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An efficient face detection method using skin-color discovering and chain code

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Języki publikacji
EN
Abstrakty
EN
In this paper, we propose a method to local human faces in color image. For color images, the skin color is an important key feature for human face detection. Thus, this paper applied skin color information to segmented human face areas: first, we reduce the size of the color image, hold its ratio, and detect skin color pixels in the resized image based on the properties of skin color. Next, our method employs the detected pixels and chain code to locate continuous areas. Finally, we check the width and the height of each located area, and filter out the non-facial ones. The remaining areas the human face regions. To fully explore the efficiency and effectiveness of the proposed method, we conduct a lot of experiments on the test image used in other papers. The experimental results show that both the false positive and false negative rates are eiter equal to or better than those obtained in previous research results. Moreover, in most of experiments, the processing time of our method is shorter.
Słowa kluczowe
Twórcy
autor
  • Dept. of Medical Imaging Technology, Chung Shan Medical University, Taiwan
autor
  • Dep. of Information Management National, Taichung Institute of Technology, Taiwan, R.O.C.
autor
  • Dep. of Information Management National, Taichung Institute of Technology, Taiwan, R.O.C.
Bibliografia
  • [1] Freeman H.: On the encoding of arbitrary geometric configurations. IRE Trans. on Electronic Computers, EC-10, 260-268. 1961.
  • [2] Yang G., Huang T. S.: Human face detection in complex background. PR, 27(1), 53-63. 1994.
  • [3] Rowley H., Baluja S., Kanade T.: Neural network-based face detection. Proc. of IEEE Conf. on CVPR, San Francisco, CA, 203-207. 1996.
  • [4] Osuna E., Freund R., Girosi F.: Training support vector machines: an application to face detection. Proc. of IEEE Conf. on CVPR'97, 17-19. 1997.
  • [5] Cai J., Goshtasby A.: Detecting human faces in color images. Image and Vision Computing, 18(1), 63-75. 1999.
  • [6] Chai D., Ngan K. N.: Face segmentation using skin-color map in videophone application. IEEE Trans. Circuits and System for Video Technology, 9(4), 551-564. 1999.
  • [7] Wu H., Chen Q., Yachida M.: Face detection from color images using a fuzzy pattern matching method. IEEE Trans. PAMI, 21, 557-563. 1999.
  • [8] Wei G., Sethi I. K.: Omni-face detection for video/image content description. Conjunction with ACM Multimedia Conference 2000, (MIR2000), Los Angeles, Nov. 3, 185-189. 2000.
  • [9] Feraud R., Bernier O. J., Viallet J., Collobert M.: A fast and accurate face detector based on neural networks. IEEE Trans. PAMI, 23(1), 42-53. 2001.
  • [10] Lee H., Kil S., Hang Y., Hong S.: Automatic face and facial feature detection. Proc. of Conf on ISIE 2001, Pusan, Korea, 254-259. 2001.
  • [11] Yang M., Ahuja N., Kriegman D.: Detecting faces in images: a survey. IEEE Trans. PAMI, 24(1), 34-58. 2002.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BWA1-0002-0067
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