Skin detection: A random forest approach

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2010, Pages 4613-4616

  Khan, Rehanullah ^a   Hanbury, Allan ^b   Stoettinger, Julian ^a  

^a VIENNA UNIVERSITY OF TECHNOLOGY   (Austria)

^b IRF   (Austria)

Author keywords

[No Author keywords available]

Indexed keywords

ADABOOST; BODY PARTS; COLOR CLASSIFICATION; COLOR SPACE; F-SCORE; FACE DETECTION; GENERALIZATION ACCURACY; GROUND TRUTH; HAND-GESTURE ANALYSIS; MULTI LAYER PERCEPTRON; NAIVE BAYES; RANDOM FORESTS; RBF NETWORK; SKIN DETECTION; SKIN SEGMENTATION; STATISTICAL FRAMEWORK;

ADAPTIVE BOOSTING; BAYESIAN NETWORKS; COLOR; IMAGE ENHANCEMENT; IMAGING SYSTEMS; INFERENCE ENGINES; PIXELS; SPEECH RECOGNITION;

DECISION TREES;

EID: 78651088553     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2010.5651638     Document Type: Conference Paper

References (19)

1. Antonis A. Argyros and Manolis I.A. Lourakis, "Realtime tracking of multiple skin-colored objects with a possibly moving camera," in ECCV, 2004, pp. 368-379.
2. J. Cai and A. Goshtasby, "Detecting human faces in color images," Image and Vision Computing, vol. 18, pp. 63-75, 1999.
3. Liang-Liang Cao, Xue-Long Li, Neng-Hai Yu, and Zheng-Kai Liu, "Naked people retrieval based on adaboost learning," in MLC, 2002, pp. 1133-1138.
4. Julian Stöttinger, Allan Hanbury, Christian Liensberger, and Rehanullah Khan, "Skin paths for contextual flagging adult videos," in ISVC, 2009, pp. 303-314.
5. Michael J. Jones and James M. Rehg, "Statistical color models with application to skin detection.," IJCV, vol. 46, no. 1, pp. 81-96, 2002.
6. Rehanullah Khan, Julian Stöttinger, and Martin Kampel, "An adaptive multiple model approach for fast contentbased skin detection in on-line videos," in ACM MM, AREA workshop, 2008.
7. D. Brown, I. Craw, and J. Lewthwaite, "A SOM based approach to skin detection with application in real time systems," in BMVC'01, 2001, pp. 491-500.
8. Jae-Young Lee and Yoo Suk-in, "An elliptical boundary model for skin color detection," in ISST, 2002, pp. 579- 584.
9. Nicu Sebe, Ira Cohen, Thomas S. Huang, and Theo Gevers, "Skin detection: A Bayesian network approach," in ICPR, 2004, pp. 903-906.
10. Leo Breiman, "Random forests," Mach. Learn., vol. 45, no. 1, pp. 5-32, 2001.
11. Raphael Maree, Pierre Geurts, Justus Piater, and Louis Wehenkel, "Decision trees and random subwindows for object recognition," in ICML, 2005.
12. Pierre Geurts, "Extremely randomized trees," in ML, 2003.
13. Raphael Maree, Pierre Geurts, Justus Piater, and Louis Wehenkel, "A generic approach for image classification based on decision tree ensembles and local subwindows," in ACCV, 2004, pp. 860-865.
14. Vincent Lepetit, Pascal Lagger, and Pascal Fua, "Randomized trees for real-time keypoint recognition," in CVPR, 2005, pp. 775-781.
15. Pei Yin, Antonio Criminisi, John Winn, and Irfan Essa, "Tree-based classifiers for bilayer video segmentation," in CVPR, 2007.
16. T. Deselaers, A. Criminisi, J. Winn, and A. Agarwal, "Incorporating on-demand stereo for real time recognition," in CVPR, 2007.
17. Allan Hanbury, "A 3d-polar coordinate colour representation well adapted to image analysis," in SCIA, 2003, pp. 804-811.
18. Tin Kam Ho, "Random decision forests," in ICDAR, 1995, pp. 278-282.
19. G. Holmes, A. Donkin, and I. H.Witten," in Intelligent Information Systems, 1994, pp. 357-361.