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Paper Abstract and Keywords
Presentation 2010-11-19 16:50
Human Motion Tracking with a Graph Structure in Latent Spaces
Jianfeng Xu, Koichi Takagi, Ryoichi Kawada (KDDI Labs.) PRMU2010-124
Abstract (in Japanese) (See Japanese page) 
(in English) This paper presents a novel approach to track human motion with a monocular video. In a conventional tracking system based on particle filter, it is very challenging to track a complex human pose with high dimensional freedoms. A typical solution to this problem is to track it in a low dimensional latent space, e.g. Gaussian Process Dynamical Model (GPDM ). In this paper, we extend the GPDM model into a graph structure (called GPDM graph) to better express the diverse dynamics in human motion, where multiple latent spaces are constructed and connected with each other appropriately. Based on the GPDM graph model, we can track human motion with a monocular video, where the tracking errors are only about 10\% of those by the conventional particle filter.
Keyword (in Japanese) (See Japanese page) 
(in English) human motion tracking / latent space / graph structure / / / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 296, PRMU2010-124, pp. 115-120, Nov. 2010.
Paper # PRMU2010-124 
Date of Issue 2010-11-11 (PRMU) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
Copyright
and
reproduction
技術研究報告に掲載された論文の著作権はIEICEに帰属します.(許諾番号:10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF PRMU2010-124

Conference Information
Committee PRMU IPSJ-CVIM  
Conference Date 2010-11-18 - 2010-11-19 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
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Paper Information
Registration To PRMU 
Conference Code 2010-11-PRMU-CVIM 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Human Motion Tracking with a Graph Structure in Latent Spaces 
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Keyword(1) human motion tracking  
Keyword(2) latent space  
Keyword(3) graph structure  
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1st Author's Name Jianfeng Xu  
1st Author's Affiliation KDDI R&D Laboratories Inc. (KDDI Labs.)
2nd Author's Name Koichi Takagi  
2nd Author's Affiliation KDDI R&D Laboratories Inc. (KDDI Labs.)
3rd Author's Name Ryoichi Kawada  
3rd Author's Affiliation KDDI R&D Laboratories Inc. (KDDI Labs.)
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Speaker
Date Time 2010-11-19 16:50:00 
Presentation Time 30 
Registration for PRMU 
Paper # IEICE-PRMU2010-124 
Volume (vol) IEICE-110 
Number (no) no.296 
Page pp.115-120 
#Pages IEICE-6 
Date of Issue IEICE-PRMU-2010-11-11 


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