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Template-based hand detection and tracking

Abstract:
Within this paper a technique for model-based 3D hand tracking is presented. A hand model is built from a set of truncated quadrics, approximating the anatomy of a real hand with few parameters. Given that the projection of a quadric onto the image plane is a conic, the contours can be generated efficiently. These model contours are used as shape templates to evaluate possible matches in the current frame. The evaluation is done within a hierarchical Bayesian filtering framework, where the posterior distribution is computed efficiently using a tree of templates. We demonstrate the effectiveness of the technique by using it for tracking 3D articulated and non-rigid hand motion from monocular video sequences in front of a cluttered background.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1007/11493648_7

Authors

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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
ORCID:
0009-0006-0259-5732


Publisher:
Springer
Host title:
Advanced Studies in Biometrics
Pages:
114-125
Series:
Lecture Notes in Computer Science
Series number:
3161
Publication date:
2005-01-01
Event title:
Summer School on Biometrics 2003
Event location:
Alghero, Italy
Event start date:
2003-06-02
Event end date:
2003-06-06
DOI:
ISSN:
1611-3349
EISBN:
9783540286387
ISBN:
9783540262046


Language:
English
Keywords:
Pubs id:
971551
Local pid:
pubs:971551
Deposit date:
2024-06-06
ARK identifier:

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