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Paper Abstract and Keywords
Presentation 2021-12-13 14:00
Emotion Recognition from Gait Using Attention Spatial-Temporal Graph Convolutional Network
Shoji Kisita, Chen Yen-Wei (Ritsumeikan Univ.), Tomoko Tateyama (Shiga Univ.), Yutaro Iwamoto, Liu Jiaqing, Chai Shurong (Ritsumeikan Univ.)
Abstract (in Japanese) (See Japanese page) 
(in English) 3D pose recognition is a technology that has been used in many fields, including touchless operation in the medical field and the entertainment field. Conventional image-based pose recognition lacks robustness because the input image is affected by the background and illumination. In this study, we aimed to improve emotion recognition from walking using an attention spatial-temporal graph convolutional network, which is a skeleton-based dynamic action recognition model. The novelty of this work is the introduction of the Attention mechanism to existing spatial-temporal graph convolutional network (ST-GCN), and the comparison of the change of the contribution to more localized parts in each approach to improve the accuracy.
Keyword (in Japanese) (See Japanese page) 
(in English) Graph Convolutional Networks / Node Attention / Graph structure / walking recognition / emotion recognition / / /  
Reference Info. ITE Tech. Rep., vol. 45, no. 39, ME2021-94, pp. 25-28, Dec. 2021.
Paper # ME2021-94 
Date of Issue 2021-12-06 (ME) 
ISSN Print edition: ISSN 1342-6893  Online edition: ISSN 2424-1970
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Conference Information
Committee ME  
Conference Date 2021-12-13 - 2021-12-13 
Place (in Japanese) (See Japanese page) 
Place (in English) online 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To ME 
Conference Code 2021-12-ME 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Emotion Recognition from Gait Using Attention Spatial-Temporal Graph Convolutional Network 
Sub Title (in English)  
Keyword(1) Graph Convolutional Networks  
Keyword(2) Node Attention  
Keyword(3) Graph structure  
Keyword(4) walking recognition  
Keyword(5) emotion recognition  
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1st Author's Name Shoji Kisita  
1st Author's Affiliation Ritsumeikan University (Ritsumeikan Univ.)
2nd Author's Name Chen Yen-Wei  
2nd Author's Affiliation Ritsumeikan University (Ritsumeikan Univ.)
3rd Author's Name Tomoko Tateyama  
3rd Author's Affiliation Shiga University (Shiga Univ.)
4th Author's Name Yutaro Iwamoto  
4th Author's Affiliation Ritsumeikan University (Ritsumeikan Univ.)
5th Author's Name Liu Jiaqing  
5th Author's Affiliation Ritsumeikan University (Ritsumeikan Univ.)
6th Author's Name Chai Shurong  
6th Author's Affiliation Ritsumeikan University (Ritsumeikan Univ.)
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Speaker
Date Time 2021-12-13 14:00:00 
Presentation Time 30 
Registration for ME 
Paper # ITE-ME2021-94 
Volume (vol) ITE-45 
Number (no) no.39 
Page pp.25-28 
#Pages ITE-4 
Date of Issue ITE-ME-2021-12-06 


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