Facial expression recognition using temporal POEM features

被引:18
作者
Silva Cruz, Edwin Alberto [1 ]
Jung, Claudio Rosito [2 ]
Esparza Franco, Carlos Humberto [3 ]
机构
[1] Univ Invest & Desarrollo, Elect Engn Dept, Bucaramanga, Colombia
[2] Univ Fed Rio Grande do Sul, Inst Informat, Porto Alegre, RS, Brazil
[3] Unidades Tecnol Santander, Bucaramanga, Colombia
关键词
Facial expression recognition; LBP; POEM; Pattern recognition; Feature extraction; FACE RECOGNITION; PATTERNS;
D O I
10.1016/j.patrec.2017.08.008
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 work, we propose a novel approach for Facial Expression Recognition (FER). We introduce the TPOEM (Temporal Patterns of Oriented Edge Magnitudes) features, which are volumetric extensions of the known POEM features by exploring adjacent frames and also temporal derivatives. To cope with the increase in the code length produced by TPOEM, we also present a novel coding scheme for the binary codes. TPOEM features are computed within non-overlapping image patches, and the final classification is achieved by combining the per-patch scores. The results showed increased accuracy compared to or better than state-of-the-art methods, while keeping the execution time low. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:13 / 21
页数:9
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