Sliding Window Based Micro-expression Spotting: A Benchmark

被引:14
作者
Thuong-Khanh Tran [1 ]
Hong, Xiaopeng [1 ]
Zhao, Guoying [1 ]
机构
[1] Univ Oulu, Ctr Machine Vis & Signal Anal, Oulu, Finland
来源
ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS (ACIVS 2017) | 2017年 / 10617卷
关键词
Affective computing; Micro-expression spotting; Evaluation protocols; Multi-scale analysis; Sliding window based;
D O I
10.1007/978-3-319-70353-4_46
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Micro-expressions are very rapid and involuntary facial expressions, which indicate the suppressed or concealed emotions and can lead to many potential applications. Recently, research in micro-expression spotting obtains increasing attention. By investigating existing methods, we realize that evaluation standards of micro-expression spotting methods are highly desired. To address this issue, we construct a benchmark for fairer and better performance evaluation of microexpression spotting approaches. Firstly, we propose a sliding window based multi-scale evaluation standard with a series of protocols. Secondly, baseline results of popular features are provided. Finally, we also raise the concerns of taking advantages of machine learning techniques.
引用
收藏
页码:542 / 553
页数:12
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