Differentiating Spontaneous From Posed Facial Expressions Within a Generic Facial Expression Recognition Framework

被引:0
|
作者
Pfister, Tomas [1 ]
Li, Xiaobai [1 ]
Zhao, Guoying [1 ]
Pietikaeinen, Matti [1 ]
机构
[1] Univ Oulu, Machine Vis Grp, Oulu 90014, Finland
来源
2011 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCV WORKSHOPS) | 2011年
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D O I
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we propose the first method known to the authors that successfully differentiates spontaneous from posed facial expressions using a realistic training corpus. We propose a new spatiotemporal local texture descriptor (CLBP-TOP) that outperforms other descriptors. We demonstrate that our temporal interpolation and visual/near-infrared fusion methods improve the differentiation performance. Finally, we propose a new generic facial expression recognition framework that subdivides the facial expression recognition problem into a cascade of smaller tasks that are simpler to tackle. The system is the first to differentiate spontaneous from posed facial expressions with a realistic corpus and achieves promising results.
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页数:8
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