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Author:

Jiang, Bin (Jiang, Bin.) | Jia, Ke-Bin (Jia, Ke-Bin.) (Scholars:贾克斌)

Indexed by:

EI Scopus

Abstract:

Robust facial expression recognition under facial occlusion condition is the main research orientation, which has important research significance. Many problems are caused by facial occlusion, not only missing facial expression information, but also bringing outliers or lots of noise. Aiming at the point, firstly, the face to be recognized is reconstructed using robust principal component analysis (RPCA); secondly, Eigenfaces and Fisherfaces are used to extract facial expression features respectively; finally, nearest neighbor method and support vector machine are used as classifiers. Facial expression recognition experiments are implemented in different occlusion conditions on Japanese female facial expression database (JAFFE). On the condition of big occlusion and small sample, RPCA algorithms gained better recognition results than many other methods, showing that this method based on RPCA is robust to kinds of facial occlusions. © 2011 Springer-Verlag.

Keyword:

Support vector machines Principal component analysis Face recognition

Author Community:

  • [ 1 ] [Jiang, Bin]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Jia, Ke-Bin]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China

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Source :

ISSN: 0302-9743

Year: 2011

Volume: 6890 LNCS

Page: 92-100

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 14

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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