Human Skeleton Model Based Dynamic Features for Walking Speed Invariant Gait Recognition
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-01-21
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Humans are able to recognize small number of people they know well by the way they walk.
This ability represents basic motivation for using human gait as the means for biometric identification.
Such biometrics can be captured at public places from a distance without subject's collaboration, awareness, and even consent.
Although current approaches give encouraging results, we are still far from effective use in real-life applications.
In general, methods set various constraints to circumvent the influence of covariate factors like changes of walking speed, view, clothing, footwear, and object carrying, that have negative impact on recognition performance.
In this paper we propose a skeleton model based gait recognition system focusing on modelling gait dynamics and eliminating the influence of subjects appearance on recognition.
Furthermore, we tackle the problem of walking speed variation and propose space transformation and feature fusion that mitigates its influence on recognition performance.
With the evaluation on OU-ISIR gait dataset, we demonstrate state of the art performance of proposed methods.
American Psychological Association (APA)
Kovač, Jure& Peer, Peter. 2014. Human Skeleton Model Based Dynamic Features for Walking Speed Invariant Gait Recognition. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-15.
https://search.emarefa.net/detail/BIM-475282
Modern Language Association (MLA)
Kovač, Jure& Peer, Peter. Human Skeleton Model Based Dynamic Features for Walking Speed Invariant Gait Recognition. Mathematical Problems in Engineering No. 2014 (2014), pp.1-15.
https://search.emarefa.net/detail/BIM-475282
American Medical Association (AMA)
Kovač, Jure& Peer, Peter. Human Skeleton Model Based Dynamic Features for Walking Speed Invariant Gait Recognition. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-15.
https://search.emarefa.net/detail/BIM-475282
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-475282