Presentation | 2019-03-17 A Study on ADL Recognition for ADL Navigation using Egocentric Vision Sho Ooi, Hiroki Kojima, Mutsuo Sano, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Rehabilitation using activities of daily living (ADL) is a high effect as rehabilitation for patients with acquired brain injury and dementia, and it is important. We have been developing ADL navigation that can support the patients with acquired brain injury and dementia. This navigation manages the ADL behavior history by recognizing the behavior using a sensor and a camera, and presents the next behavior. In this research, we conducted a recognition method of ADL for the morning such as "brushing the tooth," "cleaning the floor," "washing the clothes." Specifically, we estimate ADL using YOLO and sliding window method. As a result, the accuracy of detailed ADL is about 60 percents, the accuracy of rough ADL is over 98 percents. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | ADL Navigation / ADL recognition / Egocentric Vision / Deep Learning |
Paper # | BioX2018-44,PRMU2018-148 |
Date of Issue | 2019-03-10 (BioX, PRMU) |
Conference Information | |
Committee | PRMU / BioX |
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Conference Date | 2019/3/17(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Shinichi Sato(NII) / Kazuhiko Sumi(AGU) |
Vice Chair | Yoshihisa Ijiri(Omron) / Toru Tamaki(Hiroshima Univ.) / Hitoshi Imaoka(NEC) / Tetsushi Ohki(Shizuoka Univ.) |
Secretary | Yoshihisa Ijiri(NEC) / Toru Tamaki(Osaka Univ.) / Hitoshi Imaoka(Fujitsu Labs.) / Tetsushi Ohki(Univ. of Electro-Comm.) |
Assistant | Go Irie(NTT) / Yoshitaka Ushiku(Univ. of Tokyo) / Norihiro Okui(KDDI Research) / Daishi Watabe(Saitama Inst. of Tech.) |
Paper Information | |
Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Biometrics |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Study on ADL Recognition for ADL Navigation using Egocentric Vision |
Sub Title (in English) | |
Keyword(1) | ADL Navigation |
Keyword(2) | ADL recognition |
Keyword(3) | Egocentric Vision |
Keyword(4) | Deep Learning |
1st Author's Name | Sho Ooi |
1st Author's Affiliation | Ritsumeikan University(Rits) |
2nd Author's Name | Hiroki Kojima |
2nd Author's Affiliation | Osaka Institute of Technology(OIT) |
3rd Author's Name | Mutsuo Sano |
3rd Author's Affiliation | Osaka Institute of Technology(OIT) |
Date | 2019-03-17 |
Paper # | BioX2018-44,PRMU2018-148 |
Volume (vol) | vol.118 |
Number (no) | BioX-512,PRMU-513 |
Page | pp.pp.91-96(BioX), pp.91-96(PRMU), |
#Pages | 6 |
Date of Issue | 2019-03-10 (BioX, PRMU) |