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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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
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
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)