International Journal of Computational Intelligence Systems

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Volume 9, Issue 5, September 2016, Pages 888 - 899

Hybrid tracking model for multiple object videos using second derivative based visibility model and tangential weighted spatial tracking model

Authors
Felix M. Philip1*, mfelixphilip@gmail.com, Rajeswari Mukesh2
1Research Scholar, Department of Electronics and Communication Engineering, Hindustan University, Chennai.
2Professor and HOD, Department of Computer Science and Engineering, Hindustan University, Chennai.
Received 30 January 2016, Accepted 16 May 2016, Available Online 1 September 2016.
DOI
10.1080/18756891.2016.1237188How to use a DOI?
Keywords
hybrid tracking; visibility model; spatial tracking; tangential weighed; second derivative
Abstract

In the area of video surveillance, tracking model for multiple object video is still a challenging task since the objects are usually affected with inter-object occlusion, object confusion, different posing, environment with heavy clutter, small size of objects, similar appearance among objects, and interaction among the multiple objects In order to alleviate these challenges, literature presents different tracking models using spatial and visual information. Accordingly, in this paper, we have developed a hybrid tracking model for tracking the multiple objects from the videos using twofold architecture. At first, visibility model for tracking is proposed based on the second derivative model, which considers the second derivative function to predict the objects. Secondly, a spatial tracking model is proposed using tangential weighted function. Finally, these two contributions are effectively included in the hybrid tracking model for multiple object tracking and the performance analysis is carried out using two videos from UCSD dataset. From the results, we proved that the proposed hybrid tracking model achieves the Multiple Object Tracking Precision (MOTP) of 99% than the other exiting tracking models.

Copyright
© 2016. the authors. Co-published by Atlantis Press and Taylor & Francis
Open Access
This is an open access article under the CC BY-NC license (http://creativecommons.org/licences/by-nc/4.0/).

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<Previous Article In Issue
Next Article In Issue>
Journal
International Journal of Computational Intelligence Systems
Volume-Issue
9 - 5
Pages
888 - 899
Publication Date
2016/09/01
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
10.1080/18756891.2016.1237188How to use a DOI?
Copyright
© 2016. the authors. Co-published by Atlantis Press and Taylor & Francis
Open Access
This is an open access article under the CC BY-NC license (http://creativecommons.org/licences/by-nc/4.0/).

Cite this article

risenwbib
TY  - JOUR
AU  - Felix M. Philip
AU  - Rajeswari Mukesh
PY  - 2016
DA  - 2016/09/01
TI  - Hybrid tracking model for multiple object videos using second derivative based visibility model and tangential weighted spatial tracking model
JO  - International Journal of Computational Intelligence Systems
SP  - 888
EP  - 899
VL  - 9
IS  - 5
SN  - 1875-6883
UR  - https://doi.org/10.1080/18756891.2016.1237188
DO  - 10.1080/18756891.2016.1237188
ID  - Philip2016
ER  -