Guan, Yu, Li, Chang-Tsun and Hu, Yongjian (2012) Robust clothing-invariant gait recognition. In: IIH-MSP 2012: 2012 Eighth International Conference on Intelligent Information Hiding and Multimedia Signal Processing, Piraeus, Greece, 18-20 Jul 2012. Published in: Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), 2012 Eighth International Conference on pp. 321-324. ISBN 9781467317412. doi:10.1109/IIH-MSP.2012.85

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Abstract

Robust gait recognition is a challenging problem, due to the large intra-subject variations and small inter-subject variations. Out of the covariate factors like shoe type, carrying condition, elapsed time, it has been demonstrated that clothing is the most challenging covariate factor for appearance-based gait recognition. For example, long coat may cover a significant amount of gait features and make it difficult for individual recognition. In this paper, we proposed a random subspace method (RSM) framework for clothing-invariant gait recognition by combining multiple inductive biases for classification. Even for small size training set, this method can achieve promising performance. Experiments are conducted on the OU-ISIR Treadmill dataset B which includes 32 combinations of clothing types, and the average recognition accuracy is more than 80%, which indicates the effectiveness of our proposed method.

Item Type:	Conference Item (Paper)
Divisions:	Faculty of Science, Engineering and Medicine > Science > Computer Science
Journal or Publication Title:	Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), 2012 Eighth International Conference on
Publisher:	IEEE
ISBN:	9781467317412
Book Title:	2012 Eighth International Conference on Intelligent Information Hiding and Multimedia Signal Processing
Official Date:	2012
Dates:	Date Event 2012 Published
Page Range:	pp. 321-324
DOI:	10.1109/IIH-MSP.2012.85
Status:	Peer Reviewed
Publication Status:	Published
Access rights to Published version:	Restricted or Subscription Access
Conference Paper Type:	Paper
Title of Event:	IIH-MSP 2012: 2012 Eighth International Conference on Intelligent Information Hiding and Multimedia Signal Processing
Type of Event:	Conference
Location of Event:	Piraeus, Greece
Date(s) of Event:	18-20 Jul 2012

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