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Support vector tracking | IEEE Journals & Magazine | IEEE Xplore
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Support vector tracking


Abstract:

Support Vector Tracking (SVT) integrates the Support Vector Machine (SVM) classifier into an optic-flow-based tracker. Instead of minimizing an intensity difference funct...Show More

Abstract:

Support Vector Tracking (SVT) integrates the Support Vector Machine (SVM) classifier into an optic-flow-based tracker. Instead of minimizing an intensity difference function between successive frames, SVT maximizes the SVM classification score. To account for large motions between successive frames, we build pyramids from the support vectors and use a coarse-to-fine approach in the classification stage. We show results of using SVT for vehicle tracking in image sequences.
Page(s): 1064 - 1072
Date of Publication: 21 June 2004

ISSN Information:

PubMed ID: 15641735

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References

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