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Author:

Li, Weijian (Li, Weijian.) | Wang, Yunhong (Wang, Yunhong.) | Li, Huibin (Li, Huibin.) | Huang, Di (Huang, Di.)

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Abstract:

This paper studies exaggerated facial shapes in addition to original facial shapes to assist 3D Facial Expression Recognition (FER). We propose a Poisson equation based approach to exaggerate facial shape characteristics to highlight expression clues that are latent in original facial surfaces but useful for recognizing expressions. To validate this idea, we exploit two off-the-shelf descriptors that reach state of the art performance in 3D FER, namely Geometric Scattering Representation (GSR) and Multi-Scale Local Normal Patterns (MS-LNPs) for expression-related feature extraction, and adopt early fusion to combine the credits of the original surface and the enhanced one, followed by the SVMs and Multiple Kernel Learning (MKL) classifiers. The accuracy gain of two features achieved on BU-3DFE is 0.8% and 1.3% respectively. Such results show that the exaggerated faces are complementary to the original faces in discriminating different facial expressions in the 3D domain. © 2017, Springer International Publishing AG.

Keyword:

3-D facial expression recognition 3-d facial expressions Facial expression recognition Facial Expressions Feature fusion Geometry characteristics Multiple Kernel Learning State-of-the-art performance

Author Community:

  • [ 1 ] [Li, Weijian;Wang, Yunhong;Huang, Di]IRIP Lab, School of Computer Science and Engineering, Beihang University, Beijing; 100191, China
  • [ 2 ] [Li, Huibin]School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an; 710049, China

Reprint Author's Address:

  • [Huang, Di]IRIP Lab, School of Computer Science and Engineering, Beihang University, Beijing; 100191, China;;

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Source :

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

ISSN: 0302-9743

Year: 2017

Publish Date: 2017

Volume: 10568 LNCS

Page: 191-200

Language: English

0 . 4 0 2

JCR@2005

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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