{"id":8536,"date":"2024-06-27T13:10:04","date_gmt":"2024-06-27T04:10:04","guid":{"rendered":"https:\/\/airimaq.kyushu-u.ac.jp\/?p=8536"},"modified":"2024-07-30T16:30:10","modified_gmt":"2024-07-30T07:30:10","slug":"development-of-artistic-representation-methods-with-perceptual-substitution-systems-using-machine-learning-uncertainty","status":"publish","type":"post","link":"https:\/\/airimaq.kyushu-u.ac.jp\/en\/topics\/resaearch-results\/development-of-artistic-representation-methods-with-perceptual-substitution-systems-using-machine-learning-uncertainty\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u7528\u3044\u305f\u77e5\u899a\u7f6e\u63db\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308b\u82b8\u8853\u8868\u73fe\u65b9\u6cd5\u306e\u958b\u767a"},"content":{"rendered":"<div class=\"u-show-for-ja\" lang=\"ja\" data-modified=\"2024-07-30\">\n<p style=\"text-align: right;\"><strong><span 1=\"\">\u82b8\u8853\u5de5\u5b66\u7814\u7a76\u9662\uff0f\u7267\u91ce\u8c4a \u51c6\u6559\u6388<\/span><\/strong><\/p>\n<p><strong>\u7814\u7a76\u5185\u5bb9<\/strong><\/p>\n<p>\u672c\u7814\u7a76\u306e\u76ee\u7684\u306f\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u306e\u518d\u73fe\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u8aa4\u8a8d\u3084\u30d0\u30a4\u30a2\u30b9\u306a\u3069\u306e\u4e0d\u78ba\u5b9f\u6027\u8981\u7d20\u3092\u5229\u7528\u3057\u305f\u77e5\u899a\u7f6e\u63db\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u3001\u305d\u308c\u3092\u88c5\u7740\u3057\u305f\u4eba\u9593\u306b\u8a98\u767a\u3055\u308c\u308b\u77e5\u899a\u4f53\u9a13\u306e\u4f5c\u54c1\u3068\u3057\u3066\u306e\u63d0\u793a\u3067\u3042\u308b\u3002\u521d\u5e74\u5ea6\u306b\u306f\u8996\u899a\u60c5\u5831\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u306e\u305f\u3081\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u3067\u898b\u3089\u308c\u308bVisual Drifting\u3068\u3044\u3046\u7269\u3084\u98a8\u666f\u304c\u6b6a\u3080\u73fe\u8c61\u3092\u518d\u73fe\u3092\u304a\u3053\u306a\u3063\u305f\u3002\u5b9f\u88c5\u306b\u306fTouchDesigner\u3092\u7528\u3044\u3001\u30b9\u30c6\u30ec\u30aa\u30ab\u30e1\u30e9\u304b\u3089\u306e\u6620\u50cf\u3092\u70b9\u7fa4\u306b\u5909\u63db\u3057\u3001\u30ce\u30a4\u30ba\u306a\u3069\u306b\u3088\u308a\u63fa\u3089\u304e\u3092\u4e0e\u3048\u305f\u4e0a\u3067\u30d8\u30c3\u30c9\u30de\u30a6\u30f3\u30c8\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\uff08HMD\uff09\u3078\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6620\u3057\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u3063\u305f\uff08\u56f31\uff09\u3002<\/p>\n<details>\n<summary><strong><span style=\"color: #0000ff; font-size: 2;\">\u7d9a\u304d\u3092\u8aad\u3080<\/span><\/strong><\/summary>\n<p>\u6700\u7d42\u5e74\u5ea6\u306b\u306f\u3001\u8074\u899a\u60c5\u5831\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u4e2d\u5fc3\u306b\u884c\u3044\u3001\u30d5\u30e9\u30f3\u30b9\u56fd\u7acb\u97f3\u97ff\u97f3\u697d\u7814\u7a76\u6240\uff08IRCAM)\u3067\u958b\u767a\u3055\u308c\u305fRealtime Audio Variational autoEncoder(RAVE)\u3068\u3044\u3046\u97f3\u8272\u5909\u63db\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u884c\u3063\u305f\u3002\u65e5\u672c\u8a9e\u3001\u82f1\u8a9e\u3001\u304a\u3088\u3073\u74b0\u5883\u97f3\u3092\u65e5\u672c\u8a9e\u307e\u305f\u306f\u82f1\u8a9e\u30b3\u30fc\u30d1\u30b9\u306b\u3088\u3063\u3066\u5b66\u7fd2\u3055\u305b\u305f\u30e2\u30c7\u30eb\u3067\u5909\u63db\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u8a00\u8a9e\u3067\u306e\u6291\u63da\u3084\u30ea\u30ba\u30e0\u306a\u3069\u305d\u306e\u8a00\u8a9e\u3089\u3057\u3055\u3092\u4fdd\u6301\u3057\u305f\u307e\u307e\u3001\u610f\u5473\u3092\u6301\u305f\u306a\u3044\u8a00\u8a9e\u3089\u3057\u304d\u97f3\u58f0\u306e\u751f\u6210\u3059\u308b\u97f3\u58f0\u5408\u6210\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u5b8c\u6210\u3057\u305f\uff08\u8868\uff11\uff09\u3002\u3053\u308c\u3089\u3092\u7d71\u5408\u3057\u305f\u77e5\u899a\u7f6e\u63db\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d8\u30c3\u30c9\u30de\u30a6\u30f3\u30c8\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\uff08HTC Vive Pro 2\uff09\u3001\u30b9\u30c6\u30ec\u30aa\u30ab\u30e1\u30e9\uff08StereoLabs ZED Mini)\u3001\u30ce\u30a4\u30ba\u30ad\u30e3\u30f3\u30bb\u30ea\u30f3\u30b0\u30d8\u30c3\u30c9\u30db\u30f3\uff08ose QC2\uff09\u3001\u304a\u3088\u3073\u30d0\u30a4\u30ce\u30fc\u30e9\u30eb\u30de\u30a4\u30af\uff08Primo EM172\uff09\u306b\u3088\u308a\u69cb\u6210\u3055\u308c\uff08\u56f32\uff09\u3001\u8457\u8005\u306e\u4f53\u9a13\u578b\u4f5c\u54c1\u3067\u3042\u308b\u300cConfabulation\u300d\u306b\u7d44\u307f\u8fbc\u307e\u308c\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-1024x134.png\" alt=\"\" width=\"640\" height=\"84\" class=\"alignnone size-large wp-image-8652\" srcset=\"https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-1024x134.png 1024w, https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-300x39.png 300w, https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-768x100.png 768w, https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-18x2.png 18w, https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04.png 1224w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u8868\uff11\u3000\u8981\u7d20\u97f3\u304b\u3089\u76ee\u7684\u97f3\u3078\u306e\u5909\u63db<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u7814\u7a76\u6210\u679c<\/strong><\/p>\n<p>\u4eca\u56de\u958b\u767a\u3057\u305f\u8074\u899a\u60c5\u5831\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u591a\u69d8\u306a\u8a00\u8a9e\u30b3\u30fc\u30d1\u30b9\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u3055\u3089\u306b\u8907\u96d1\u306a\u751f\u6210\u7684\u97f3\u58f0\u5408\u6210\u304c\u53ef\u80fd\u3068\u306a\u308b\u3068\u3068\u3082\u306b\u3001\u643a\u5e2f\u578b\u3067\u3042\u308b\u305f\u3081\u65e5\u5e38\u306e\u74b0\u5883\u5185\u3067\u306e\u4f53\u9a13\u578b\u4f5c\u54c1\u3068\u3057\u3066\u306e\u63d0\u793a\u304c\u53ef\u80fd\u3068\u306a\u3063\u305f\u3002\u307e\u305f\u3001\u5f93\u6765\u306e\u7cbe\u795e\u533b\u5b66\u3084\u8a8d\u77e5\u79d1\u5b66\u5206\u91ce\u3067\u306e\u5e7b\u899a\u4f53\u9a13\u306e\u7814\u7a76\u3067\u306f\u3001\u60a3\u8005\u672c\u4eba\u306b\u3088\u308b\u8a00\u8a9e\u7684\u306a\u8a18\u8ff0\u3084\u3001\u30b9\u30b1\u30c3\u30c1\u306a\u3069\u306b\u983c\u3089\u3056\u308b\u3092\u5f97\u306a\u304b\u3063\u305f\u304c\u3001\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u4e3b\u89b3\u7684\u4f53\u9a13\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002\u6700\u7d42\u5e74\u5ea6\u672b\u306b\u306f\u7814\u7a76\u5354\u529b\u8005\u306e\u5fb3\u4e95\u76f4\u751f\u3001\u9234\u6728\u5553\u4ecb\u4e21\u6c0f\u3092\u62db\u304d\u4e5d\u5dde\u5927\u5b66\u5927\u6a4b\u30ad\u30e3\u30f3\u30d1\u30b9\u306b\u3066\u6700\u7d42\u5831\u544a\u4f1a\u3068\u3068\u3082\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u6620\u50cf\u30fb\u97f3\u97ff\u4fe1\u53f7\u5408\u6210\u6280\u8853\u306e\u82b8\u8853\u8868\u73fe\u304a\u3088\u3073\u8a8d\u77e5\u79d1\u5b66\u3078\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3092\u958b\u50ac\u3057\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b8c\u4e86\u3057\u305f\u3002<\/p>\n<p><strong>\u672c\u7814\u7a76\u306e\u4eca\u5f8c\u306e\u5c55\u671b<\/strong><\/p>\n<p>\u4eca\u5f8c\u306f\u3001\u7814\u7a76\u5354\u529b\u8005\u3068\u3057\u3066\u53c2\u52a0\u3059\u308bJST CREST\u300c\u77e5\u899a\u3068\u611f\u60c5\u3092\u5a92\u4ecb\u3059\u308b\u8a8d\u77e5\u30d5\u30a3\u30fc\u30ea\u30f3\u30b0\u306e\u539f\u7406\u89e3\u660e\u300d\uff08\u7814\u7a76\u4ee3\u8868\u8005\uff1a\u9577\u4e95\u5fd7\u6c5f\uff09\u304a\u3088\u3073\u5b66\u8853\u5909\u9769\u9818\u57df\u7814\u7a76\uff08A\uff09\u516c\u52df\u7814\u7a76\uff08\u7814\u7a76\u4ee3\u8868\u8005\uff1a\u9234\u6728\u5553\u4ecb\uff09\u306b\u3066\u4e3b\u89b3\u7684\u5e7b\u8074\u4f53\u9a13\u306e\u7814\u7a76\u30fb\u4f5c\u54c1\u5236\u4f5c\u3092\u7d99\u7d9a\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u4e3b\u89b3\u7684\u5e7b\u8074\u4f53\u9a13\u306e\u5171\u6709\u65b9\u6cd5\u304a\u3088\u3073\u4f53\u9a13\u306b\u591a\u69d8\u6027\u3092\u3082\u305f\u3089\u3059\u82b8\u8853\u8868\u73fe\u65b9\u6cd5\u3092\u63a2\u7a76\u3059\u308b\u3002 \u7814\u7a76\u5354\u529b\u8005\u9234\u6728\u5553\u4ecb(\u5317\u6d77\u9053\u5927\u5b66\u4eba\u9593\u77e5\u30fb\u8133\u30fbAI\u7814\u7a76\u6559\u80b2\u30bb\u30f3\u30bf\u30fc\u3001\u51c6\u6559\u6388\uff09\u5fb3\u4e95\u76f4\u751f\uff08\u682a\u5f0f\u4f1a\u793eQosmo\u3001CEO\uff09\u5bae\u4e0b\u6075\u592a\uff08\u4e5d\u5dde\u5927\u5b66\u82b8\u8853\u5de5\u5b66\u7814\u7a76\u9662\u3001\u30c6\u30af\u30cb\u30ab\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff09<\/p>\n<div style=\"border: solid 1px; border-left: solid 8px; padding: 20px; font-size: 100%;\">\n<p><strong>\u878d\u5408\u5206\u91ce<\/strong><br \/>\u82b8\u8853\u8868\u73fe\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u610f\u8b58\u79d1\u5b66\u3001\u8eab\u4f53\u6027\u8a8d\u77e5\u79d1\u5b66<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<div style=\"border: solid 1px; border-left: solid 8px; padding: 20px; font-size: 100%;\">\n<p><strong>\u30ad\u30fc\u30ef\u30fc\u30c9<\/strong><br \/>\u5e7b\u8996\u3001\u5e7b\u8074\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u3001\u6a5f\u68b0\u5b66\u7fd2<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/c3fceacebd05680e9fbfb0c9af43c3ec.pdf\" rel=\"noopener\" target=\"_blank\">\u30dd\u30b9\u30bf\u30fc\u306f\u3053\u3061\u3089<\/a><\/details>\n<\/div>\n<div class=\"u-show-for-en\" lang=\"en\" data-modified=\"2024-07-30\">\n<p style=\"text-align: right;\"><strong><span 1=\"\">Yutaka Makino, Associate Professor, Faculty of Design<\/span><\/strong><\/p>\n<p><strong>\u7814\u7a76\u5185\u5bb9<\/strong><\/p>\n<p>\u672c\u7814\u7a76\u306e\u76ee\u7684\u306f\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u306e\u518d\u73fe\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u8aa4\u8a8d\u3084\u30d0\u30a4\u30a2\u30b9\u306a\u3069\u306e\u4e0d\u78ba\u5b9f\u6027\u8981\u7d20\u3092\u5229\u7528\u3057\u305f\u77e5\u899a\u7f6e\u63db\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u3001\u305d\u308c\u3092\u88c5\u7740\u3057\u305f\u4eba\u9593\u306b\u8a98\u767a\u3055\u308c\u308b\u77e5\u899a\u4f53\u9a13\u306e\u4f5c\u54c1\u3068\u3057\u3066\u306e\u63d0\u793a\u3067\u3042\u308b\u3002\u521d\u5e74\u5ea6\u306b\u306f\u8996\u899a\u60c5\u5831\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u306e\u305f\u3081\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u3067\u898b\u3089\u308c\u308bVisual Drifting\u3068\u3044\u3046\u7269\u3084\u98a8\u666f\u304c\u6b6a\u3080\u73fe\u8c61\u3092\u518d\u73fe\u3092\u304a\u3053\u306a\u3063\u305f\u3002\u5b9f\u88c5\u306b\u306fTouchDesigner\u3092\u7528\u3044\u3001\u30b9\u30c6\u30ec\u30aa\u30ab\u30e1\u30e9\u304b\u3089\u306e\u6620\u50cf\u3092\u70b9\u7fa4\u306b\u5909\u63db\u3057\u3001\u30ce\u30a4\u30ba\u306a\u3069\u306b\u3088\u308a\u63fa\u3089\u304e\u3092\u4e0e\u3048\u305f\u4e0a\u3067\u30d8\u30c3\u30c9\u30de\u30a6\u30f3\u30c8\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\uff08HMD\uff09\u3078\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6620\u3057\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u3063\u305f\uff08\u56f31\uff09\u3002<\/p>\n<details>\n<summary><strong><span style=\"color: #0000ff; font-size: 2;\">\u7d9a\u304d\u3092\u8aad\u3080<\/span><\/strong><\/summary>\n<p>\u6700\u7d42\u5e74\u5ea6\u306b\u306f\u3001\u8074\u899a\u60c5\u5831\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u4e2d\u5fc3\u306b\u884c\u3044\u3001\u30d5\u30e9\u30f3\u30b9\u56fd\u7acb\u97f3\u97ff\u97f3\u697d\u7814\u7a76\u6240\uff08IRCAM)\u3067\u958b\u767a\u3055\u308c\u305fRealtime Audio Variational autoEncoder(RAVE)\u3068\u3044\u3046\u97f3\u8272\u5909\u63db\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u884c\u3063\u305f\u3002\u65e5\u672c\u8a9e\u3001\u82f1\u8a9e\u3001\u304a\u3088\u3073\u74b0\u5883\u97f3\u3092\u65e5\u672c\u8a9e\u307e\u305f\u306f\u82f1\u8a9e\u30b3\u30fc\u30d1\u30b9\u306b\u3088\u3063\u3066\u5b66\u7fd2\u3055\u305b\u305f\u30e2\u30c7\u30eb\u3067\u5909\u63db\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u8a00\u8a9e\u3067\u306e\u6291\u63da\u3084\u30ea\u30ba\u30e0\u306a\u3069\u305d\u306e\u8a00\u8a9e\u3089\u3057\u3055\u3092\u4fdd\u6301\u3057\u305f\u307e\u307e\u3001\u610f\u5473\u3092\u6301\u305f\u306a\u3044\u8a00\u8a9e\u3089\u3057\u304d\u97f3\u58f0\u306e\u751f\u6210\u3059\u308b\u97f3\u58f0\u5408\u6210\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u5b8c\u6210\u3057\u305f\uff08\u8868\uff11\uff09\u3002\u3053\u308c\u3089\u3092\u7d71\u5408\u3057\u305f\u77e5\u899a\u7f6e\u63db\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d8\u30c3\u30c9\u30de\u30a6\u30f3\u30c8\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\uff08HTC Vive Pro 2\uff09\u3001\u30b9\u30c6\u30ec\u30aa\u30ab\u30e1\u30e9\uff08StereoLabs ZED Mini)\u3001\u30ce\u30a4\u30ba\u30ad\u30e3\u30f3\u30bb\u30ea\u30f3\u30b0\u30d8\u30c3\u30c9\u30db\u30f3\uff08ose QC2\uff09\u3001\u304a\u3088\u3073\u30d0\u30a4\u30ce\u30fc\u30e9\u30eb\u30de\u30a4\u30af\uff08Primo EM172\uff09\u306b\u3088\u308a\u69cb\u6210\u3055\u308c\uff08\u56f32\uff09\u3001\u8457\u8005\u306e\u4f53\u9a13\u578b\u4f5c\u54c1\u3067\u3042\u308b\u300cConfabulation\u300d\u306b\u7d44\u307f\u8fbc\u307e\u308c\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-1024x134.png\" alt=\"\" width=\"640\" height=\"84\" class=\"alignnone size-large wp-image-8652\" srcset=\"https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-1024x134.png 1024w, https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-300x39.png 300w, https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-768x100.png 768w, https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04-18x2.png 18w, https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/maino04.png 1224w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u8868\uff11\u3000\u8981\u7d20\u97f3\u304b\u3089\u76ee\u7684\u97f3\u3078\u306e\u5909\u63db<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u7814\u7a76\u6210\u679c<\/strong><\/p>\n<p>\u4eca\u56de\u958b\u767a\u3057\u305f\u8074\u899a\u60c5\u5831\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u591a\u69d8\u306a\u8a00\u8a9e\u30b3\u30fc\u30d1\u30b9\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u3055\u3089\u306b\u8907\u96d1\u306a\u751f\u6210\u7684\u97f3\u58f0\u5408\u6210\u304c\u53ef\u80fd\u3068\u306a\u308b\u3068\u3068\u3082\u306b\u3001\u643a\u5e2f\u578b\u3067\u3042\u308b\u305f\u3081\u65e5\u5e38\u306e\u74b0\u5883\u5185\u3067\u306e\u4f53\u9a13\u578b\u4f5c\u54c1\u3068\u3057\u3066\u306e\u63d0\u793a\u304c\u53ef\u80fd\u3068\u306a\u3063\u305f\u3002\u307e\u305f\u3001\u5f93\u6765\u306e\u7cbe\u795e\u533b\u5b66\u3084\u8a8d\u77e5\u79d1\u5b66\u5206\u91ce\u3067\u306e\u5e7b\u899a\u4f53\u9a13\u306e\u7814\u7a76\u3067\u306f\u3001\u60a3\u8005\u672c\u4eba\u306b\u3088\u308b\u8a00\u8a9e\u7684\u306a\u8a18\u8ff0\u3084\u3001\u30b9\u30b1\u30c3\u30c1\u306a\u3069\u306b\u983c\u3089\u3056\u308b\u3092\u5f97\u306a\u304b\u3063\u305f\u304c\u3001\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u4e3b\u89b3\u7684\u4f53\u9a13\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002\u6700\u7d42\u5e74\u5ea6\u672b\u306b\u306f\u7814\u7a76\u5354\u529b\u8005\u306e\u5fb3\u4e95\u76f4\u751f\u3001\u9234\u6728\u5553\u4ecb\u4e21\u6c0f\u3092\u62db\u304d\u4e5d\u5dde\u5927\u5b66\u5927\u6a4b\u30ad\u30e3\u30f3\u30d1\u30b9\u306b\u3066\u6700\u7d42\u5831\u544a\u4f1a\u3068\u3068\u3082\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u6620\u50cf\u30fb\u97f3\u97ff\u4fe1\u53f7\u5408\u6210\u6280\u8853\u306e\u82b8\u8853\u8868\u73fe\u304a\u3088\u3073\u8a8d\u77e5\u79d1\u5b66\u3078\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3092\u958b\u50ac\u3057\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b8c\u4e86\u3057\u305f\u3002<\/p>\n<p><strong>\u672c\u7814\u7a76\u306e\u4eca\u5f8c\u306e\u5c55\u671b<\/strong><\/p>\n<p>\u4eca\u5f8c\u306f\u3001\u7814\u7a76\u5354\u529b\u8005\u3068\u3057\u3066\u53c2\u52a0\u3059\u308bJST CREST\u300c\u77e5\u899a\u3068\u611f\u60c5\u3092\u5a92\u4ecb\u3059\u308b\u8a8d\u77e5\u30d5\u30a3\u30fc\u30ea\u30f3\u30b0\u306e\u539f\u7406\u89e3\u660e\u300d\uff08\u7814\u7a76\u4ee3\u8868\u8005\uff1a\u9577\u4e95\u5fd7\u6c5f\uff09\u304a\u3088\u3073\u5b66\u8853\u5909\u9769\u9818\u57df\u7814\u7a76\uff08A\uff09\u516c\u52df\u7814\u7a76\uff08\u7814\u7a76\u4ee3\u8868\u8005\uff1a\u9234\u6728\u5553\u4ecb\uff09\u306b\u3066\u4e3b\u89b3\u7684\u5e7b\u8074\u4f53\u9a13\u306e\u7814\u7a76\u30fb\u4f5c\u54c1\u5236\u4f5c\u3092\u7d99\u7d9a\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u4e3b\u89b3\u7684\u5e7b\u8074\u4f53\u9a13\u306e\u5171\u6709\u65b9\u6cd5\u304a\u3088\u3073\u4f53\u9a13\u306b\u591a\u69d8\u6027\u3092\u3082\u305f\u3089\u3059\u82b8\u8853\u8868\u73fe\u65b9\u6cd5\u3092\u63a2\u7a76\u3059\u308b\u3002 \u7814\u7a76\u5354\u529b\u8005\u9234\u6728\u5553\u4ecb(\u5317\u6d77\u9053\u5927\u5b66\u4eba\u9593\u77e5\u30fb\u8133\u30fbAI\u7814\u7a76\u6559\u80b2\u30bb\u30f3\u30bf\u30fc\u3001\u51c6\u6559\u6388\uff09\u5fb3\u4e95\u76f4\u751f\uff08\u682a\u5f0f\u4f1a\u793eQosmo\u3001CEO\uff09\u5bae\u4e0b\u6075\u592a\uff08\u4e5d\u5dde\u5927\u5b66\u82b8\u8853\u5de5\u5b66\u7814\u7a76\u9662\u3001\u30c6\u30af\u30cb\u30ab\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff09<\/p>\n<div style=\"border: solid 1px; border-left: solid 8px; padding: 20px; font-size: 100%;\">\n<p><strong>\u878d\u5408\u5206\u91ce<\/strong><br \/>\u82b8\u8853\u8868\u73fe\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u610f\u8b58\u79d1\u5b66\u3001\u8eab\u4f53\u6027\u8a8d\u77e5\u79d1\u5b66<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<div style=\"border: solid 1px; border-left: solid 8px; padding: 20px; font-size: 100%;\">\n<p><strong>\u30ad\u30fc\u30ef\u30fc\u30c9<\/strong><br \/>\u5e7b\u8996\u3001\u5e7b\u8074\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u3001\u6a5f\u68b0\u5b66\u7fd2<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/c3fceacebd05680e9fbfb0c9af43c3ec.pdf\" rel=\"noopener\" target=\"_blank\">\u30dd\u30b9\u30bf\u30fc\u306f\u3053\u3061\u3089<\/a><\/details>\n<\/div>\n<div class=\"hide postmeta acf-field\" data-modified=\"2024-07-30\">\n<dl data-key=\"acf\">\n<dt data-field-name=\"acf_singular_common_field\">\u5171\u901a\u30d5\u30a3\u30fc\u30eb\u30c9<\/dt>\n<dd data-field-type=\"group\">\n<dl data-key=\"field_609a34f585497\">\n<dt data-field-name=\"page_title\">\u30da\u30fc\u30b8\u30bf\u30a4\u30c8\u30eb<\/dt>\n<dd data-field-type=\"group\">\n<dl data-key=\"field_609a350285498\">\n<dt data-field-name=\"en\">\u82f1\u8a9e\u30bf\u30a4\u30c8\u30eb<\/dt>\n<dd data-field-type=\"text\">\nDevelopment of Artistic Representation Methods with Perceptual Substitution Systems Using Machine Learning Uncertainty\n   <\/dd>\n<\/dl>\n<\/dd>\n<\/dl>\n<\/dd>\n<dt data-field-name=\"acf_redirect_field\">\u8868\u793a\u8a2d\u5b9a\u30d5\u30a3\u30fc\u30eb\u30c9<\/dt>\n<dd data-field-type=\"group\">\n<dl data-key=\"field_62fdf1ceb446b\">\n<dt data-field-name=\"redirect\">\u76f4\u30ea\u30f3\u30af<\/dt>\n<dd data-field-type=\"group\">\n<dl data-key=\"field_62fdf391b446e\">\n  <\/dl>\n<\/dd>\n<\/dl>\n<\/dd>\n<dt data-field-name=\"acf_post_field\">\u6295\u7a3f\u30d5\u30a3\u30fc\u30eb\u30c9<\/dt>\n<dd data-field-type=\"group\">\n<dl data-key=\"field_60a10964d0bbd\">\n<dt data-field-name=\"category\">\u30ab\u30c6\u30b4\u30ea\u30fc<\/dt>\n<dd data-field-type=\"taxonomy\">\n<ul data-key=\"field_60a109ecd0bc1\">\n<li data-key=\"0\">\n61\n   <\/li>\n<\/ul>\n<\/dd>\n<dt data-field-name=\"content\">\u672c\u6587<\/dt>\n<dd data-field-type=\"group\">\n<dl data-key=\"field_60a10995d0bbe\">\n<dt data-field-name=\"ja\">\u65e5\u672c\u8a9e\u672c\u6587<\/dt>\n<dd data-field-type=\"wysiwyg\">\n&lt;p style=&quot;text-align: right;&quot;&gt;&lt;strong&gt;&lt;span 1=&quot;&quot;&gt;\u82b8\u8853\u5de5\u5b66\u7814\u7a76\u9662\uff0f\u7267\u91ce\u8c4a \u51c6\u6559\u6388&lt;\/span&gt;&lt;\/strong&gt;&lt;\/p&gt;<br \/>\n&lt;p&gt;&lt;strong&gt;\u7814\u7a76\u5185\u5bb9&lt;\/strong&gt;&lt;br \/&gt;&lt;\/p&gt;<br \/>\n&lt;p&gt;\u672c\u7814\u7a76\u306e\u76ee\u7684\u306f\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u306e\u518d\u73fe\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u8aa4\u8a8d\u3084\u30d0\u30a4\u30a2\u30b9\u306a\u3069\u306e\u4e0d\u78ba\u5b9f\u6027\u8981\u7d20\u3092\u5229\u7528\u3057\u305f\u77e5\u899a\u7f6e\u63db\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u3001\u305d\u308c\u3092\u88c5\u7740\u3057\u305f\u4eba\u9593\u306b\u8a98\u767a\u3055\u308c\u308b\u77e5\u899a\u4f53\u9a13\u306e\u4f5c\u54c1\u3068\u3057\u3066\u306e\u63d0\u793a\u3067\u3042\u308b\u3002\u521d\u5e74\u5ea6\u306b\u306f\u8996\u899a\u60c5\u5831\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u306e\u305f\u3081\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u3067\u898b\u3089\u308c\u308bVisual 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autoEncoder(RAVE)\u3068\u3044\u3046\u97f3\u8272\u5909\u63db\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u884c\u3063\u305f\u3002\u65e5\u672c\u8a9e\u3001\u82f1\u8a9e\u3001\u304a\u3088\u3073\u74b0\u5883\u97f3\u3092\u65e5\u672c\u8a9e\u307e\u305f\u306f\u82f1\u8a9e\u30b3\u30fc\u30d1\u30b9\u306b\u3088\u3063\u3066\u5b66\u7fd2\u3055\u305b\u305f\u30e2\u30c7\u30eb\u3067\u5909\u63db\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u8a00\u8a9e\u3067\u306e\u6291\u63da\u3084\u30ea\u30ba\u30e0\u306a\u3069\u305d\u306e\u8a00\u8a9e\u3089\u3057\u3055\u3092\u4fdd\u6301\u3057\u305f\u307e\u307e\u3001\u610f\u5473\u3092\u6301\u305f\u306a\u3044\u8a00\u8a9e\u3089\u3057\u304d\u97f3\u58f0\u306e\u751f\u6210\u3059\u308b\u97f3\u58f0\u5408\u6210\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u5b8c\u6210\u3057\u305f\uff08\u8868\uff11\uff09\u3002\u3053\u308c\u3089\u3092\u7d71\u5408\u3057\u305f\u77e5\u899a\u7f6e\u63db\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d8\u30c3\u30c9\u30de\u30a6\u30f3\u30c8\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\uff08HTC 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\/>\n&lt;p&gt;&lt;strong&gt;\u7814\u7a76\u6210\u679c&lt;\/strong&gt;&lt;br \/&gt;&lt;\/p&gt;<br 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\/>\n&lt;p&gt;&lt;strong&gt;\u672c\u7814\u7a76\u306e\u4eca\u5f8c\u306e\u5c55\u671b&lt;\/strong&gt;&lt;br \/&gt;&lt;\/p&gt;<br \/>\n&lt;p&gt;\u4eca\u5f8c\u306f\u3001\u7814\u7a76\u5354\u529b\u8005\u3068\u3057\u3066\u53c2\u52a0\u3059\u308bJST 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\u7814\u7a76\u5354\u529b\u8005\u9234\u6728\u5553\u4ecb(\u5317\u6d77\u9053\u5927\u5b66\u4eba\u9593\u77e5\u30fb\u8133\u30fbAI\u7814\u7a76\u6559\u80b2\u30bb\u30f3\u30bf\u30fc\u3001\u51c6\u6559\u6388\uff09\u5fb3\u4e95\u76f4\u751f\uff08\u682a\u5f0f\u4f1a\u793eQosmo\u3001CEO\uff09\u5bae\u4e0b\u6075\u592a\uff08\u4e5d\u5dde\u5927\u5b66\u82b8\u8853\u5de5\u5b66\u7814\u7a76\u9662\u3001\u30c6\u30af\u30cb\u30ab\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff09&lt;\/p&gt;<br \/>\n&lt;div style=&quot;border: solid 1px; border-left: solid 8px; padding: 20px; font-size: 100%;&quot;&gt;<br \/>\n&lt;p&gt;&lt;strong&gt;\u878d\u5408\u5206\u91ce&lt;\/strong&gt;&lt;br \/&gt;\u82b8\u8853\u8868\u73fe\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u610f\u8b58\u79d1\u5b66\u3001\u8eab\u4f53\u6027\u8a8d\u77e5\u79d1\u5b66&lt;\/p&gt;<br \/>\n&lt;\/div&gt;<br \/>\n&lt;p&gt;&nbsp;&lt;\/p&gt;<br \/>\n&lt;div style=&quot;border: solid 1px; border-left: solid 8px; padding: 20px; font-size: 100%;&quot;&gt;<br \/>\n&lt;p&gt;&lt;strong&gt;\u30ad\u30fc\u30ef\u30fc\u30c9&lt;\/strong&gt;&lt;br \/&gt;\u5e7b\u8996\u3001\u5e7b\u8074\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u3001\u6a5f\u68b0\u5b66\u7fd2&lt;br \/&gt;&lt;\/p&gt;<br \/>\n&lt;\/div&gt;<br \/>\n&lt;p&gt;&nbsp;&lt;\/p&gt;<br \/>\n&lt;a href=&quot;https:\/\/airimaq.kyushu-u.ac.jp\/_cms_dir\/uploads\/2024\/06\/c3fceacebd05680e9fbfb0c9af43c3ec.pdf&quot; rel=&quot;noopener&quot; target=&quot;_blank&quot;&gt;\u30dd\u30b9\u30bf\u30fc\u306f\u3053\u3061\u3089&lt;\/a&gt;&lt;\/details&gt;\n   <\/dd>\n<dt data-field-name=\"en\">\u82f1\u8a9e\u672c\u6587<\/dt>\n<dd data-field-type=\"wysiwyg\">\n&lt;p style=&quot;text-align: right;&quot;&gt;&lt;strong&gt;&lt;span 1=&quot;&quot;&gt;Yutaka Makino, Associate Professor, Faculty of Design&lt;\/span&gt;&lt;\/strong&gt;&lt;\/p&gt;<br \/>\n&lt;p&gt;&lt;strong&gt;\u7814\u7a76\u5185\u5bb9&lt;\/strong&gt;&lt;br \/&gt;&lt;\/p&gt;<br \/>\n&lt;p&gt;\u672c\u7814\u7a76\u306e\u76ee\u7684\u306f\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u306e\u518d\u73fe\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u8aa4\u8a8d\u3084\u30d0\u30a4\u30a2\u30b9\u306a\u3069\u306e\u4e0d\u78ba\u5b9f\u6027\u8981\u7d20\u3092\u5229\u7528\u3057\u305f\u77e5\u899a\u7f6e\u63db\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u3001\u305d\u308c\u3092\u88c5\u7740\u3057\u305f\u4eba\u9593\u306b\u8a98\u767a\u3055\u308c\u308b\u77e5\u899a\u4f53\u9a13\u306e\u4f5c\u54c1\u3068\u3057\u3066\u306e\u63d0\u793a\u3067\u3042\u308b\u3002\u521d\u5e74\u5ea6\u306b\u306f\u8996\u899a\u60c5\u5831\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u306e\u305f\u3081\u3001\u5909\u6027\u610f\u8b58\u4f53\u9a13\u3067\u898b\u3089\u308c\u308bVisual 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