IIUM Repository (IREP)

Real-time moving objects tracking for distributed smart video surveillances

A. Aziz, Nor Nadirah and Mohd Mustafah, Yasir and Azman, Amelia Wong and Shafie, Amir Akramin and Yusoff, Muhammad Izad and Zainuddin, Nor Afiqah and Rashidan, Mohammad Ariff (2016) Real-time moving objects tracking for distributed smart video surveillances. International Review on Computers and Software, 11 (4). pp. 324-335. ISSN 1828-6003

[img] PDF (full paper) - Published Version
Restricted to Registered users only

Download (1MB) | Request a copy
[img]
Preview
PDF (scopus)
Download (174kB) | Preview
[img]
Preview
PDF (TOC)
Download (288kB) | Preview

Abstract

Tracking the object of interest within a camera's view is essential for crime prevention. This study focuses on analyzing video surveillance in public places. It presents a novel approach to track moving objects across non-overlapping cameras' views that is able to give a consistent label to the objects throughout the whole multi-camera system in real-time. The proposed algorithm is also expected to be able to handle common problems in multiple-camera object tracking including variation of poses, object appearances and occlusion problems. The proposed algorithm was formulated based on visual and temporal cues for multiple cameras using entering/exiting and merging/splitting cases to deal with appearance changes and occlusion problems. Spatial cues are adopted in single-camera object tracking for real-time performance. A novel object segmentation technique based on the observed mask binary value is presented to deal with pose variation across different cameras. In the result section, the comparison between past works and the proposed tracking algorithm are presented. The experimental results

Item Type: Article (Journal)
Additional Information: 5107/53270
Uncontrolled Keywords: Tracking, Non-overlapping, Visual cues, Spatial, Temporal
Subjects: T Technology > T Technology (General)
Kulliyyahs/Centres/Divisions/Institutes: Kulliyyah of Engineering > Department of Mechatronics Engineering
Depositing User: Dr Yasir Mohd Mustafah
Date Deposited: 12 Dec 2016 09:12
Last Modified: 29 Dec 2016 03:24
URI: http://irep.iium.edu.my/id/eprint/53270

Actions (login required)

View Item View Item

Downloads

Downloads per month over past year