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HOW VIDEO OBJECT TRACKING IS AFFECTED BY IN-CAPTURE DISTORTIONS?

Abstract: 

Video Object Tracking -VOT- in realistic scenarios is a difficult task. Image factors such as occlusion, clutter, confusion, object shape, and zooming, among others, have an impact on video tracker methods performance. While these conditions do affect trackers performance, there is not a clear distinction between the scene content challenges like occlusion and clutter, against challenges due to distortions generated by capture, compression, processing, and transmission of videos. This paper is concerned with the latter interpretation of quality as it affects VOT performance. The contribution of this paper is two-fold. We have constructed a database of 537 surveillance videos containing different levels of authentic distortions such as low exposure and out-of-focus. It is available at https://tinyurl.com/DSVD-Test. Based on this database, we assessed seven state-of-the-art trackers with the A-R plot performance measure. We demonstrate that in-capture distortions severely hamper VOT methods performance in a non intuitive way.

https://ieeexplore.ieee.org/document/8683625

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Paper Details

Authors:
Hernan Dario Benitez Restrepo, Ivan Cabezas
Submitted On:
7 May 2019 - 8:25pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Roger Gomez Nieto
Paper Code:
4127
Document Year:
2019
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ObjectTracking_4127

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[1] Hernan Dario Benitez Restrepo, Ivan Cabezas, "HOW VIDEO OBJECT TRACKING IS AFFECTED BY IN-CAPTURE DISTORTIONS?", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/3973. Accessed: Dec. 12, 2019.
@article{3973-19,
url = {http://sigport.org/3973},
author = {Hernan Dario Benitez Restrepo; Ivan Cabezas },
publisher = {IEEE SigPort},
title = {HOW VIDEO OBJECT TRACKING IS AFFECTED BY IN-CAPTURE DISTORTIONS?},
year = {2019} }
TY - EJOUR
T1 - HOW VIDEO OBJECT TRACKING IS AFFECTED BY IN-CAPTURE DISTORTIONS?
AU - Hernan Dario Benitez Restrepo; Ivan Cabezas
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/3973
ER -
Hernan Dario Benitez Restrepo, Ivan Cabezas. (2019). HOW VIDEO OBJECT TRACKING IS AFFECTED BY IN-CAPTURE DISTORTIONS?. IEEE SigPort. http://sigport.org/3973
Hernan Dario Benitez Restrepo, Ivan Cabezas, 2019. HOW VIDEO OBJECT TRACKING IS AFFECTED BY IN-CAPTURE DISTORTIONS?. Available at: http://sigport.org/3973.
Hernan Dario Benitez Restrepo, Ivan Cabezas. (2019). "HOW VIDEO OBJECT TRACKING IS AFFECTED BY IN-CAPTURE DISTORTIONS?." Web.
1. Hernan Dario Benitez Restrepo, Ivan Cabezas. HOW VIDEO OBJECT TRACKING IS AFFECTED BY IN-CAPTURE DISTORTIONS? [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/3973