Title :
Efficient real-time face tracking in wavelet subspace
Author :
Feris, Rogério S. ; Cesar, Roberto M., Jr. ; Krüger, Volker
Author_Institution :
Dept. of Comput. Sci., Sao Paulo Univ., Brazil
Abstract :
We present a new method for visual face tracking that is carried out in wavelet subspace. First, a wavelet representation for the face template is created, which spans a low-dimensional subspace of the image space. The video sequence frames where the face is tracked are then orthogonally projected into this low-dimensional subspace. This can be done efficiently through a small number of applications of the wavelet filters. All further computations are performed in wavelet subspace, which is isomorphic to the image subspace spanned by the sets of wavelets in the representation. Robustness with respect to facial expression and affine deformations, as well as the efficiency of our method, are demonstrated in various experiments
Keywords :
computer vision; face recognition; image sequences; neural nets; real-time systems; target tracking; face tracking; image space; real-time system; video sequence; wavelet filters; wavelet subspace; Automation; Computer science; Computer vision; Detectors; Educational institutions; Gabor filters; Human computer interaction; Robustness; Teleconferencing; Video sequences;
Conference_Titel :
Recognition, Analysis, and Tracking of Faces and Gestures in Real-Time Systems, 2001. Proceedings. IEEE ICCV Workshop on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7695-1074-4
DOI :
10.1109/RATFG.2001.938919