Visual Tracking Based on Complementary Learners with Distractor Handling
Joint Authors
Lee, Hansoo
Kim, Eun Kyeong
Kim, Sungshin
Wibowo, Suryo Adhi
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-04-13
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
The representation of the object is an important factor in building a robust visual object tracking algorithm.
To resolve this problem, complementary learners that use color histogram- and correlation filter-based representation to represent the target object can be used since they each have advantages that can be exploited to compensate the other’s drawback in visual tracking.
Further, a tracking algorithm can fail because of the distractor, even when complementary learners have been implemented for the target object representation.
In this study, we show that, in order to handle the distractor, first the distractor must be detected by learning the responses from the color-histogram- and correlation-filter-based representation.
Then, to determine the target location, we can decide whether the responses from each representation should be merged or only the response from the correlation filter should be used.
This decision depends on the result obtained from the distractor detection process.
Experiments were performed on the widely used VOT2014 and VOT2015 benchmark datasets.
It was verified that our proposed method performs favorably as compared with several state-of-the-art visual tracking algorithms.
American Psychological Association (APA)
Wibowo, Suryo Adhi& Lee, Hansoo& Kim, Eun Kyeong& Kim, Sungshin. 2017. Visual Tracking Based on Complementary Learners with Distractor Handling. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-13.
https://search.emarefa.net/detail/BIM-1190694
Modern Language Association (MLA)
Wibowo, Suryo Adhi…[et al.]. Visual Tracking Based on Complementary Learners with Distractor Handling. Mathematical Problems in Engineering No. 2017 (2017), pp.1-13.
https://search.emarefa.net/detail/BIM-1190694
American Medical Association (AMA)
Wibowo, Suryo Adhi& Lee, Hansoo& Kim, Eun Kyeong& Kim, Sungshin. Visual Tracking Based on Complementary Learners with Distractor Handling. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-13.
https://search.emarefa.net/detail/BIM-1190694
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190694