Paper Abstract and Keywords |
Presentation |
2021-03-05 14:30
[Short Paper]
3D Human Body Pose Estimation Using Graph Convolutional Networks Shoji Kisita, Jiaqing Liu (Ritsumeikan Univ.), Tomoko Tateyama (Shiga Univ.), Yutaro Iwamoto, Yen-Wei Chen (Ritsumeikan Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
3D pose recognition can apply for many fields, such as touchless operation in the medical field and the entertainment field, etc. Since the input image is affected by the background and illumination, It is difficult to provide robust and high recognition for 3D poses, by image-based. Therefore, in this study, we aim to construct a highly robust model by using graph convolution with key points of the human body as input. The novelty of this work is the use of a weighted adjacency matrix with weights based on the Euclidean distance between adjacent points to improve the accuracy. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Graph Convolutional Networks / 3D-pose recognition / skeleton-base / / / / / |
Reference Info. |
ITE Tech. Rep., vol. 45, no. 7, HI2021-8, pp. 27-28, March 2021. |
Paper # |
HI2021-8 |
Date of Issue |
2021-02-26 (HI) |
ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
Download PDF |
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Conference Information |
Committee |
HI |
Conference Date |
2021-03-05 - 2021-03-05 |
Place (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
HI |
Conference Code |
2021-03-HI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
3D Human Body Pose Estimation Using Graph Convolutional Networks |
Sub Title (in English) |
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Keyword(1) |
Graph Convolutional Networks |
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3D-pose recognition |
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skeleton-base |
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1st Author's Name |
Shoji Kisita |
1st Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
2nd Author's Name |
Jiaqing Liu |
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 |
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Ritsumeikan University (Ritsumeikan Univ.) |
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Yen-Wei Chen |
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Ritsumeikan University (Ritsumeikan Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-03-05 14:30:00 |
Presentation Time |
25 minutes |
Registration for |
HI |
Paper # |
HI2021-8 |
Volume (vol) |
vol.45 |
Number (no) |
no.7 |
Page |
pp.27-28 |
#Pages |
2 |
Date of Issue |
2021-02-26 (HI) |