TY - GEN
T1 - Multi-view face detection based on AdaBoost and skin color
AU - Deng, Peng
AU - Pei, Mingtao
PY - 2008
Y1 - 2008
N2 - This paper describes a multi-view face detection method which combined skin color information and AdaBoost-based face detection technique together to improve the detection accuracy and detection speed. First the input image is converted into YCbCr color space, then the image is binarized according to skin threshold and a binary image was obtained in which pixels with value 1 are skin-pixels and pixels with value 0 are non-skin pixels. After that only the skin regions are scanned by multi-AdaBoost detectors which were also trained on skin binarized face images. Before scanned by the multi-AdaBoost detectors, the sub windows are filtered by the ratio of the skin- pixels in the sub windows which can eliminate most of the false face regions .The experimental results show that the proposed method can achieve high detection accuracy with fast detection speed.
AB - This paper describes a multi-view face detection method which combined skin color information and AdaBoost-based face detection technique together to improve the detection accuracy and detection speed. First the input image is converted into YCbCr color space, then the image is binarized according to skin threshold and a binary image was obtained in which pixels with value 1 are skin-pixels and pixels with value 0 are non-skin pixels. After that only the skin regions are scanned by multi-AdaBoost detectors which were also trained on skin binarized face images. Before scanned by the multi-AdaBoost detectors, the sub windows are filtered by the ratio of the skin- pixels in the sub windows which can eliminate most of the false face regions .The experimental results show that the proposed method can achieve high detection accuracy with fast detection speed.
UR - http://www.scopus.com/inward/record.url?scp=58049157707&partnerID=8YFLogxK
U2 - 10.1109/ICINIS.2008.60
DO - 10.1109/ICINIS.2008.60
M3 - Conference contribution
AN - SCOPUS:58049157707
SN - 9780769533919
T3 - Proceedings - The 1st International Conference on Intelligent Networks and Intelligent Systems, ICINIS 2008
SP - 457
EP - 460
BT - Proceedings - The 1st International Conference on Intelligent Networks and Intelligent Systems, ICINIS 2008
T2 - 1st International Conference on Intelligent Networks and Intelligent Systems, ICINIS 2008
Y2 - 1 November 2008 through 3 November 2008
ER -