The effect of using projective cameras on view-independent gait recognition performance
Author
Source
The Iraqi Journal of Electrical and Electronic Engineering
Issue
Vol. 14, Issue 1 (30 Jun. 2018), pp.22-29, 8 p.
Publisher
University of Basrah College of Engineering
Publication Date
2018-06-30
Country of Publication
Iraq
No. of Pages
8
Main Subjects
Abstract EN
Gait as a biometric can be used to identify subjects at a distance and thus it receives great attention from the research community for security and surveillance applications.
One of the challenges that affects gait recognition performance is view variation.
Much work has been done to tackle this challenge.
However, the majority of the work assumes that gait silhouettes are captured by affine cameras where only the height of silhouettes changes and the difference in viewing angle of silhouettes in one gait cycle is relatively small.
In this paper, we analyze the variation in gait recognition performance when using silhouettes from projective cameras and from affine cameras with different distance from the center of a walking path.
This is done by using 3D models of walking people in the gallery set and 2D gait silhouettes from independent (single) cameras in the probe set.
Different factors that affect matching 3D human models with 2D gait silhouettes from single cameras for view-independent gait recognition are analyzed.
In all experiments, we use 258 multi-view sequences belong to 46 subjects from Multi-View Soton gait dataset.
We evaluate the matching performance for 12 different views using Gait Energy Image (GEI) as gait features.
Then, we analyze the effect of using different camera configurations for 3D model reconstruction, the GEI from cameras with different settings, the upper and lower body parts for recognition and different GEI resolutions.
The results illustrate that low recognition performance is achieved when using gait silhouettes from affine cameras while lower recognition performance is obtained when using gait silhouettes from projective cameras.
American Psychological Association (APA)
Abd al-Sattar, Fatimah S.. 2018. The effect of using projective cameras on view-independent gait recognition performance. The Iraqi Journal of Electrical and Electronic Engineering،Vol. 14, no. 1, pp.22-29.
https://search.emarefa.net/detail/BIM-839315
Modern Language Association (MLA)
Abd al-Sattar, Fatimah S.. The effect of using projective cameras on view-independent gait recognition performance. The Iraqi Journal of Electrical and Electronic Engineering Vol. 14, no. 1 (2018), pp.22-29.
https://search.emarefa.net/detail/BIM-839315
American Medical Association (AMA)
Abd al-Sattar, Fatimah S.. The effect of using projective cameras on view-independent gait recognition performance. The Iraqi Journal of Electrical and Electronic Engineering. 2018. Vol. 14, no. 1, pp.22-29.
https://search.emarefa.net/detail/BIM-839315
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 29
Record ID
BIM-839315