{"id":476170,"date":"2023-08-09T07:26:52","date_gmt":"2023-08-09T07:26:52","guid":{"rendered":""},"modified":"2023-09-05T11:12:10","modified_gmt":"2023-09-05T11:12:10","slug":"capsnet","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/capsnet\/","title":{"rendered":"\u30ad\u30e3\u30c3\u30d7\u30b9\u30cd\u30c3\u30c8"},"content":{"rendered":"<p>CapsNet (Capsule Network \u306e\u7565) \u306f\u3001\u753b\u50cf\u5185\u306e\u968e\u5c64\u7684\u306a\u7a7a\u9593\u95a2\u4fc2\u3084\u8996\u70b9\u306e\u5909\u5316\u3092\u51e6\u7406\u3059\u308b\u5f93\u6765\u306e\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u306e\u9650\u754c\u306e\u3044\u304f\u3064\u304b\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u9769\u65b0\u7684\u306a\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u30022017 \u5e74\u306b Geoffrey Hinton \u6c0f\u3068\u305d\u306e\u30c1\u30fc\u30e0\u306b\u3088\u3063\u3066\u63d0\u6848\u3055\u308c\u305f CapsNet \u306f\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u7269\u4f53\u691c\u51fa\u3001\u59ff\u52e2\u63a8\u5b9a\u30bf\u30b9\u30af\u3092\u6539\u5584\u3059\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>CapsNet\u306e\u8d77\u6e90\u3068\u305d\u306e\u6700\u521d\u306e\u8a00\u53ca\u306e\u6b74\u53f2<\/h2>\n<p>\u30ab\u30d7\u30bb\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u30012017 \u5e74\u306b Geoffrey Hinton\u3001Sara Sabour\u3001Geoffrey E. Hinton \u304c\u57f7\u7b46\u3057\u305f\u300c\u30ab\u30d7\u30bb\u30eb\u9593\u306e\u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u300d\u3068\u3044\u3046\u7814\u7a76\u8ad6\u6587\u3067\u521d\u3081\u3066\u7d39\u4ecb\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u8ad6\u6587\u3067\u306f\u3001\u7a7a\u9593\u968e\u5c64\u306e\u51e6\u7406\u306b\u304a\u3051\u308b CNN \u306e\u9650\u754c\u3068\u3001\u3053\u308c\u3089\u306e\u6b20\u70b9\u3092\u514b\u670d\u3067\u304d\u308b\u65b0\u3057\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5fc5\u8981\u6027\u306b\u3064\u3044\u3066\u6982\u8aac\u3057\u307e\u3057\u305f\u3002\u30ab\u30d7\u30bb\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u306b\u5bfe\u3057\u3066\u3088\u308a\u751f\u7269\u5b66\u306b\u7740\u60f3\u3092\u5f97\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3059\u308b\u6f5c\u5728\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u63d0\u793a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<h2>CapsNet\u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831\u3002\u30c8\u30d4\u30c3\u30af\u306e\u62e1\u5f35CapsNet<\/h2>\n<p>CapsNet \u306f\u3001\u300c\u30ab\u30d7\u30bb\u30eb\u300d\u3068\u547c\u3070\u308c\u308b\u65b0\u3057\u3044\u30bf\u30a4\u30d7\u306e\u30cb\u30e5\u30fc\u30e9\u30eb \u30e6\u30cb\u30c3\u30c8\u3092\u5c0e\u5165\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u65b9\u5411\u3001\u4f4d\u7f6e\u3001\u30b9\u30b1\u30fc\u30eb\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u8868\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30ab\u30d7\u30bb\u30eb\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u3055\u307e\u3056\u307e\u306a\u90e8\u5206\u3068\u305d\u308c\u3089\u306e\u95a2\u4fc2\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u3088\u308a\u5805\u7262\u306a\u7279\u5fb4\u8868\u73fe\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b9\u30ab\u30e9\u30fc\u51fa\u529b\u3092\u4f7f\u7528\u3059\u308b\u5f93\u6765\u306e\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306f\u7570\u306a\u308a\u3001\u30ab\u30d7\u30bb\u30eb\u306f\u30d9\u30af\u30c8\u30eb\u3092\u51fa\u529b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d9\u30af\u30c8\u30eb\u306b\u306f\u3001\u5927\u304d\u3055 (\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u304c\u5b58\u5728\u3059\u308b\u78ba\u7387) \u3068\u65b9\u5411 (\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u72b6\u614b) \u306e\u4e21\u65b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ab\u30d7\u30bb\u30eb\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5185\u90e8\u69cb\u9020\u306b\u95a2\u3059\u308b\u8cb4\u91cd\u306a\u60c5\u5831\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3067\u304d\u308b\u305f\u3081\u3001CNN \u306e\u500b\u3005\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3088\u308a\u3082\u591a\u304f\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>CapsNet \u306e\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001\u7570\u306a\u308b\u30ec\u30a4\u30e4\u30fc\u306e\u30ab\u30d7\u30bb\u30eb\u9593\u306e\u901a\u4fe1\u3092\u5bb9\u6613\u306b\u3059\u308b\u300c\u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u300d\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002\u3053\u306e\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0 \u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u4e0b\u4f4d\u30ec\u30d9\u30eb\u306e\u30ab\u30d7\u30bb\u30eb (\u57fa\u672c\u7684\u306a\u6a5f\u80fd\u3092\u8868\u3059) \u3068\u4e0a\u4f4d\u30ec\u30d9\u30eb\u306e\u30ab\u30d7\u30bb\u30eb (\u8907\u96d1\u306a\u6a5f\u80fd\u3092\u8868\u3059) \u9593\u306e\u63a5\u7d9a\u3092\u5f37\u5316\u3057\u3001\u3088\u308a\u512a\u308c\u305f\u4e00\u822c\u5316\u3068\u8996\u70b9\u306e\u4e0d\u5909\u6027\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/p>\n<h2>CapsNet\u306e\u5185\u90e8\u69cb\u9020\u3002CapsNet\u306e\u4ed5\u7d44\u307f<\/h2>\n<p>CapsNet \u306f\u8907\u6570\u306e\u30ab\u30d7\u30bb\u30eb\u5c64\u3067\u69cb\u6210\u3055\u308c\u3066\u304a\u308a\u3001\u5404\u30ab\u30d7\u30bb\u30eb\u5c64\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7279\u5b9a\u306e\u5c5e\u6027\u3092\u691c\u51fa\u3057\u3066\u8868\u73fe\u3059\u308b\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068\u30c7\u30b3\u30fc\u30c0\u30fc\u3068\u3044\u3046 2 \u3064\u306e\u4e3b\u8981\u90e8\u5206\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc: \u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306f\u3001\u8907\u6570\u306e\u7573\u307f\u8fbc\u307f\u5c64\u3068\u305d\u308c\u306b\u7d9a\u304f\u30d7\u30e9\u30a4\u30de\u30ea \u30ab\u30d7\u30bb\u30eb\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d7\u30e9\u30a4\u30de\u30ea \u30ab\u30d7\u30bb\u30eb\u306f\u3001\u30a8\u30c3\u30b8\u3084\u30b3\u30fc\u30ca\u30fc\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u7279\u5fb4\u3092\u691c\u51fa\u3059\u308b\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002\u5404\u30d7\u30e9\u30a4\u30de\u30ea \u30ab\u30d7\u30bb\u30eb\u306f\u3001\u7279\u5b9a\u306e\u7279\u5fb4\u306e\u5b58\u5728\u3068\u65b9\u5411\u3092\u8868\u3059\u30d9\u30af\u30c8\u30eb\u3092\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p>\u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0: \u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u4e0b\u4f4d\u30ec\u30d9\u30eb\u306e\u30ab\u30d7\u30bb\u30eb\u3068\u4e0a\u4f4d\u30ec\u30d9\u30eb\u306e\u30ab\u30d7\u30bb\u30eb\u9593\u306e\u5408\u610f\u3092\u8a08\u7b97\u3057\u3066\u3001\u3088\u308a\u9069\u5207\u306a\u63a5\u7d9a\u3092\u78ba\u7acb\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u4e0a\u4f4d\u30ec\u30d9\u30eb\u306e\u30ab\u30d7\u30bb\u30eb\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u3055\u307e\u3056\u307e\u306a\u90e8\u5206\u9593\u306e\u610f\u5473\u306e\u3042\u308b\u30d1\u30bf\u30fc\u30f3\u3068\u95a2\u4fc2\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p>\u30c7\u30b3\u30fc\u30c0\u30fc: \u30c7\u30b3\u30fc\u30c0\u30fc \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001CapsNet \u306e\u51fa\u529b\u3092\u4f7f\u7528\u3057\u3066\u5165\u529b\u753b\u50cf\u3092\u518d\u69cb\u7bc9\u3057\u307e\u3059\u3002\u3053\u306e\u518d\u69cb\u7bc9\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3088\u308a\u512a\u308c\u305f\u6a5f\u80fd\u3092\u5b66\u7fd2\u3057\u3001\u518d\u69cb\u7bc9\u30a8\u30e9\u30fc\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3066\u3001\u5168\u4f53\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>CapsNet\u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u5206\u6790<\/h2>\n<p>CapsNet \u306f\u3001\u5f93\u6765\u306e CNN \u3068\u306f\u7570\u306a\u308b\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u968e\u5c64\u7684\u8868\u73fe<\/strong>CapsNet \u306e\u30ab\u30d7\u30bb\u30eb\u306f\u968e\u5c64\u7684\u306a\u95a2\u4fc2\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u5185\u306e\u8907\u96d1\u306a\u7a7a\u9593\u69cb\u6210\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8996\u70b9\u306e\u4e0d\u5909\u6027<\/strong>: \u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0 \u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3088\u308a\u3001CapsNet \u306f\u8996\u70b9\u306e\u5909\u5316\u306b\u5bfe\u3057\u3066\u3088\u308a\u5805\u7262\u306b\u306a\u308a\u3001\u59ff\u52e2\u63a8\u5b9a\u3084 3D \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8a8d\u8b58\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u904e\u5270\u9069\u5408\u306e\u524a\u6e1b<\/strong>CapsNet \u306e\u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u904e\u5270\u9069\u5408\u3092\u6291\u5236\u3057\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306e\u4e00\u822c\u5316\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7269\u4f53\u90e8\u5206\u306e\u8a8d\u8b58\u7cbe\u5ea6\u306e\u5411\u4e0a<\/strong>: \u30ab\u30d7\u30bb\u30eb\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u3055\u307e\u3056\u307e\u306a\u90e8\u5206\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001CapsNet \u304c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u90e8\u5206\u3092\u52b9\u679c\u7684\u306b\u8a8d\u8b58\u3057\u3066\u7279\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>CapsNet\u306e\u7a2e\u985e<\/h2>\n<p>\u30ab\u30d7\u30bb\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u8981\u7d20\u306b\u57fa\u3065\u3044\u3066\u5206\u985e\u3067\u304d\u307e\u3059\u3002\u6ce8\u76ee\u3059\u3079\u304d\u30bf\u30a4\u30d7\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u6a19\u6e96 CapsNet<\/strong>: Geoffrey Hinton \u6c0f\u3068\u305d\u306e\u30c1\u30fc\u30e0\u306b\u3088\u3063\u3066\u63d0\u6848\u3055\u308c\u305f\u30aa\u30ea\u30b8\u30ca\u30eb\u306e CapsNet \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5408\u610f\u306b\u3088\u308b\u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0 (DRA)<\/strong>: \u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6539\u5584\u3057\u3066\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3068\u53ce\u675f\u306e\u9ad8\u901f\u5316\u3092\u5b9f\u73fe\u3059\u308b\u30d0\u30ea\u30a2\u30f3\u30c8\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u52d5\u7684\u7573\u307f\u8fbc\u307f\u30ab\u30d7\u30bb\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>: \u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u5c02\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f CapsNet \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30ab\u30d7\u30bb\u30ebGAN<\/strong>: \u753b\u50cf\u5408\u6210\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e CapsNet \u3068 Generative Adversarial Networks (GAN) \u306e\u7d44\u307f\u5408\u308f\u305b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>NLP \u7528\u30ab\u30d7\u30bb\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>: \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e CapsNet \u306e\u9069\u5fdc\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>CapsNet\u306e\u4f7f\u3044\u65b9\u3001\u4f7f\u7528\u4e0a\u306e\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56<\/h2>\n<p>\u30ab\u30d7\u30bb\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3055\u307e\u3056\u307e\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30bf\u30b9\u30af\u3067\u6709\u671b\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u753b\u50cf\u306e\u5206\u985e<\/strong>CapsNet \u306f\u3001CNN \u3068\u6bd4\u8f03\u3057\u3066\u3001\u753b\u50cf\u5206\u985e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u7af6\u4e89\u529b\u306e\u3042\u308b\u7cbe\u5ea6\u3092\u9054\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7269\u4f53\u691c\u51fa<\/strong>CapsNet \u306e\u968e\u5c64\u7684\u8868\u73fe\u306f\u3001\u6b63\u78ba\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4f4d\u7f6e\u7279\u5b9a\u306b\u5f79\u7acb\u3061\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u59ff\u52e2\u63a8\u5b9a<\/strong>CapsNet \u306e\u8996\u70b9\u4e0d\u5909\u6027\u306b\u3088\u308a\u59ff\u52e2\u63a8\u5b9a\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u62e1\u5f35\u73fe\u5b9f\u3084\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u3078\u306e\u5fdc\u7528\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<p>CapsNet \u306b\u306f\u591a\u304f\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3082\u62b1\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u8a08\u7b97\u96c6\u7d04\u578b<\/strong>: \u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u306f\u8a08\u7b97\u8ca0\u8377\u304c\u9ad8\u304f\u3001\u52b9\u7387\u7684\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u307e\u305f\u306f\u6700\u9069\u5316\u6280\u8853\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9650\u3089\u308c\u305f\u7814\u7a76<\/strong>: CapsNet \u306f\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u6982\u5ff5\u3067\u3042\u308b\u305f\u3081\u3001\u7814\u7a76\u304c\u9032\u884c\u4e2d\u3067\u3042\u308a\u3001\u3055\u3089\u306b\u8abf\u67fb\u3068\u6539\u826f\u304c\u5fc5\u8981\u306a\u9818\u57df\u304c\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u8981\u4ef6<\/strong>: \u30ab\u30d7\u30bb\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u5f93\u6765\u306e CNN \u306b\u6bd4\u3079\u3066\u3088\u308a\u591a\u304f\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u305f\u3061\u306f CapsNet \u3092\u3088\u308a\u5b9f\u7528\u7684\u3067\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u3044\u3082\u306e\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u306e\u6539\u5584\u306b\u7a4d\u6975\u7684\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<h2>\u4e3b\u306a\u7279\u5fb4\u3068\u305d\u306e\u4ed6\u306e\u985e\u4f3c\u7528\u8a9e\u3068\u306e\u6bd4\u8f03\u3092\u8868\u3068\u30ea\u30b9\u30c8\u306e\u5f62\u5f0f\u3067\u793a\u3057\u307e\u3059\u3002<\/h2>\n<p>CapsNet \u3068\u4ed6\u306e\u4e00\u822c\u7684\u306a\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u6bd4\u8f03\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7279\u6027<\/th>\n<th>\u30ad\u30e3\u30c3\u30d7\u30b9\u30cd\u30c3\u30c8<\/th>\n<th>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN)<\/th>\n<th>\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (RNN)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u968e\u5c64\u7684\u8868\u73fe<\/td>\n<td>\u306f\u3044<\/td>\n<td>\u9650\u5b9a<\/td>\n<td>\u9650\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u8996\u70b9\u306e\u4e0d\u5909\u6027<\/td>\n<td>\u306f\u3044<\/td>\n<td>\u3044\u3044\u3048<\/td>\n<td>\u3044\u3044\u3048<\/td>\n<\/tr>\n<tr>\n<td>\u9023\u7d9a\u30c7\u30fc\u30bf\u306e\u51e6\u7406<\/td>\n<td>\u3044\u3044\u3048\uff08\u4e3b\u306b\u753b\u50cf\u7528\uff09<\/td>\n<td>\u306f\u3044<\/td>\n<td>\u306f\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u8907\u96d1<\/td>\n<td>\u4e2d\u7a0b\u5ea6\u304b\u3089\u9ad8\u7a0b\u5ea6<\/td>\n<td>\u9069\u5ea6<\/td>\n<td>\u9069\u5ea6<\/td>\n<\/tr>\n<tr>\n<td>\u30e1\u30e2\u30ea\u8981\u4ef6<\/td>\n<td>\u9ad8\u3044<\/td>\n<td>\u4f4e\u3044<\/td>\n<td>\u9ad8\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u8981\u4ef6<\/td>\n<td>\u6bd4\u8f03\u7684\u9ad8\u3044<\/td>\n<td>\u9069\u5ea6<\/td>\n<td>\u9069\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>CapsNet\u306b\u95a2\u9023\u3059\u308b\u5c06\u6765\u306e\u5c55\u671b\u3068\u6280\u8853<\/h2>\n<p>\u30ab\u30d7\u30bb\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u3084\u305d\u306e\u4ed6\u306e\u95a2\u9023\u5206\u91ce\u306e\u5c06\u6765\u306b\u5927\u304d\u306a\u671f\u5f85\u304c\u5bc4\u305b\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u7814\u7a76\u8005\u306f\u3001CapsNet \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u52b9\u7387\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u5411\u4e0a\u306b\u7d99\u7d9a\u7684\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u4eca\u5f8c\u306e\u958b\u767a\u306e\u53ef\u80fd\u6027\u3068\u3057\u3066\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u6539\u5584\u3055\u308c\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong>: \u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u7279\u5b9a\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306e\u9769\u65b0\u7684\u306a\u8a2d\u8a08\u3092\u5099\u3048\u305f\u65b0\u3057\u3044 CapsNet \u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>: CapsNet \u306e\u52b9\u7387\u7684\u306a\u8a08\u7b97\u306e\u305f\u3081\u306e\u5c02\u7528\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u958b\u767a\u306b\u3088\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u5b9f\u7528\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30d3\u30c7\u30aa\u5206\u6790\u306e\u305f\u3081\u306eCapsNet<\/strong>: CapsNet \u3092\u62e1\u5f35\u3057\u3066\u3001\u30d3\u30c7\u30aa\u306a\u3069\u306e\u9023\u7d9a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u306e\u8a8d\u8b58\u3068\u8ffd\u8de1\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8ee2\u79fb\u5b66\u7fd2<\/strong>: \u8ee2\u79fb\u5b66\u7fd2\u30bf\u30b9\u30af\u306b\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e CapsNet \u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u81a8\u5927\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306e\u5fc5\u8981\u6027\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc\u306e\u4f7f\u7528\u65b9\u6cd5\u3084CapsNet\u3068\u306e\u95a2\u9023\u4ed8\u3051\u65b9\u6cd5<\/h2>\n<p>\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001Capsule \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u958b\u767a\u3068\u5c55\u958b\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u95a2\u9023\u4ed8\u3051\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u53ce\u96c6<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u8996\u70b9\u3084\u80cc\u666f\u3092\u6301\u3064 CapsNet \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u306a\u3001\u591a\u69d8\u3067\u5206\u6563\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4e26\u5217\u51e6\u7406<\/strong>CapsNet \u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u8a08\u7b97\u8ca0\u8377\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u8907\u6570\u306e\u30b5\u30fc\u30d0\u30fc\u306b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u5206\u6563\u3057\u3001\u3088\u308a\u9ad8\u901f\u306a\u30e2\u30c7\u30eb \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001CapsNet \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u4f7f\u7528\u3055\u308c\u308b\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30b0\u30ed\u30fc\u30d0\u30eb\u5c55\u958b<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001CapsNet \u3092\u5229\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4e16\u754c\u4e2d\u306b\u5c55\u958b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u4f4e\u9045\u5ef6\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u8ee2\u9001\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u95a2\u9023\u30ea\u30f3\u30af<\/h2>\n<p>Capsule Networks (CapsNet) \u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ol>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1710.09829\" target=\"_new\" rel=\"noopener nofollow\">\u30aa\u30ea\u30b8\u30ca\u30eb\u8ad6\u6587: \u30ab\u30d7\u30bb\u30eb\u9593\u306e\u52d5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/blog.acolyer.org\/2017\/11\/13\/dynamic-routing-between-capsules\/\" target=\"_new\" rel=\"noopener nofollow\">\u30d6\u30ed\u30b0: \u30ab\u30d7\u30bb\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u63a2\u7d22<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/Sarasra\/models\/tree\/master\/research\/capsules\" target=\"_new\" rel=\"noopener nofollow\">GitHub \u30ea\u30dd\u30b8\u30c8\u30ea: \u30ab\u30d7\u30bb\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5b9f\u88c5<\/a><\/li>\n<\/ol>\n<p>CapsNet \u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u3084\u305d\u306e\u4ed6\u306e\u5206\u91ce\u306e\u672a\u6765\u3092\u4e00\u5909\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u73fe\u5728\u9032\u884c\u4e2d\u306e\u7814\u7a76\u3068\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u3063\u3066\u3001\u3053\u306e\u6709\u671b\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u65b0\u305f\u306a\u9053\u304c\u958b\u304b\u308c\u308b\u3053\u3068\u306f\u9593\u9055\u3044\u3042\u308a\u307e\u305b\u3093\u3002Capsule Networks \u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u3068\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067 AI \u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>","protected":false},"featured_media":467826,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476170","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>CapsNet: Revolutionizing Neural Networks for Vision Tasks<\/mark>","faq_items":[{"question":"What is CapsNet?","answer":"<p>CapsNet, short for Capsule Network, is a revolutionary neural network architecture designed to overcome the limitations of traditional convolutional neural networks (CNNs) in processing hierarchical spatial relationships and viewpoint variations in images. It introduces capsules as neural units, enabling more informative and robust feature representation.<\/p>"},{"question":"How did CapsNet originate?","answer":"<p>CapsNet was introduced in a research paper titled \"Dynamic Routing Between Capsules\" by Geoffrey Hinton, Sara Sabour, and Geoffrey E. Hinton in 2017. The paper addressed the need for a new architecture to handle spatial hierarchies in images, leading to the creation of Capsule Networks.<\/p>"},{"question":"How does CapsNet work?","answer":"<p>CapsNet comprises multiple layers of capsules, each responsible for detecting and representing specific attributes of an object. The dynamic routing algorithm facilitates communication between capsules in different layers, promoting better generalization and viewpoint invariance. The architecture includes an encoder to capture basic features, dynamic routing for better connections, and a decoder for image reconstruction.<\/p>"},{"question":"What are the key features of CapsNet?","answer":"<p>CapsNet offers hierarchical representation, viewpoint invariance, reduced overfitting, and better object part recognition. Capsules encode magnitude and orientation information, providing a richer representation than scalar outputs in traditional neural networks.<\/p>"},{"question":"What types of CapsNet exist?","answer":"<p>Several types of CapsNet have emerged, including standard CapsNet, Dynamic Routing by Agreement (DRA) variants, Dynamic Convolutional Capsule Networks for image segmentation, CapsuleGAN for image synthesis, and Capsule Networks adapted for NLP tasks.<\/p>"},{"question":"How can CapsNet be used?","answer":"<p>CapsNet can be used in various computer vision tasks, including image classification, object detection, and pose estimation. It shows promise in augmented reality, robotics, and video analysis.<\/p>"},{"question":"What are the challenges with CapsNet?","answer":"<p>CapsNet can be computationally intensive, requiring efficient hardware or optimization techniques. It may also demand more training data compared to traditional CNNs. However, ongoing research aims to address these challenges and improve the architecture's practicality.<\/p>"},{"question":"How can proxy servers be associated with CapsNet?","answer":"<p>Proxy servers play a crucial role in supporting CapsNet development and deployment. They aid in data collection, parallel processing for training, privacy and security of sensitive data, and global deployment of CapsNet-powered applications.<\/p>"},{"question":"What is the future outlook for CapsNet?","answer":"<p>Capsule Networks hold great promise for computer vision and beyond. The future may bring improved architectures, hardware acceleration, CapsNet for video analysis, and more applications across diverse industries. The ongoing research and innovations will continue to advance this revolutionary technology.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/476170","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/476170\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/467826"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=476170"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}