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Exercise classification using CNN with image frames produced from time-series motion data
http://hdl.handle.net/10258/00009646
http://hdl.handle.net/10258/000096460bf88d7f-92ca-47f9-a732-9969124ecafd
名前 / ファイル | ライセンス | アクション |
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jrnal_4_1_18-21 (730.3 kB)
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Item type | 学術雑誌論文 / Journal Article.(1) | |||||||||||||||||||||||
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公開日 | 2018-06-18 | |||||||||||||||||||||||
タイトル | ||||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||
タイトル | Exercise classification using CNN with image frames produced from time-series motion data | |||||||||||||||||||||||
言語 | ||||||||||||||||||||||||
言語 | eng | |||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||
主題 | CNN | |||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||
主題 | Gray scale image | |||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||
主題 | Exercises classification | |||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||
主題 | Time-series data. | |||||||||||||||||||||||
資源タイプ | ||||||||||||||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||||||||
資源タイプ | journal article | |||||||||||||||||||||||
アクセス権 | ||||||||||||||||||||||||
アクセス権 | open access | |||||||||||||||||||||||
アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||||||||||||||||||||
著者 |
ITOH, Hajime
× ITOH, Hajime× 花島, 直彦
WEKO
5812
× MURAOKA, Yohei× OHATA, Makoto× 水上, 雅人
WEKO
54231
× 藤平, 祥孝
WEKO
57373
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室蘭工業大学研究者データベースへのリンク | ||||||||||||||||||||||||
花島 直彦(HANAJIMA Naohiko) | ||||||||||||||||||||||||
http://rdsoran.muroran-it.ac.jp/html/100000017_ja.html | ||||||||||||||||||||||||
室蘭工業大学研究者データベースへのリンク | ||||||||||||||||||||||||
水上 雅人(MIZUKAMI Masato) | ||||||||||||||||||||||||
http://rdsoran.muroran-it.ac.jp/html/100000243_ja.html | ||||||||||||||||||||||||
室蘭工業大学研究者データベースへのリンク | ||||||||||||||||||||||||
藤平 祥孝(FUJIHIRA Yoshinori) | ||||||||||||||||||||||||
http://rdsoran.muroran-it.ac.jp/html/100000060_ja.html | ||||||||||||||||||||||||
抄録 | ||||||||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||||||||
内容記述 | Exercise support systems for the elderly have been developed and some were equipped with a motion sensor to evaluate their exercise motion. Normally, it provides three-dimensional time-series data of over 20 joints. In this study, we propose to apply Convolutional Neural Network (CNN) methodology to the motion evaluation. The method converts the motion data of one exercise interval into one gray scale image. From simulation results, the CNN was possible to classify the images into specified motions. | |||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||
書誌情報 |
en : Journal of Robotics, Networking and Artificial Life 巻 4, 号 1, p. 18-21, 発行日 2017-06 |
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出版者 | ||||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||
出版者 | Atlantis Press. | |||||||||||||||||||||||
出版者版へのリンク | ||||||||||||||||||||||||
10.2991/jrnal.2017.4.1.5 | ||||||||||||||||||||||||
https://doi.org/10.2991/jrnal.2017.4.1.5 | ||||||||||||||||||||||||
DOI | ||||||||||||||||||||||||
関連タイプ | isIdenticalTo | |||||||||||||||||||||||
識別子タイプ | DOI | |||||||||||||||||||||||
関連識別子 | 10.2991/jrnal.2017.4.1.5 | |||||||||||||||||||||||
日本十進分類法 | ||||||||||||||||||||||||
主題Scheme | NDC | |||||||||||||||||||||||
主題 | 007 | |||||||||||||||||||||||
ISSN | ||||||||||||||||||||||||
収録物識別子タイプ | PISSN | |||||||||||||||||||||||
収録物識別子 | 2352-6386 | |||||||||||||||||||||||
権利 | ||||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||
権利情報 | © The authors. This article is distributed under the terms of the Creative Commons Attribution License 4.0, which permits non-commercial use, distribution and reproduction in any medium, provided the original work is properly cited. See for details: https://creativecommons.org/licenses/by-nc/4.0/ | |||||||||||||||||||||||
著者版フラグ | ||||||||||||||||||||||||
出版タイプ | VoR | |||||||||||||||||||||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||||||||||||||
主となる版 | ||||||||||||||||||||||||
関連タイプ | isVersionOf | |||||||||||||||||||||||
識別子タイプ | URI | |||||||||||||||||||||||
関連識別子 | https://www.atlantis-press.com/journals/jrnal/25878336 | |||||||||||||||||||||||
フォーマット | ||||||||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||||||||
内容記述 | application/pdf |