Intelligent and Robust Face Detection

  • Park, Min-sick (ICS Lab., Dept. of Electrical and Electronic Engineering, Yonsei University) ;
  • Park, Chang-woo (ICS Lab., Dept. of Electrical and Electronic Engineering, Yonsei University) ;
  • Kim, Won-ha (Devision of Electrical and Electronic Engineering, Myongji University) ;
  • Park, Mignon (ICS Lab., Dept. of Electrical and Electronic Engineering, Yonsei University)
  • Published : 2001.12.01

Abstract

A face detection in color images is important for many multimedia applications. It is first step for face recognition and can be used for classifying specific shorts. This paper describes a new method to detect faces in color images based on the skin color and hair color. This paper presents a fuzzy-based method for classifying skin color region in a complex background under varying illumination. The Fuzzy rule bases of the fuzzy system are generated using training method like a genetic algorithm(GA). We find the skin color region and hair color region using the fuzzy system and apply the convex-hull to each region and find the face from their intersection relationship. To validity the effectiveness of the proposed method, we make experiment with various cases.

Keywords

References

  1. Proceedings IEEE Conf. on Computer Vision and Pattern Recognition View-based and Modular Eigenspace for Face recognition A. Pentland;B. Moghaddam;T. Starner
  2. Pettern Recognition v.1 Line Extraction and Pattern Recognition in a Photograph T. Sakai;M. Nagao;S. Fujibayashi
  3. Int. J. Comput. Vis. v.7 no.1 Color indexing M. Swain;D. Ballard
  4. IEEE Trans. Pattern Anal. Machine Intell. v.17 Color constant color index B. V. Funt;G. D. Finlayson
  5. J. Opt. Soc. Amer. A, Opt Image Sci. v.A11 no.11 Global color constancy: Recognition of objects by use of illumination-invariant properties of color distributions G. Healy;D. Slater
  6. Proc. IEEE Conf. Computer Vision and Pattern Recognition Illumination and geometry invariants recognition of texture in color image L. Wang;G. Healey
  7. IEEE Trans. Pattern Analysis and Machine Intelligence v.9 no.4 Face Segmentation Using Skin-Color Map in Videophone Applications Douglas Chai;King N. Ngan
  8. International Conference on Control, Automation, Robotics and Vision Face Detection, Tracking and Recognition-A Study V. Ronda;M. H. Er;W. Ser
  9. IEEE Trans. PAMI v.21 no.6 Face Detection From Color Images Using a Fuzzy Pattern Matching Method Haiyan Wu. Qian Chen;Masahiko Yachida
  10. Color Science G. Wuszecki;W. S. Stiles
  11. Acourse in fuzzy systems and control L. X. Wang
  12. Genetic algorithm in reserch, optimization and machine learning D. E. Goldberg
  13. Proc. Picture Coding Symp., Lausanne Location of face using color cues H. Li;R. Forchheimer
  14. Proc. IEEE Int Conf. Image Processing v.Ⅲ Face localization and facial feature extraction based on shape and color information K. Sobottka;I. Pitas
  15. Proc. Australia Telecommun. Network and Applicaions Conf. The use of facial color in image segmentation T. Cormall;K. Pang
  16. Proc. VLBV97 Conf. Extraction of VOP from videophone scene D. Chai;K. N. Ngan
  17. Digital Image Processign Zahid Hussain
  18. Fuzzy Logic and Neural Network Handbook(Series on Computer Engineering) Neural Networks for Classification of Remotely Sensed Images Roli, F.;Serpico, B.;C. H. Chen(ed.)
  19. A Fast Algorithm for Neural Networks in C++ Pandya, A. S.;Szaba, R. R.