Title :
A new invariant representation of facial expressions: Definition and application to blended expression recognition
Author :
Soladie, Catherine ; Stoiber, Nicolas ; Seguier, Renaud
Author_Institution :
IETR, Team SCEE, SUPELEC, Cesson-Sevigne, France
fDate :
Sept. 30 2012-Oct. 3 2012
Abstract :
This paper proposes a novel method to perform accurate facial expression recognition by transforming the appearance space into an expression space. The expression space is computed from the person-independent organization of the facial expressions found out from data. The dimension of the expression space is reduced by the projection on a manifold compliant with the organization of the expressions. Experimental results on 14 different blended expressions show that the proposed organization based method improve the facial expression recognition performance compared to appearance based methods by 13%.
Keywords :
emotion recognition; face recognition; image representation; transforms; appearance space transformation; appearance-based methods; blended expression recognition; expression space; facial expression recognition performance; invariant facial expressions representation; manifold compliance; person-independent organization; Active appearance model; Face recognition; Indexes; Manifolds; Organizations; Pattern analysis; Facial expression recognition; Manifold of expressions; Representation of facial expressions;
Conference_Titel :
Image Processing (ICIP), 2012 19th IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4673-2534-9
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2012.6467435