Ecole d'ingénieur et centre de recherche en Sciences du numérique

Deformable face mapping for person identification

Perronnin, Florent; Dugelay, Jean-Luc; Rose, Kenneth

ICIP 2003, IEEE International conference on image processing, September 14-17, 2003, Barcelona, Spain

Best Student Paper Award

This paper introduces a novel deformable model for face mapping and its application to automatic person identification. While most face recognition techniques directly model the face, our goal is to model the transformation between face images of the same person. As a global face transformation may be too complex to be modelled in its entirety, it is approximated by a set of local transformations with the constraint that neighboring transformations must be consistent with each other. Local transformations and neighboring constraints are embedded within the probabilistic framework of a two-dimensional Hidden Markov Model (2-D HMM). Experimental results on a face identification task show that the new approach compares favorably to the popular Fisherfaces algorithm.

Document Doi Bibtex

Titre:Deformable face mapping for person identification
Type:Conférence
Langue:English
Ville:Barcelona
Pays:ESPAGNE
Date:
Département:Sécurité numérique
Eurecom ref:1162
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Bibtex: @inproceedings{EURECOM+1162, doi = {http://dx.doi.org/10.1109/ICIP.2003.1247048}, year = {2003}, title = {{D}eformable face mapping for person identification }, author = {{P}erronnin, {F}lorent and {D}ugelay, {J}ean-{L}uc and {R}ose, {K}enneth}, booktitle = {{ICIP} 2003, {IEEE} {I}nternational conference on image processing, {S}eptember 14-17, 2003, {B}arcelona, {S}pain}, address = {{B}arcelona, {ESPAGNE}}, month = {09}, url = {http://www.eurecom.fr/publication/1162} }
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