Title :
Facial image clustering in single channel and stereo video content
Author :
Orfanidis, Georgios ; Nikolaidis, Nikos ; Pitas, Ioannis
Author_Institution :
Dept. of Inf., Aristotle Univ. of Thessaloniki, Thessaloniki, Greece
Abstract :
In this paper spectral clustering techniques are implemented and evaluated on image clustering for single channel and 3D video analysis. The main idea is to use mutual information to create a similarity matrix for image pairs and then apply spectral clustering. Then, spectral clustering techniques can be used for image clustering. Such clustering techniques are then extended to stereo video. The application at hand includes facial image clustering on single view and stereo videos facial images.
Keywords :
face recognition; matrix algebra; pattern clustering; stereo image processing; video signal processing; 3D video analysis; facial image clustering; image clustering; similarity matrix; single channel content; single view facial image; spectral clustering technique; stereo video content; stereo video facial image; Algorithm design and analysis; Clustering algorithms; Educational institutions; Eigenvalues and eigenfunctions; Face; Motion pictures; Mutual information; Mutual Information; Spectral clustering; Stereo video;
Conference_Titel :
Biometrics and Forensics (IWBF), 2013 International Workshop on
Conference_Location :
Lisbon
Print_ISBN :
978-1-4673-4987-1
DOI :
10.1109/IWBF.2013.6547312