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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
|