:attachment":[{"href":"https:\/\/www.itblog.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.itblog.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10272"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.itblog.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}