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Paper Abstract and Keywords
Presentation 2020-06-03 15:10
3D Animation of a Humanoid Model using EMG Sensors
Tsutomu Horikoshi, Yoshie Nogami (SIT)
Abstract (in Japanese) (See Japanese page) 
(in English) In marine sports such as surfing, it is difficult to practice repeatedly under the same conditions. On the other hand, VR is a technology that can repeat the same experience, and is expected to be effective in sports training. In sports training, it is important to understand how to use muscles, but in the current VR system, the use of motion sensors is the mainstream, and muscle data is not used. In this research, we aim to reproduce the three-dimensional movements of trainees by measuring the muscle movements during surfing training with an EMG sensor. In this presentation, we learn 3D motions from EMG data by deep learning. We propose a method to reproduce 3D motion of human skeleton model using only the EMG sensor using the learning data set.
Keyword (in Japanese) (See Japanese page) 
(in English) Sports Training / Virtual Reality / EMG Sensor / Surfing / Deep Learning / / /  
Reference Info. ITE Tech. Rep., vol. 44, June 2020.
Paper #  
Date of Issue 2020-05-27 (3DIT) 
ISSN Print edition: ISSN 1342-6893  Online edition: ISSN 2424-1970
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Conference Information
Committee 3DMT IEICE-SIS IPSJ-AVM  
Conference Date 2020-06-03 - 2020-06-04 
Place (in Japanese) (See Japanese page) 
Place (in English) G Square (Hakodate Community Plaza) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Intelligent Multimedia Systems, Applied Enbedded Systems, Three-Dimensional Image Technology (3DIT), etc. 
Paper Information
Registration To 3DMT 
Conference Code 2020-06-3DIT-SIS-AVM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) 3D Animation of a Humanoid Model using EMG Sensors 
Sub Title (in English)  
Keyword(1) Sports Training  
Keyword(2) Virtual Reality  
Keyword(3) EMG Sensor  
Keyword(4) Surfing  
Keyword(5) Deep Learning  
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1st Author's Name Tsutomu Horikoshi  
1st Author's Affiliation Shonan Institute of Technology (SIT)
2nd Author's Name Yoshie Nogami  
2nd Author's Affiliation Shonan Institute of Technology (SIT)
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Speaker
Date Time 2020-06-03 15:10:00 
Presentation Time 20 
Registration for 3DMT 
Paper # ITE-3DIT2020-11 
Volume (vol) ITE-44 
Number (no) no.13 
Page pp.25-29 
#Pages ITE-5 
Date of Issue ITE-3DIT-2020-05-27 


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