Title :
Human face detection in video using edge projections
Author :
Turkan, Mehmet ; Onaran, Ibrahim ; Cetin, A. Enis
Author_Institution :
Dept. of Electr. & Electron. Eng., Bilkent Univ., Ankara, Turkey
Abstract :
In this paper, a human face detection algorithm in images and video is presented. After determining possible face candidate regions using colour information, each region is filtered by a high-pass filter of a wavelet transform. In this way, edges of the region are highlighted, and a caricature-like representation of candidate regions is obtained. Horizontal, vertical, filter-like and circular projections of the region are used as feature signals in support vector machine (SVM) based classifiers. It turns out that our feature extraction method provides good detection rates with SVM based classifiers.
Keywords :
face recognition; feature extraction; high-pass filters; image classification; image colour analysis; image filtering; image representation; support vector machines; video signal processing; wavelet transforms; SVM based classifier; caricature-like representation; colour information; edge projections; face candidate region; feature extraction method; high-pass filter; human face detection algorithm; support vector machine; wavelet transform; Abstracts; Face detection;
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence