Title :
Generalized Haar-Like Features for Fast Face Detection
Author :
Chen, Duan-sheng ; Liu, Zheng-Kai
Author_Institution :
Huaqiao Univ., Quanzhou
Abstract :
In the framework of Viola-Jones´ fast object detection, Haar like features are extracted from gray level image. This paper proposes a new concept of gray-like image from which generalized Haar like features can also be exacted, so as to make use of other forms of images in addition to gray level image in Haar+Adaboost schema. As an application of the gray-like images, the generalized Haar-like features are constructed for fast face detection. Experimental results show that the boosted face detector using the generalized Haar-like features outperforms significantly the original using the basic Haar-like features.
Keywords :
Haar transforms; face recognition; feature extraction; learning (artificial intelligence); object detection; Adaboost schema; Haar transform; face detection; feature extraction; gray level image; Color; Cybernetics; Detectors; Error analysis; Face detection; Feature extraction; Filters; Machine learning; Object detection; Skin; Face detection; Feature extraction; Gray-like image; Haar-like feature;
Conference_Titel :
Machine Learning and Cybernetics, 2007 International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-0973-0
Electronic_ISBN :
978-1-4244-0973-0
DOI :
10.1109/ICMLC.2007.4370496