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Statistical Classification of Skin Color Pixels from MPEG Videos

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Advanced Concepts for Intelligent Vision Systems (ACIVS 2007)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 4678))

Abstract

Detection and classification of skin regions plays important roles in many image processing and vision applications. In this paper, we present a statistical approach for fast skin detection in MPEG-compressed videos. Firstly, conditional probabilities of skin and non-skin pixels are extracted from manual marked training images. Then, candidate skin pixels are identified using the Bayesian maximum a posteriori decision rule. An optimal threshold is then obtained by analyzing of probability error on the basis of the likelihood ratio histogram of skin and non-skin pixels. Experiments from sequences with varying illuminations have demonstrated the effectiveness of our approach.

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References

  1. Phung, S.L., Bouzerdoum, A., Chai, D.: Skin Segmentation Using Color Pixel Classification: Analysis and Comparison. IEEE T-PAMI 27(1), 148–154 (2005)

    Google Scholar 

  2. Sigal, L., Sclaroff, S., Athitsos, V.: Skin Color-Based Video Segmentation under Time-Varying Illumination. IEEE T-PAMI 26(7), 862–877 (2004)

    Google Scholar 

  3. Jones, M.J., Rehg, J.M.: Statistical Color Models with Application to Skin Detection. Int. J. Computer Vision 46(1), 81–96 (2002)

    Article  MATH  Google Scholar 

  4. Hsu, R.-L., Abdel-Mottaleb, M., Jain, A.K.: Face Detection in Color Images. IEEE T-PAMI 24(5), 696–706 (2002)

    Google Scholar 

  5. Wu, H., Chen, Q., Yachida, M.: Face Detection from Color Images Using a Fuzzy pattern Matching Model. IEEE T-PAMI 21(6), 557–563 (1999)

    Google Scholar 

  6. Chai, D., Ngan, K.N.: Face Segmentation Using Skin-Color Map in Videophone Applications. IEEE T-CSVT 9(4), 551–564 (1999)

    Google Scholar 

  7. Tan, R., Davis, J.W.: Differential Video Coding of Face and gesture Events in Presentation Videos. Int. J. CVIU 96, 200–215 (2004)

    Google Scholar 

  8. Kakumanu, P., Makrogiannis, S., Bourbakis, N.: A Survey of Skin-Color Modeling and Detection Methods. Pattern Recognition 40, 1106–1122 (2007)

    Article  MATH  Google Scholar 

  9. Wang, H., Chang, S.-F.: A Highly Efficient System for Automatic face Region Detection in MPEG Video. IEEE T-CSVT 7(4), 615–628 (1997)

    Google Scholar 

  10. Habili, N., Lim, C.C., Moini, A.: Segmentation of the Face and Hands in Sign language Video Sequences Using Color and Motion Cues. IEEE-TCSVT 14(8), 1086–1097 (2004)

    Google Scholar 

  11. Cho, K.-M., Jang, J.-H., Hong, K.-S.: Adaptive Skin-Color Filter. Pattern Recognition 34, 1067–1073 (2001)

    Article  MATH  Google Scholar 

  12. Zheng, Q.-F., Gao, W.: Fast Adaptive Skin Detection in JPEG Images. In: Ho, Y.-S., Kim, H.J. (eds.) PCM 2005. LNCS, vol. 3768, pp. 595–605. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  13. Zhu, Q., Cheng, K.-T., Wu, C.-T., Wu, Y.-L.: Adaptive Learning of an Accurate Skin-Color Model, 37–42 (2004)

    Google Scholar 

  14. Zhang, M.-J., Gao, W.: An Adaptive Skin Color Detection Algorithm with Confusing Background Elimination. Proc. ICIP II, 390–393 (2005)

    Google Scholar 

  15. Garcia, C., Tziritas, G.: Face Detection Using Quantized Skin Color Regions Merging and Wavelet Packet Analysis. IEEE T-Multimedia 1(3), 264–277 (1999)

    Article  Google Scholar 

  16. Albiol, A., Torres, L., Delp, E.J.: Optimum Color Spaces for Skin Detection. In: Proc. ICIP I, pp. 122–124 (2001)

    Google Scholar 

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Jacques Blanc-Talon Wilfried Philips Dan Popescu Paul Scheunders

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© 2007 Springer-Verlag Berlin Heidelberg

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Ren, J., Jiang, J. (2007). Statistical Classification of Skin Color Pixels from MPEG Videos. In: Blanc-Talon, J., Philips, W., Popescu, D., Scheunders, P. (eds) Advanced Concepts for Intelligent Vision Systems. ACIVS 2007. Lecture Notes in Computer Science, vol 4678. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74607-2_36

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  • DOI: https://doi.org/10.1007/978-3-540-74607-2_36

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-74606-5

  • Online ISBN: 978-3-540-74607-2

  • eBook Packages: Computer ScienceComputer Science (R0)

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