Face detection and skin color based tracking: A comparative study

Proceedings of the 2007 International Conference on Image Processing, Computer Vision, and Pattern Recognition, IPCV 2007

Volumn , Issue , 2007, Pages 506-512

  Belaroussi, Rachid ^a   Milgram, Maurice ^a  

^a UNIVERSITÉ PIERRE ET MARIE CURIE   (France)

Author keywords

Camshift; Face tracking; Histogram backprojection; Mean shift; Skin color model

Indexed keywords

BACK-PROJECTION; CAMSHIFT; FACE TRACKING; MEAN SHIFT; SKIN COLOR MODELS;

ALGORITHMS; COMPUTER VISION;

FACE RECOGNITION;

EID: 79958206715     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (36)

1. R. Belaroussi. Color based face tracking. http://www.lisif.jussieu.fr/ ~belaroussi/face-track/.
2. R. Belaroussi and M. Milgram. Face tracking and facial features detection with a webcam. In Proceedings of the 3rd European Conference on Visual Media Production, 2006. Shown as a demonstration at European Conference on Computer Vision.
3. R. Belaroussi, L. Prevost, and M. Milgram. Combining model-based classifiers for face localization. In Proceedings of the Ninth IAPR Conference on Machine Vision Applications, pages 290-293, 2005.
4. G. Bradski. Computer vision face tracking for use in a perceptual user interface. Intel Technology Journal, Q2:15, 1998.
5. Y. Cheng. Mean shift, mode seeking, and clustering. IEEE Transactions on Pattern Analysis and Machine Intelligence, 17(17), 1995.
6. A. W. Fitzgibbon, M. Pilu, and R. B. Fisher. Direct least-squares fitting of ellipses. IEEE Transactions on Pattern Analysis and Machine Intelligence, 21(5):476-480, May 1999.
7. Y. Freund and R. E. Schapire. Experiments with a new boosting algorithm. In International Conference on Machine Learning, pages 148-156, 1996.
8. J. Friedman, T. Hastie, and R. Tibshirani. Additive logistic regression: a statistical view of boosting. Technical report, Departement of Statistics, Stanford University., 1998.
9. K. Fukunaga and L. Hostetler. The estimation of the gradient of a density function. IEEE Transactions on Information Theory, 21:32-40, 1975.
10. M. Hu, S. Worrall, A. Sadka, and A. M. Kondoz. Automatic scalable face model design for 2d model-based video coding. Signal Processing: Image Communication, 19(5):421-436, May 2004.
11. i2i. Microsoft research Cambridge: research.microsoft.com/vision/ cambridge/i2i/dsweb.htm. i2i: 3D Visual Communication.
12. M. Jones and P. Viola. Fast multi-view face detection. Technical report, Mitsubishi Electric Research Laboratories., 2003. Shown as a demonstration at Computer Vision and Pattern Recognition 2003.
13. J.-B. Kim, S.-C. Kee, and J.-Y. Kim. Fast detection of multi-view face and eye based on cascaded classifier. In Proceedings of the Ninth IAPR Conference on Machine Vision Applications, pages 116-119, 2005.
14. V. Kolmogorov, A. Criminisi, A. Blake, G. Cross, and C. Rother. Bi-layer segmentation of binocular stereo video. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, volume 2, pages 407-414, 2005.
15. S. Z. Li and Z. Zhang. Floatboost learning and statistical face detection. IEEE Transaction on Pattern Analysis and Machine Intelligence, 26(9):1112-1123, 2004.
16. Y. Li, A. Goshtasby, and O. Garcia. Detecting and tracking human faces in videos. In Proceedings of the 15th International Conference on Pattern Recognition, volume 1, pages 807-810, 2000.
17. R. Lienhart, A. Kuranov, and V. Pisarevsky. Empirical analysis of detection cascades of boosted classifiers for rapid object detection. Technical report, Microprocessor Research Lab, Intel Labs, 2002.
18. R. Lienhart, L. Liang, and A. Kuranov. A detector tree of boosted classifiers for real-time object detection and tracking. In IEEE International Conference on Multimedia & Expo, 2003.
19. S. J. McKenna, S. Gong, and Y. Raja. Modelling facial colour and identity with gaussian mixtures. Pattern Recognition, 31(12):1883-1892, 1998.
20. D. B. M.J. Swain. Color indexing. International Journal of Computer Vision, 7(1):11-32, 1991.
21. OpenCv. Open source computer vision library: http://sourceforge.net/ projects/opencvlibrary/.
22. S. 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.
23. H. A. Rowley, S. Baluja, and T. Kanade. Neural network-based face detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(1):23-38, 1998.
24. H. Schneiderman and T. Kanade. A statistical model for 3d object detection applied to faces and cars. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, volume 1, pages 746-751, 2000.
25. R. Schumeyer and K. Barner. Color-based classifier for region identification in video. In Proceedings of the SPIE Visual Communications Image Processing, volume 3309, pages 189-200, 1998.
26. K. Schwerdt and J. L. Crowley. Robust face tracking using color. In Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition, page 90, 2000.
27. R. Seguier. A very fast adaptive face detection system. In International Conference on Visualization, Imaging, and Image Processing, 2004.
28. M. Soriano, B. Martinkauppi, S. Huovinen, and M. Laaksonen. Adaptive skin color modeling using the skin locus for selecting training pixels. Pattern Recognition, 36(3):681-690, 2003.
29. K.-K. Sung and T. Poggio. Example-based learning for view-based human face detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(1):39-51, 1998.
30. V. Vezhnevets, V. Sazonov, and A. Andreeva. A survey on pixel-based skin color detection techniques. In Proceedings of Graphicon-2003, Moscow, Russia, pages 85-92, 2003.
31. P. Viola and M. Jones. Rapid object detection using a boosted cascade of simple features. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, volume 1, pages 511-518, 2001.
32. B. Wu, H. Ai, C. Huang, and S. Lao. Fast rotation invariant multi-view face detection based on real adaboost. Proceedings of the Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 00:79-84, 2004.
33. J. Yang and A. Waibel. A real-time face tracker. In Proceedings of the 3rd IEEE Workshop on Applications of Computer Vision, page 142, 1996.
34. M. Yang and N. Ahuja. Gaussian mixture model for human skin color and its application in image and video databases. In Proceedings of the SPIE Conference on Storage and Retrieval for Image and Video Databases, pages 458-466, 1999.
35. T.-W. Yoo and I.-S. Oh. A fast algorithm for tracking human faces based on chromatic histograms. Pattern Recognition Letter, 20(10):967-978, 1999.
36. X. Zhu, J. Yang, and A. Waibel. Segmenting hands of arbitrary color. In Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition, pages 446-453, 2000.