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Real-Time Tracking of Non-Rigid Objects using Mean Shift (2000)
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| Venue: | IEEE CVPR 2000 |
| Citations: | 815 - 19 self |
BibTeX
@MISC{Comaniciu00real-timetracking,
author = {Dorin Comaniciu and Visvanathan Ramesh and Peter Meer},
title = { Real-Time Tracking of Non-Rigid Objects using Mean Shift},
year = {2000}
}
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Abstract
A new method for real-time tracking of non-rigid objects seen from a moving camera isproposed. The central computational module is based on the mean shift iterations and nds the most probable target position in the current frame. The dissimilarity between the target model (its color distribution) and the target candidates is expressed by a metric derived from the Bhattacharyya coefficient. The theoretical analysis of the approach shows that it relates to the Bayesian framework while providing a practical, fast and efficient solution. The capability of the tracker to handle in real-time partial occlusions, significant clutter, and target scale variations, is demonstrated for several image sequences.
Keyphrases
real-time tracking non-rigid object mean shift bayesian framework mean shift iteration target candidate central computational module probable target position significant clutter current frame new method theoretical analysis efficient solution bhattacharyya coefficient several image sequence target model scale variation color distribution real-time partial occlusion
