Rotation-reversal invariant HOG cascade for facial expression recognition

被引:41
作者
Chen, Jinhui [1 ]
Takiguchi, Tetsuya [2 ]
Ariki, Yasuo [2 ]
机构
[1] Kobe Univ, RIEB, Kobe, Hyogo 6578501, Japan
[2] Kobe Univ, Org Adv Sci & Technol, Kobe, Hyogo 6578501, Japan
关键词
FER; AdaBoost; rotation-reversal invariant HOG;
D O I
10.1007/s11760-017-1111-x
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a novel classification framework derived from AdaBoost to classify facial expressions. The proposed framework adopts rotation-reversal invariant HOG as features. The framework is implemented by configuring the area under receiver operating characteristic curve of the weak classifier with HOG, which is a discriminative classification framework. The proposed classification framework is evaluated with three very popular and representative public databases: CK+, MMI, and AFEW. The results showed that the proposed classification framework outperforms the state-of-the-art methods.
引用
收藏
页码:1485 / 1492
页数:8
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