{"id":78,"date":"2018-12-28T15:41:08","date_gmt":"2018-12-28T06:41:08","guid":{"rendered":"http:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/?page_id=78"},"modified":"2023-03-02T17:42:14","modified_gmt":"2023-03-02T08:42:14","slug":"neuromorphic","status":"publish","type":"page","link":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/neuromorphic\/","title":{"rendered":"Neuromorphic Engineering and Computing"},"content":{"rendered":"\n<p><strong>1. \u751f\u4f53\u306e\u8996\u899a\u7cfb\u306b\u5b66\u3093\u3060\u7d44\u307f\u8fbc\u307f\u8996\u899a\u30b7\u30b9\u30c6\u30e0<\/strong><\/p>\n\n\n\n<p style=\"text-align:left\"><strong>\uff3b\u6982\u8981\uff3d<\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size\">\u751f\u4f53\u306e\u7db2\u819c\u306b\u306f\u5916\u754c\u306e\u4e09\u6b21\u5143\u69cb\u9020\u3092\u53cd\u6620\u3057\u305f\u4e8c\u6b21\u5143\u50cf\u304c\u6295\u5f71\u3055\u308c\u307e\u3059\u3002\u8996\u899a\u3068\u306f\u3001\u773c\u5e95\u306b\u6295\u5f71\u3055\u308c\u305f\u4e8c\u6b21\u5143\u7db2\u819c\u50cf\u304b\u3089\u76ee\u306e\u524d\u306e\u4e09\u6b21\u5143\u4e16\u754c\u3092\u89e3\u91c8\u3059\u308b\u60c5\u5831\u51e6\u7406\u904e\u7a0b\u3067\u3059\u3002\u3053\u306e\u610f\u5473\u3067\u751f\u4f53\u306e\u8996\u899a\u7cfb\u306f\u3001\u5916\u754c\u306e\u69d8\u5b50\u3092\u304d\u3081\u7d30\u304b\u304f\u3001\u8272\u518d\u73fe\u6027\u304c\u9ad8\u304f\u5207\u308a\u51fa\u3059\u3053\u3068\u306e\u3067\u304d\u308b\u30c7\u30b8\u30bf\u30eb\u30ab\u30e1\u30e9\u7b49\u306e\u64ae\u50cf\u88c5\u7f6e\u3068\u306f\u3001\u76ee\u7684\u304c\u7570\u306a\u308b\u60c5\u5831\u51e6\u7406\u88c5\u7f6e\u3067\u3042\u308a\u3001\u305d\u306e\u8a2d\u8a08\u539f\u7406\u3082\u7570\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u56fd\u9632\u9ad8\u7b49\u7814\u7a76\u8a08\u753b\u5c40 (DARPA) \u306b\u3088\u308b\u30ed\u30dc\u30c3\u30c8\u30ab\u30fc\u30ec\u30fc\u30b9(DARPA \u30b0\u30e9\u30f3\u30c9\u30fb\u30c1\u30e3\u30ec\u30f3\u30b8) \u306b\u53c2\u52a0\u3057\u305f \u81ea\u5f8b\u578b\u30ed\u30dc\u30c3\u30c8\u30ab\u30fc\u306f\u7d041kW \u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u8a08\u7b97\u306b\u304b\u304b\u308b\u3053\u3068\u306b\u6bd4\u3079\u3066\u3001\u30cf\u30c1\u306f\u6570 10\u03bcW \u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u3067\u8996\u899a\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059(*)\u3002\u672c\u7814\u7a76\u5ba4\u3067\u306f\u751f\u4f53\u306e\u8996\u899a\u795e\u7d4c\u56de\u8def\u306e\u8a08\u7b97\u539f\u7406\u3084\u8a2d\u8a08\u6307\u91dd\u3092\u624b\u672c\u3068\u3059\u308b\u7814\u7a76\u3092\u884c\u3044\u307e\u3059\u3002<br><br>(*)<a href=\"http:\/\/sensors.ini.uzh.ch\/home.html\">Liu, S. C., &amp; Delbruck, T.<\/a> (2010). <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0959438810000450\">Neuromorphic sensory systems<\/a>. Current opinion in neurobiology, 20(3), 288-295.<\/p>\n\n\n\n<p class=\"has-small-font-size\">\u8ab2\u984c\u3084\u30ad\u30fc\u30ef\u30fc\u30c9\uff1a<br>FPGA \u306b\u3088\u308b\u30a4\u30e1\u30fc\u30b8\u30bb\u30f3\u30b5\u53ca\u3073\u8996\u899a\u60c5\u5831\u51e6\u7406\u30e2\u30c7\u30eb\u6f14\u7b97\u7528\u56de\u8def\u306e\u958b\u767a\u3001\u751f\u4f53\u8996\u899a\u7cfb\u306e\u51e6\u7406\u3092\u898f\u7bc4\u3068\u3057\u305f\u51e6\u7406\u6a5f\u69cb\u306e\u63d0\u6848\u3001\u751f\u4f53\u8996\u899a\u795e\u7d4c\u56de\u8def\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30a4\u30e1\u30fc\u30b8\u306e\u518d\u73fe\u3001<a href=\"https:\/\/en.wikipedia.org\/wiki\/Color_constancy\">\u8272\u6052\u5e38\u6027<\/a>\u3001\u660e\u308b\u3055\u6052\u5e38\u6027\u3001<a href=\"https:\/\/en.wikipedia.org\/wiki\/Adaptation_(eye)\">\u9806\u5fdc\u6a5f\u69cb<\/a> etc&#8230;<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"273\" src=\"http:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2018\/12\/neuromorphic-1-1024x273.png\" alt=\"\" class=\"wp-image-266\" srcset=\"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2018\/12\/neuromorphic-1-1024x273.png 1024w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2018\/12\/neuromorphic-1-300x80.png 300w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2018\/12\/neuromorphic-1-768x205.png 768w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2018\/12\/neuromorphic-1-1080x288.png 1080w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2018\/12\/neuromorphic-1.png 1464w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<p><strong> <\/strong><br><\/p>\n\n\n\n<p><strong>2. \u751f\u7269\u306e\u773c\u306e\u52d5\u304d\u3092\u518d\u73fe\u3059\u308b\u773c\u7403\u30ed\u30dc\u30c3\u30c8\u306e\u958b\u767a<\/strong><\/p>\n\n\n\n<p><strong>\uff3b\u6982\u8981\uff3d<\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size\">\u751f\u4f53\u306f\u8996\u899a\u60c5\u5831\u3067\u7a7a\u9593\u8a8d\u77e5\u3092\u884c\u3046\u969b\u3001\u305d\u306e\u60c5\u5831\u51e6\u7406\u306b\u795e\u7d4c\u7cfb\u3060\u3051\u3067\u306a\u304f\u7a4d\u6975\u7684\u306b\u773c\u7403\u904b\u52d5\u3092\u6d3b\u7528\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u793a\u5506\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u7814\u7a76\u3067\u306f\u5bfe\u8c61\u7269\u3092\u6ce8\u8996\u3057\u3066\u3044\u308b\u969b\u306b\u751f\u3058\u308b\u56fa\u8996\u5fae\u52d5\u3068\u547c\u3070\u308c\u308b\u5fae\u5c0f\u306a\u632f\u52d5\u6027\u306e\u773c\u7403\u904b\u52d5\u306b\u7740\u76ee\u3057\u307e\u3059\u3002\u56fa\u8996\u5fae\u52d5\u306f\u8996\u899a\u6a5f\u80fd\u3068\u306e\u95a2\u4fc2\u6027\u304c\u6d3b\u767a\u306b\u8b70\u8ad6\u3055\u308c\u3066\u304a\u308a\u3001\u4f8b\u3048\u3070\u7d30\u304b\u3044\u5f62\u72b6\u306e\u7269\u4f53\u306e\u8a8d\u8b58\u8ab2\u984c\u3067\u3001\u795e\u7d4c\u7cfb\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u9650\u754c\u3092\u8d85\u3048\u308b\u30a4\u30e1\u30fc\u30b8\u30f3\u30b0\u6027\u80fd\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u308b\u3068\u793a\u5506\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3042\u308b\u6642\u523b\u306b\u304a\u3044\u3066\u5916\u754c\u3092\u53d7\u5149\u7d20\u5b50\u306b\u3088\u3063\u3066\u7a7a\u9593\u7684\u306b\u6a19\u672c\u5316\u3057\u305f\u60c5\u5831\u3060\u3051\u3067\u306a\u304f\u3001\u6642\u7a7a\u9593\u7684\u306a\u60c5\u5831\u3092\u89e3\u6790\u306b\u5229\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u7814\u7a76\u3067\u306f\u56fa\u8996\u5fae\u52d5\u306e\u305f\u3081\u306e\u5fae\u52d5\u5149\u5b66\u7cfb\u3092\u8a2d\u8a08\u3057\u3001\u751f\u4f53\u8996\u899a\u7cfb\u898f\u7bc4\u578b\u30d5\u30ec\u30fc\u30e0\u30ec\u30b9\u30ab\u30e1\u30e9\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u773c-\u8996\u899a\u7cfb\u898f\u7bc4\u578b\u30ed\u30dc\u30c3\u30c8\u30d3\u30b8\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u69cb\u7bc9\u3057\u305f\u30ed\u30dc\u30c3\u30c8\u30d3\u30b8\u30e7\u30f3\u306b\u3088\u308a\u3001\u56fa\u8996\u5fae\u52d5\u3068\u60c5\u5831\u51e6\u7406\u6a5f\u69cb\u3092\u5354\u50cd\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u6ce8\u8996\u4e2d\u306e\u5bfe\u8c61\u7269\u306e\u7a7a\u9593\u89e3\u50cf\u5ea6\u306e\u5411\u4e0a\u3084\u4e21\u773c\u88c5\u7f6e\u306b\u3088\u308a\u5965\u884c\u304d\u7cbe\u5ea6\u306e\u5411\u4e0a\u304c\u671b\u3081\u308b\u304b\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/image.png\" alt=\"\" class=\"wp-image-810\" width=\"500\" height=\"112\" srcset=\"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/image.png 999w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/image-300x67.png 300w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/image-768x171.png 768w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption><br><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/image-1.png\" alt=\"\" class=\"wp-image-811\" width=\"485\" height=\"197\" srcset=\"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/image-1.png 646w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/image-1-300x122.png 300w\" sizes=\"(max-width: 485px) 100vw, 485px\" \/><\/figure>\n\n\n\n<p><strong>3. \u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u578b\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u306e\u958b\u767a\u3068\u305d\u306e\u5fdc\u7528<\/strong><\/p>\n\n\n\n<p><strong>\uff3b\u6982\u8981\uff3d<\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size\">\u751f\u4f53\u6a21\u5023\u578b\u8996\u899a\u30bb\u30f3\u30b5\u3068\u3057\u3066\u4e8b\u8c61\u99c6\u52d5\u578b\u30bb\u30f3\u30b5\uff08\u30a4\u30d9\u30f3\u30c8\u30d9\u30fc\u30b9\u30c9\u30ab\u30e1\u30e9\/Event Based Vision\uff0c\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u30ab\u30e1\u30e9\uff09\u304c\u3042\u308a\u307e\u3059\uff0e\u7279\u5fb4\u306f\u9ad8\u901f\uff0c\u4f4e\u9045\u5ef6\uff0c\u9ad8\u52b9\u7387\u3067\u3042\u308a\u300c\u52d5\u304d\u300d\u3092\u6349\u3048\u308b\u30bb\u30f3\u30b5\u3068\u3057\u3066\uff0c\u7523\u696d\u5fdc\u7528\u304c\u691c\u8a0e\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u672c\u30b0\u30eb\u30fc\u30d7\u3067\u306f\u30a4\u30d9\u30f3\u30c8\u30d9\u30fc\u30b9\u30c9\u30ab\u30e1\u30e9\u3068\u30b9\u30d1\u30a4\u30ad\u30f3\u30b0\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08SNN\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u578b\u30bb\u30f3\u30b7\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3068\u305d\u306e\u5fdc\u7528\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\uff0e(<a href=\"https:\/\/www.prophesee.ai\/\">prophesee<\/a>\/<a href=\"https:\/\/inivation.com\/\">iniVation<\/a>)<br><br><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/yaskawa-1024x711.png\" alt=\"\" class=\"wp-image-842\" width=\"512\" height=\"356\" srcset=\"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/yaskawa-1024x711.png 1024w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/yaskawa-300x208.png 300w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/yaskawa-768x533.png 768w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/yaskawa-1080x750.png 1080w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/yaskawa.png 1424w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/8df00163ba5983d0e3fe341dc6537c3f-1024x226.png\" alt=\"\" class=\"wp-image-813\" width=\"512\" height=\"113\" srcset=\"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/8df00163ba5983d0e3fe341dc6537c3f-1024x226.png 1024w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/8df00163ba5983d0e3fe341dc6537c3f-300x66.png 300w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/8df00163ba5983d0e3fe341dc6537c3f-768x169.png 768w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/8df00163ba5983d0e3fe341dc6537c3f-1080x238.png 1080w, https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-content\/uploads\/2020\/12\/8df00163ba5983d0e3fe341dc6537c3f.png 1380w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/figure>\n\n\n\n<p>\u2192&nbsp;<a href=\"http:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/research\/\">Research<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u751f\u4f53\u306e\u8996\u899a\u7cfb\u306b\u5b66\u3093\u3060\u7d44\u307f\u8fbc\u307f\u8996\u899a\u30b7\u30b9\u30c6\u30e0 \uff3b\u6982\u8981\uff3d \u751f\u4f53\u306e\u7db2\u819c\u306b\u306f\u5916\u754c\u306e\u4e09\u6b21\u5143\u69cb\u9020\u3092\u53cd\u6620\u3057\u305f\u4e8c\u6b21\u5143\u50cf\u304c\u6295\u5f71\u3055\u308c\u307e\u3059\u3002\u8996\u899a\u3068\u306f\u3001\u773c\u5e95\u306b\u6295\u5f71\u3055\u308c\u305f\u4e8c\u6b21\u5143\u7db2\u819c\u50cf\u304b\u3089\u76ee\u306e\u524d\u306e\u4e09\u6b21\u5143\u4e16\u754c\u3092\u89e3\u91c8\u3059\u308b\u60c5\u5831\u51e6\u7406\u904e\u7a0b\u3067\u3059\u3002\u3053\u306e\u610f\u5473\u3067 &hellip; <a href=\"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/neuromorphic\/\" class=\"more-link\"><span class=\"screen-reader-text\">Neuromorphic Engineering and Computing<\/span> \u306e\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-json\/wp\/v2\/pages\/78"}],"collection":[{"href":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-json\/wp\/v2\/comments?post=78"}],"version-history":[{"count":49,"href":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-json\/wp\/v2\/pages\/78\/revisions"}],"predecessor-version":[{"id":976,"href":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-json\/wp\/v2\/pages\/78\/revisions\/976"}],"wp:attachment":[{"href":"https:\/\/www.brain.kyutech.ac.jp\/~s-yasukawa\/wp-json\/wp\/v2\/media?parent=78"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}