Joint adaptive colour modelling and skin, hair and clothing segmentation using coherent probabilistic index maps

BMVC 2011 - Proceedings of the British Machine Vision Conference 2011

Volumn , Issue , 2011, Pages

  Scheffler, Carl ^a   Odobez, Jean Marc ^a  

^a IDIAP RESEARCH INSTITUTE   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER VISION; IMAGE SEGMENTATION; MAPS; MARKOV PROCESSES;

BAYESIAN FRAMEWORKS; CLOTHING SEGMENTATIONS; CONTINUOUS DISTRIBUTION; DISCRETE DISTRIBUTION; JOINT SEGMENTATION; LIKELIHOOD FUNCTIONS; MARKOV RANDOM FIELDS; SEGMENTATION RESULTS;

COLOR;

EID: 84898486229     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.5244/C25.53     Document Type: Conference Paper

References (22)

1. Adaptive face colour modelling and segmentation project page. URL http://www.idiap.ch/software/facecolormodel/.
2. C. M. Bishop. Pattern Recognition and Machine Learning. Springer, 2006.
3. D. Comaniciu and P. Meer. Mean shift: a robust approach toward feature space analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(5):603-619, 2002.
4. B. J. Frey. Graphical Models for Machine Learning and Digital Communication. MIT Press, 1998.
5. Intel Corporation. OpenCV, version 2.0.0, October 2009. URL http://opencv.willowgarage.com/wiki/.
6. N. Jojic and Y. Caspi. Capturing image structure with probabilistic index maps. In IEEE Conference on Computer Vision and Pattern Recognition, 2004.
7. M. J. Jones and J. M. Rehg. Statistical color models with application to skin detection. International Journal of Computer Vision, 46:81-96, 2002.
8. M. I. Jordan, Z. Ghahramani, T. S. Jaakkola, and L. K. Saul. An introduction to variational methods for graphical models. Machine Learning, 37:183-233, 1999.
9. P. Julian, C. Dehais, F. Lauze, V. Charvillat, A. Bartoli, and A. Choukroun. Automatic hair detection in the wild. In International Conference on Pattern Recognition, 2010.
10. P. Kakumanu, S. Makrogiannis, and N. Bourbakis. A survey of skin-color modeling and detection methods. Pattern Recognition, 40(3):1106-1122, 2007.
11. K. Lee, D. Anguelov, B. Sumengen, and S. B. Gokturk. Markov random field models for hair and face segmentation. In Automatic Face and Gesture Recognition, 2008.
12. C. Liensberger, J. Stottinger, and M. Kampel. Color-based and context-aware skin detection for online video annotation. In IEEE International Workshop on Multimedia Signal Processing, 2009.
13. T. Minka. Estimating a Dirichlet distribution. Technical report, 2009.
14. P. Perez, C. Hue, J. Vermaak, and M. Gangnet. Color based probabilistic tracking. In European Conference on Computer Vision, 2002.
15. S. L. Phung, A. Bouzerdoum, and D. Chai. Skin segmentation using color pixel classification: Analysis and comparison. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(1):148-154, 2005.
16. L. Sigal, S. Sclaroff, and V. Athitsos. Skin color-based video segmentation under time-varying illumination. IEEE Transactions on Pattern Analysis and Machine Intelligence, 26(7):862-877, 2004.
17. M. Soriano, B. Martinkauppi, S. Huovinen, and M. Laaksonen. Adaptive skin color modeling using the skin locus for selecting training pixels. Pattern Recognition, 36: 681-690, 2003.
18. P. Viola and M. Jones. Robust real-time face detection. International Journal of Computer Vision, 57(2):137-154, 2004.
19. D. Wang, X. Chai, H. Zhang, H. Chang, W. Zeng, and S. Shan. A novel coarse-to-fine hair segmentation method. In Automatic Face and Gesture Recognition, 2011.
20. Y. Yacoob and L. S. Davis. Detection and analysis of hair. IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(7), 2006.
21. J. Yang and A. Waibel. A real-time face tracker. In IEEE Workshop on Applications of Computer Vision, pages 142-147, 1996.
22. T. Yoo and I. Oh. A fast algorithm for tracking human faces based on chromatic histograms. Pattern Recognition Letters, 20:967-978, 1999.