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  Skin Detection: A Bayesian Network Approach

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by Nicu Sebe, Ira Cohen, Thomas S. Huang, Theo Gevers
http://carol.wins.uva.nl/~nicu/publications/ICPR04.pdf
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Abstract:

The automated detection and tracking of humans in computer vision necessitates improved modeling of the human skin appearance. In this paper we propose a Bayesian network approach for skin detection. We test several classifiers and propose a methodology for incorporating unlabeled data. We apply the semi-supervised approach to skin detection and we show that learning the structure of Bayesian network classifiers enables learning good classifiers with a small labeled set and a large unlabeled set. 1.

Citations

5825 Introduction to Algorithms – Cormen, Leiserson, et al. - 2001
324 M.: Bayesian Network Classifiers – Goldszmidt - 1997
271 Detecting face in images: A survey – Yang, Kriegman, et al. - 2002
179 Statistical color models with application to skin detection – Jones, Rehg - 1999
96 Finding naked people – Fleck, Forsyth, et al. - 1996
71 The relative value of labeled and unlabeled samples in pattern recognition with an unknown mixing param – Castelli, Cover - 1996
64 Learning with mixtures of trees – Meilă, Jordan - 2000
42 Detecting Human Faces in Color Images – Yang, Ahuja - 1998
37 Robust face tracking using color – Schwerdt, Crowley
29 Probabilistic modeling for face orientation discrimination: Learning from labeled and unlabeled data – Baluja - 1998
29 Toward robust skin identification in video images – Saxe, Foulds - 1996
24 Semisupervised Learning of Classifiers: Theory, Algorithms, and Their Application to HumanComputer Interaction – Cohen, Cozman, et al. - 2004
24 Combining labeled and unlabeled data for multiclass text categorization.” ICML-2002 – Ghani
24 Modelling facial colour and identity with gaussian mixtures – Mckenna, Gong, et al. - 1998
11 Non-retrieval: Blocking Pornographic Images – Bosson, Cawley, et al. - 2002
5 Statistical models for skin detection – Jedynak, Zheng, et al. - 2003