Title :
Label diffusion on graph for face identification
Author :
Buyssens, Pierre ; Revenu, Marinette
Author_Institution :
ENSICAEN, Univ. of Caen, Caen, France
fDate :
March 29 2012-April 1 2012
Abstract :
We present a generic classification method based on a label diffusion on graph. Inspired by the watershed transform widely used in the image segmentation field, we propose a simple algorithm working on distances graphs of any topology. Applied to the faces identification problem, this method can deal with any type of distances. We propose also two penalty functions that clearly improve the identification results when used within the diffusion process.
Keywords :
diffusion; face recognition; graph theory; image classification; image segmentation; transforms; face identification; face identification problem; generic classification method; image segmentation field; label diffusion process; penalty functions; simple algorithm; topology; watershed transform; Databases; Face; Feature extraction; Image edge detection; Principal component analysis; Probes; Vectors;
Conference_Titel :
Biometrics (ICB), 2012 5th IAPR International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4673-0396-5
Electronic_ISBN :
978-1-4673-0397-2
DOI :
10.1109/ICB.2012.6199757