DocumentCode :
2930565
Title :
A method for converting a smiling face to a neutral face with applications to face recognition
Author :
Ramachandran, Mahesh ; Zhou, Shaohua Kevin ; Jhalani, Divya ; Chellappa, Rama
Author_Institution :
Center for Autom. Res., Maryland Univ., College Park, MD, USA
Volume :
2
fYear :
2005
fDate :
18-23 March 2005
Abstract :
The human face displays a variety of expressions, like smile, sorrow, surprise, etc. All these expressions constitute nonrigid motions of various features of the face. These expressions lead to a significant change in the appearance of a facial image which leads to a drop in the recognition accuracy of a face-recognition system trained with neutral faces. There are other factors like pose and illumination which also lead to performance drops. Researchers have proposed methods to tackle the effects of pose and illumination; however, there has been little work on how to tackle expressions. We attempt to address the issue of expression invariant face-recognition. We present preprocessing steps for converting a smiling face to a neutral face. We expect that this would in turn make the vector in the feature space to be closer to the correct vector in the gallery, in an appearance-based face recognition. This conjecture is supported by our recognition results which demonstrate that the accuracy goes up if we include the expression-normalization block.
Keywords :
face recognition; appearance-based face recognition; expression invariant face recognition; expression normalization; face feature nonrigid motion; neutral face; smiling face; Automation; Displays; Educational institutions; Face recognition; Facial animation; Humans; Image recognition; Lighting; Robustness; Solid modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-8874-7
Type :
conf
DOI :
10.1109/ICASSP.2005.1415570
Filename :
1415570
Link To Document :
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