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ROBUST SCORING AND RANKING OF OBJECT TRACKING TECHNIQUES

Abstract: 

Object tracking is an active research area and numerous
techniques have been proposed recently. To evaluate a new
tracker, its performance is compared against existing ones
typically by averaging its quality based on a performance
measure, over all test video sequences. Such averaging is,
however, not representative as it does not account for outliers
(or similarities) between trackers. This paper presents a
framework for scoring and ranking of trackers using uncorrelated
quality metrics (overlap ratio and failure rate), coupled
with a robust estimator (median absolute deviation) against
outliers. Ten different performing trackers are scored and
ranked using the proposed framework on a public benchmark
of 100 sequences. The obtained results show that our
framework well highlights and distinguishes the relative performance
of each tracker.

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Paper Details

Authors:
Tarek Ghoniemy, Julien Valognes, and Maria A. Amer
Submitted On:
8 October 2018 - 6:00pm
Short Link:
Type:
Presentation Slides
Event:
Paper Code:
MQ.L1.3
Document Year:
2018
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Document Files

icip18_RankingPaper_Slides.pdf

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[1] Tarek Ghoniemy, Julien Valognes, and Maria A. Amer, "ROBUST SCORING AND RANKING OF OBJECT TRACKING TECHNIQUES", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3645. Accessed: Oct. 19, 2018.
@article{3645-18,
url = {http://sigport.org/3645},
author = {Tarek Ghoniemy; Julien Valognes; and Maria A. Amer },
publisher = {IEEE SigPort},
title = {ROBUST SCORING AND RANKING OF OBJECT TRACKING TECHNIQUES},
year = {2018} }
TY - EJOUR
T1 - ROBUST SCORING AND RANKING OF OBJECT TRACKING TECHNIQUES
AU - Tarek Ghoniemy; Julien Valognes; and Maria A. Amer
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3645
ER -
Tarek Ghoniemy, Julien Valognes, and Maria A. Amer. (2018). ROBUST SCORING AND RANKING OF OBJECT TRACKING TECHNIQUES. IEEE SigPort. http://sigport.org/3645
Tarek Ghoniemy, Julien Valognes, and Maria A. Amer, 2018. ROBUST SCORING AND RANKING OF OBJECT TRACKING TECHNIQUES. Available at: http://sigport.org/3645.
Tarek Ghoniemy, Julien Valognes, and Maria A. Amer. (2018). "ROBUST SCORING AND RANKING OF OBJECT TRACKING TECHNIQUES." Web.
1. Tarek Ghoniemy, Julien Valognes, and Maria A. Amer. ROBUST SCORING AND RANKING OF OBJECT TRACKING TECHNIQUES [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3645