Proceedings of the 2018 3rd International Conference on Control, Automation and Artificial Intelligence (CAAI 2018)

Visual Object Tracking Using PCA Correlation Filters

Authors
Yinxia Lu, Zhenghua Zhou, Jianwei Zhao
Corresponding Author
Yinxia Lu
Available Online August 2018.
DOI
https://doi.org/10.2991/caai-18.2018.10How to use a DOI?
Keywords
visual tracking; correlation filter; principal component analysis filter
Abstract

Accurate translation and robust scale estimation are two challenging problems for visual object tracking. Many existing trackers use some feature extraction methods and the exhaustive scale methods to solve above two problems, respectively. This paper continues to discuss above problems in the tracking-by-detection framework. It proposes an efficient tracker that applies Principal-Component-Analysis (PCA) features to learn the PCA correlation filters, which predicts the location of the target more accurately. Furthermore, our proposed tracker keeps the good performance for the scale variation by using an accurate scale estimation method. Experimental results show that our proposed tracker has a better accuracy for predicting the location of the target and a higher percent in the average overlap precision than some other methods on the 30 benchmark sequences with scale variation.

Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2018 3rd International Conference on Control, Automation and Artificial Intelligence (CAAI 2018)
Series
Atlantis Highlights in Intelligent Systems
Publication Date
August 2018
ISBN
978-94-6252-595-5
ISSN
2589-4919
DOI
https://doi.org/10.2991/caai-18.2018.10How to use a DOI?
Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Yinxia Lu
AU  - Zhenghua Zhou
AU  - Jianwei Zhao
PY  - 2018/08
DA  - 2018/08
TI  - Visual Object Tracking Using PCA Correlation Filters
BT  - Proceedings of the 2018 3rd International Conference on Control, Automation and Artificial Intelligence (CAAI 2018)
PB  - Atlantis Press
SP  - 41
EP  - 46
SN  - 2589-4919
UR  - https://doi.org/10.2991/caai-18.2018.10
DO  - https://doi.org/10.2991/caai-18.2018.10
ID  - Lu2018/08
ER  -