Hybrid Video Stabilization for Mobile Vehicle Detection on SURF in Aerial Surveillance
Joint Authors
Chunxian, Gao
Zhe, Zeng
Hui, Liu
Source
Discrete Dynamics in Nature and Society
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-01-19
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Detection of moving vehicles in aerial video sequences is of great importance with many promising applications in surveillance, intelligence transportation, or public service applications such as emergency evacuation and policy security.
However, vehicle detection is a challenging task due to global camera motion, low resolution of vehicles, and low contrast between vehicles and background.
In this paper, we present a hybrid method to efficiently detect moving vehicle in aerial videos.
Firstly, local feature extraction and matching were performed to estimate the global motion.
It was demonstrated that the Speeded Up Robust Feature (SURF) key points were more suitable for the stabilization task.
Then, a list of dynamic pixels was obtained and grouped for different moving vehicles by comparing the different optical flow normal.
To enhance the precision of detection, some preprocessing methods were applied to the surveillance system, such as road extraction and other features.
A quantitative evaluation on real video sequences indicated that the proposed method improved the detection performance significantly.
American Psychological Association (APA)
Chunxian, Gao& Zhe, Zeng& Hui, Liu. 2015. Hybrid Video Stabilization for Mobile Vehicle Detection on SURF in Aerial Surveillance. Discrete Dynamics in Nature and Society،Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1060479
Modern Language Association (MLA)
Chunxian, Gao…[et al.]. Hybrid Video Stabilization for Mobile Vehicle Detection on SURF in Aerial Surveillance. Discrete Dynamics in Nature and Society No. 2015 (2015), pp.1-12.
https://search.emarefa.net/detail/BIM-1060479
American Medical Association (AMA)
Chunxian, Gao& Zhe, Zeng& Hui, Liu. Hybrid Video Stabilization for Mobile Vehicle Detection on SURF in Aerial Surveillance. Discrete Dynamics in Nature and Society. 2015. Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1060479
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1060479