Title :
Face verification using tensor representation from video
Author :
Lee, Myung-Won ; Kwak, Keun-Chang
Author_Institution :
Dept. of Control & Instrum. Eng., Chosun Univ., Kwangju, South Korea
Abstract :
We present a new face verification method based on tensor presentation from video. For this purpose, we use Tensor-based Multilinear Principal Component Analysis (TMPCA) to verify simultaneously the successive frames with face images. This approach extracts feature directly from third-order tensor representation rather than the well-known vector or second-order tensor representation. The experimental results on face image database with distance-varying reveal that the presented method shows a good verification performance.
Keywords :
face recognition; image representation; principal component analysis; tensors; video signal processing; face image database; face verification; feature extraction; second-order tensor representation; tensor representation; tensor-based multilinear principal component analysis; video;
Conference_Titel :
Information Science and Service Science (NISS), 2011 5th International Conference on New Trends in
Conference_Location :
Macao
Print_ISBN :
978-1-4577-0665-3