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Probabilistic Tracking With Exemplars in a Metric Space (2002)
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by
Kentaro Toyama
,
Andrew Blake
| Venue: | INTERNATIONAL JOURNAL OF COMPUTER VISION |
| Citations: | 66 - 2 self |
BibTeX
@MISC{Toyama02probabilistictracking,
author = {Kentaro Toyama and Andrew Blake},
title = {Probabilistic Tracking With Exemplars in a Metric Space },
year = {2002}
}
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Abstract
A new, exemplar-based, probabilistic paradigm for visual tracking is presented. Probabilistic mechanisms are attractive because they handle fusion of information, especially temporal fusion, in a principled manner. Exemplars are selected representatives of raw training data, used here to represent probabilistic mixture distributions of object configurations. Their use avoids tedious hand-construction of object models, and problems with changes of topology. Using exemplars
