The OU-ISIR Gait Database Comprising the Large Population Dataset and Performance Evaluation of Gait Recognition

被引：283

作者：

Iwama, Haruyuki ^{[1
]}

Okumura, Mayu ^{[1
]}

Makihara, Yasushi ^{[1
]}

Yagi, Yasushi ^{[1
]}

机构：

[1] Osaka Univ, Dept Intelligent Media, Inst Sci & Ind Res, Ibaraki, Osaka 5670047, Japan

来源：

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY | 2012年 / 7卷 / 05期

关键词：

Gait database; gait recognition; large population; performance evaluation; VIEW ANGLE; IMAGE; REPRESENTATION; TEMPLATE; QUALITY;

D O I：

10.1109/TIFS.2012.2204253

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

This paper describes the world's largest gait database-the "OU-ISIR Gait Database, Large Population Dataset"-and its application to a statistically reliable performance evaluation of vision-based gait recognition. Whereas existing gait databases include at most 185 subjects, we construct a larger gait database that includes 4007 subjects (2135 males and 1872 females) with ages ranging from 1 to 94 years. The dataset allows us to determine statistically significant performance differences between currently proposed gait features. In addition, the dependences of gait-recognition performance on gender and age group are investigated and the results provide several novel insights, such as the gradual change in recognition performance with human growth.

引用

页码：1511 / 1521

页数：11

共 47 条

[1]

[Anonymous], 2006, INT SERIES BIOMETRIC

[2]

[Anonymous], 2011, P 2011 INT JOINT C B, DOI 10.1109/IJCB.2011.6117531

[3]

[Anonymous], P 23 IEEE C COMP VIS

[4]

[Anonymous], 2001, CMU MOTION BODY MOBO

[5]

Bashir K., 2009, P 3 INT C IM CRIM DE

[6] Gait recognition without subject cooperation [J].

Bashir, Khalid ;

Xiang, Tao ;

Gong, Shaogang .

PATTERN RECOGNITION LETTERS, 2010, 31 (13) :2052-2060

[7]

Bouchrika I., 2008, P 8 IEEE INT C AUT F, P1

[8]

Boykov YY, 2001, EIGHTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOL I, PROCEEDINGS, P105, DOI 10.1109/ICCV.2001.937505

[9]

Chalidabhongse T, 2001, UMD DATABASE HUMAN I

[10]

Grother P.J., 2004, FACE RECOGNITION VEN

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