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A Caratheodory-Fejer approach to dynamic appearance modeling | IEEE Conference Publication | IEEE Xplore

A Caratheodory-Fejer approach to dynamic appearance modeling


Abstract:

This paper presents a technique to learn dynamic appearance models from a small number of training frames. Under this framework, dynamic appearance is modelled as an unkn...Show More

Abstract:

This paper presents a technique to learn dynamic appearance models from a small number of training frames. Under this framework, dynamic appearance is modelled as an unknown operator that satisfies certain interpolation conditions and that can be efficiently identified using very little a priori information with off the shelf software. The advantages of the proposed method are illustrated with several examples where the leaned dynamics accurately predict the appearance of the targets preventing tracking failures due to occlusion or clutter.
Date of Conference: 20-25 June 2005
Date Added to IEEE Xplore: 25 July 2005
Print ISBN:0-7695-2372-2
Print ISSN: 1063-6919
Conference Location: San Diego, CA, USA

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