DocumentCode
387549
Title
Extraction of face regions in color image
Author
Liu, Zhi-Ming ; Yao Li ; He, Xin ; Wang, Wen-Ke ; Zhou, Ji-Liu ; Kui Li
Author_Institution
Coll. of Electron. Inf., Sichuan Univ., Chengdu, China
Volume
3
fYear
2002
fDate
2002
Firstpage
1340
Abstract
We propose a method to automatically locate the frontal human face regions under a complex background in a color image. The method starts from clustering the color space using the histogram of the detected skin pixels, where the YCrCb color model and HSV color model are used to detect the skin area. Then an opening morphological operation is used to remove the small objects in the background area. Some rules are used to select the candidate face regions according to the shape and size information. Finally, the face regions can be located by using a backpropagation neural network to detect the appearance of two eyes in the candidate face regions. Experimental results show that the proposed approach is efficient.
Keywords
backpropagation; face recognition; feature extraction; image colour analysis; neural nets; BP neural network; HSV color model; YCrCb color model; backpropagation; color image; complex background; face region extraction; histogram; human face; skin color; skin pixels; Backpropagation; Color; Eyes; Face detection; Histograms; Humans; Morphological operations; Neural networks; Shape; Skin;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning and Cybernetics, 2002. Proceedings. 2002 International Conference on
Print_ISBN
0-7803-7508-4
Type
conf
DOI
10.1109/ICMLC.2002.1167423
Filename
1167423
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