A comparative evaluation of visual tracking systems
Date
2009
Authors
Gatt, A.A.
Wong, S.
Kearney, D.A.
Watts, E.
Editors
Steven, L.
Advisors
Journal Title
Journal ISSN
Volume Title
Type:
Conference paper
Citation
Proceedings of SPIE, 2009 / Steven, L. (ed./s), vol.7338, iss.7338OK, pp.1-18
Statement of Responsibility
Conference Name
Acquisition, Tracking, Pointing and Laser Systems Technologies XXIII (14 Apr 2009 - 15 Apr 2009 : Orlando, Florida, USA)
Abstract
This paper provides comparative evaluations of two visual object tracking algorithms - the Shape Estimating Filter (SEF), a homogeneous extension of the basic correlation tracker; and its multi-object counterpart the Competitive Attentional Correlation Tracker using Shape (CACTuS). The CACTuS is evaluated comparatively against its predecessor to show direct improvement in tracking effectiveness. Our approach will involve an evaluation framework consisting of a range of modern, peer reviewed tracking performance metrics, allowing for a detailed multi-faceted analysis of tracking results. As such we provide an overview of current performance evaluation methods, including techniques for multi-object tracker evaluation.
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Copyright 2009 Society of Photo-Optical Instrumentation Engineers