Paper Abstract and Keywords |
Presentation |
2019-03-12 15:45
Semantic Segmentation for 3D Human Models Satoshi Yamaguchi, Yoshihiro Kanamori, Jun Mitani (University of Tsukuba) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We propose a technique for semantic segmentation of 3D human models. Existing techniques for general 3D objects solely rely on geometric information, which may suffer from distinguishing, e.g., skin and thin clothes. Our method thus exploits texture information as well. Specifically, our method first generates 2D data via projection from multiple viewpoints and feeds the data to neural networks to obtain likelihoods of semantic labels, which are then back-projected onto the human model. Note that likelihoods for some polygons are not available due to low-resolution 2D data and occlusion. We finally assign semantic labels for the entire mesh via graphcut. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Semantic segmentation / convolutional neural network / graphcut / / / / / |
Reference Info. |
ITE Tech. Rep., vol. 43, pp. 119-122, March 2019. |
Paper # |
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Date of Issue |
2019-03-05 (AIT) |
ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
Download PDF |
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Conference Information |
Committee |
AIT IIEEJ AS CG-ARTS |
Conference Date |
2019-03-12 - 2019-03-12 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Waseda Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Expressive Japan 2019 |
Paper Information |
Registration To |
AS |
Conference Code |
2019-03-AIT-IIEEJ-AS-ARTS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Semantic Segmentation for 3D Human Models |
Sub Title (in English) |
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Keyword(1) |
Semantic segmentation |
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convolutional neural network |
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graphcut |
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1st Author's Name |
Satoshi Yamaguchi |
1st Author's Affiliation |
University of Tsukuba (University of Tsukuba) |
2nd Author's Name |
Yoshihiro Kanamori |
2nd Author's Affiliation |
University of Tsukuba (University of Tsukuba) |
3rd Author's Name |
Jun Mitani |
3rd Author's Affiliation |
University of Tsukuba (University of Tsukuba) |
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Speaker |
Author-1 |
Date Time |
2019-03-12 15:45:00 |
Presentation Time |
15 minutes |
Registration for |
AS |
Paper # |
AIT2019-80 |
Volume (vol) |
vol.43 |
Number (no) |
no.9 |
Page |
pp.119-122 |
#Pages |
4 |
Date of Issue |
2019-03-05 (AIT) |