International Journal of Fuzzy Logic and Intelligent Systems

Korean Institute of Intelligent Systems (한국지능시스템학회)
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A Study on Color Fuzzy Decision Algorithm in Video Object Segmentation

  • Byun, Oh-Sung (Dept. Electrical Electronic and Information Engineering, Wonkwang University) ;
  • Moon, Sung-Ryong (Dept. Electrical Electronic and Information Engineering, Wonkwang University)
  • Published : 2004.09.01
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Abstract

In this paper, we propose the color fuzzy decision algorithm to face segmentation in a color image. Our algorithm can segment without the user's interaction by fuzzy decision marking. And it removes small parts such as a noise using wavelet morphology in the image obtained by applying the fuzzy decision algorithm. Also, it merges and chooses the face region in each quantization image through rough sets. This video object division algorithm is shown to be superior to a conventional algorithm.

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References

  1. http://mpeg.telecomitalialab.com/; The MPEG home Page
  2. L. Vincent and P. Soille, 'Watersheds in Digital Spaces: An Efficient Algorithm Based on immersion Simulation,' IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 13, no. 2, pp. 583-598, June 1991 https://doi.org/10.1109/34.87344
  3. H. Wang and S. F. Chang, 'A Highly Efficient System for Automatic Face Region Detection in MPEG Video,' IEEE Trans. on Circuits and Systems for Video Technology, vol. 7, no. 4, pp. 615-628, August 1997 https://doi.org/10.1109/76.611173
  4. M. Hotter and R. Thoma, 'Image Segmentation Based on Object Oriented Mapping Parameter Estimation,' Signal Processing, vol. 15, no. 3, pp. 315-334, October 1988 https://doi.org/10.1016/0165-1684(88)90021-7
  5. T. Aach and A. Kaup, 'Statistical Model-based Change Detection in Moving Video,' Signal Processing(Elsevier), vol. 31, pp. 165-180, March 1993 https://doi.org/10.1016/0165-1684(93)90063-G
  6. M. H. Yang and N. Ahuja, 'Detecting Human Faces in Color Images,' In Proceeding of the 1998 IEEE International Conference on Image Processing(ICIP'98), pp. 127-139, Chicago, October 1998
  7. R. C. Gonzalez and R. E. Woods, 'Digital Image Processing,' Addison Wesley Longman, 1992
  8. S. R. Moon, 'Design of Hybrid Median Filter Using Gray Scale Morphology,' Chonbuk University, Ph D., 1993
  9. Y. K. Yoon, 'DTCNN Hardware Implementation and Application Using Morphology,' Wonkwang University, Master, 1998
  10. R. M. Rao and A. S. Bopardikar, Wavelet Transforms : Introduction to Theory and Applications, Addison-Wesley, An Imprint of Addison Wesley Longman, Inc., 1998
  11. C. S. Burrus, R. A. Gopinath, and H. Guo, Introduction to Wavelets and Wavelet Transforms : A Primer, Prentice-Hall International, Inc., 1998
  12. L. Rujie and Y. Baozong, 'Eigenspace-Based Human Face Detection,' Proceeding of ICSP2000, pp. 1305-1308, 2000
  13. H. A. Rowley, S. Baluja, and T. Kanade, 'Neural network-based face detection,' IEEE Trans. Pattern Anal. Machine Intell., vol. 20, no. 1, pp. 23-38, January 1998 https://doi.org/10.1109/34.655647
  14. E. J. Lee and S. H. Jung, 'Image Categorization Using Color N X M-grams,' Journal of Korea Information Science Society, vol. 25, no. 2, pp. 402-404, October 1998
  15. H. Wu, Q. Chen, and M. Yachida, 'Face Detection from Color Images using a Fuzzy Pattern Matching Method,' IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 21, no. 6, pp. 557-563, June 1999 https://doi.org/10.1109/34.771326
  16. DiVAN Distributed audioVisual Archives Network(European Esprit Project EP 24956). http://divan.intranet.gr/info, 1997
  17. R. L. Hsu, A. M. Mohamed, and A. K. Jain, 'Face Detection in Color Images,' IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 24, no. 5, pp. 696-706, May 2002 https://doi.org/10.1109/34.1000242
  18. C. Garcia, G. Zikos, and G. Tziritas, 'Face Detection in Color Images using Wavelet Packet Analysis,' Proc. IEEE Intern. Conf. Multimedia Computing and Systems, Florence, vol. 5, pp. 703-708, June 1999
  19. Z. Pawlak, 'Rough Sets,' International Journal of Computer and Information Sciences, vol. 11, pp. 341-356, 1982 https://doi.org/10.1007/BF01001956
  20. Z. Pawlak, 'Rough logic,' Bulletin of the Polish Academy of Sciences, Technical Science 35, pp. 253-258, 1987