Title :
Face detection using generalised integral image features
Author :
Cordiner, Alister ; Ogunbona, Philip ; Li, Wanqing
Author_Institution :
Digisensory Technol., Sydney, NSW, Australia
Abstract :
This paper proposes generalised integral image features (GIIFs) for face detection. GIIFs provide a richer and more flexible set of features than Haar-like features. Due to the large set of possible GIIFs, a genetic algorithm is developed to select the feature space for the optimal weak classifiers. Experimental results have shown that this method is able to improve face detection accuracy.
Keywords :
Haar transforms; face recognition; genetic algorithms; Haar-like features; face detection; feature space; generalised integral image features; genetic algorithm; optimal weak classifiers; Australia; Detectors; Face detection; Genetic algorithms; Integral equations; Matched filters; Nonlinear filters; Object detection; Pixel; Space technology; GIIF; face detection; integral image;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5413646