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FAST ROBUST TRACKING VIA DOUBLE CORRELATION FILTER FORMULATION

Abstract: 

Over the past few years, fast and robust trackers based on Kernelized Correlation Filters have shown top notch performance on the Visual Object Tracking challenge. However there is still scope for obtaining higher performance through the use of reasonable approximations that can easily be shown to work through empirical methods. We study some variants derived from the Discriminative Scale Space Tracker and show significant improvement in tracking performance. Our tracker outperforms both fDSST and DSST on the VOT 2016 and 2017 datasets in terms of both Expected Average Overlap (EAO) and Equivalent Filter Operations (EFO). We also demonstrate that the error correcting capability inherent in our method leads to a higher performance on the unsupervised VOT 2016 and 2017 benchmarks.

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Paper Details

Authors:
Ashwani Kumar Tiwari, Rahul Siripurapu, Yadhunandan U S
Submitted On:
13 April 2018 - 2:15pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Yadhunandan
Paper Code:
4160
Document Year:
2018
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[1] Ashwani Kumar Tiwari, Rahul Siripurapu, Yadhunandan U S, "FAST ROBUST TRACKING VIA DOUBLE CORRELATION FILTER FORMULATION", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2740. Accessed: Nov. 16, 2018.
@article{2740-18,
url = {http://sigport.org/2740},
author = {Ashwani Kumar Tiwari; Rahul Siripurapu; Yadhunandan U S },
publisher = {IEEE SigPort},
title = {FAST ROBUST TRACKING VIA DOUBLE CORRELATION FILTER FORMULATION},
year = {2018} }
TY - EJOUR
T1 - FAST ROBUST TRACKING VIA DOUBLE CORRELATION FILTER FORMULATION
AU - Ashwani Kumar Tiwari; Rahul Siripurapu; Yadhunandan U S
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2740
ER -
Ashwani Kumar Tiwari, Rahul Siripurapu, Yadhunandan U S. (2018). FAST ROBUST TRACKING VIA DOUBLE CORRELATION FILTER FORMULATION. IEEE SigPort. http://sigport.org/2740
Ashwani Kumar Tiwari, Rahul Siripurapu, Yadhunandan U S, 2018. FAST ROBUST TRACKING VIA DOUBLE CORRELATION FILTER FORMULATION. Available at: http://sigport.org/2740.
Ashwani Kumar Tiwari, Rahul Siripurapu, Yadhunandan U S. (2018). "FAST ROBUST TRACKING VIA DOUBLE CORRELATION FILTER FORMULATION." Web.
1. Ashwani Kumar Tiwari, Rahul Siripurapu, Yadhunandan U S. FAST ROBUST TRACKING VIA DOUBLE CORRELATION FILTER FORMULATION [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2740