Recognising Spontaneous Facial Micro-expressions

被引:0
|
作者
Pfister, Tomas [1 ]
Li, Xiaobai [1 ]
Zhao, Guoying [1 ]
Pietikainen, Matti [1 ]
机构
[1] Univ Oulu, Dept Comp Sci & Engn, Machine Vis Grp, Oulu 90014, Finland
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Facial micro-expressions are rapid involuntary facial expressions which reveal suppressed affect. To the best knowledge of the authors, there is no previous work that successfully recognises spontaneous facial micro-expressions. In this paper we show how a temporal interpolation model together with the first comprehensive spontaneous micro-expression corpus enable us to accurately recognise these very short expressions. We designed an induced emotion suppression experiment to collect the new corpus using a high-speed camera. The system is the first to recognise spontaneous facial micro-expressions and achieves very promising results that compare favourably with the human micro-expression detection accuracy.
引用
收藏
页码:1449 / 1456
页数:8
相关论文
共 50 条
  • [21] Investigation of facial micro-expressions of emotions in psychopathy - a case study of an individual in detention
    Andelin, Emanuel I.
    Rusu, Alina S.
    3RD INTERNATIONAL CONFERENCE - EDUCATION, REFLECTION, DEVELOPMENT, 2015, 209 : 46 - 52
  • [22] Horses (Equus caballus) facial micro-expressions: insight into discreet social information
    Tomberg, Claude
    Petagna, Maxime
    de Moranville, Lucy-Anne de Selliers
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [23] CASME Database: A Dataset of Spontaneous Micro-Expressions Collected From Neutralized Faces
    Yan, Wen-Jing
    Wu, Qi
    Liu, Yong-Jin
    Wang, Su-Jing
    Fu, Xiaolan
    2013 10TH IEEE INTERNATIONAL CONFERENCE AND WORKSHOPS ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG), 2013,
  • [24] Spatiotemporal Features Fusion From Local Facial Regions for Micro-Expressions Recognition
    Aouayeb, Mouath
    Soladie, Catherine
    Hamidouche, Wassim
    Kpalma, Kidiyo
    Seguier, Renaud
    FRONTIERS IN SIGNAL PROCESSING, 2022, 2
  • [25] Depth Videos for the Classification of Micro-Expressions
    Kumar, Ankith Jain Rakesh
    Bhanu, Bir
    Casey, Christopher
    Cheung, Sierra Grace
    Seitz, Aaron
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 5278 - 5285
  • [26] Concordance between facial micro-expressions and physiological signals under emotion elicitation
    Zou, Bochao
    Wang, Yingxue
    Zhang, Xiaolong
    Lyu, Xiangwen
    Ma, Huimin
    PATTERN RECOGNITION LETTERS, 2022, 164 : 200 - 209
  • [27] Horses (Equus caballus) facial micro-expressions: insight into discreet social information
    Claude Tomberg
    Maxime Petagna
    Lucy-Anne de Selliers de Moranville
    Scientific Reports, 13
  • [28] Multimodal Decomposition with Magnification on Micro-expressions and its Impact on Facial Biometric Recognition
    Lee, Zun-Ci
    Phan, Raphael C. -W.
    Tan, Su-Wei
    Lee, Kuan-Heng
    2017 IEEE INTERNATIONAL SYMPOSIUM ON CONSUMER ELECTRONICS (ISCE), 2017, : 45 - 46
  • [29] A CNN Approach to Micro-Expressions Detection
    Ayyalasomayajula, Satya Chandrashekhar
    Ionescu, Bogdan
    Ionescu, Dan
    IEEE 15TH INTERNATIONAL SYMPOSIUM ON APPLIED COMPUTATIONAL INTELLIGENCE AND INFORMATICS (SACI 2021), 2021, : 345 - 350
  • [30] An ingroup disadvantage in recognizing micro-expressions
    Wu, Qi
    Peng, Kunling
    Xie, Yanni
    Lai, Yeying
    Liu, Xuanchen
    Zhao, Ziwei
    FRONTIERS IN PSYCHOLOGY, 2022, 13