Dynamics of facial expression: Recognition of facial actions and their temporal segments from face profile image sequences

被引:303
|
作者
Pantic, Maja [1 ]
Patras, Ioannis [2 ]
机构
[1] Delft Univ Technol, NL-2600 AA Delft, Netherlands
[2] Univ York, Dept Comp Sci, York YO10 5DD, N Yorkshire, England
关键词
computer vision; facial action units; facial expression analysis; facial expression dynamics analysis; particle filtering; rule-based reasoning; spatial reasoning; temporal reasoning;
D O I
10.1109/TSMCB.2005.859075
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Automatic analysis of human facial expression is a challenging problem with many applications. Most of the existing automated systems for facial expression analysis attempt to recognize a few prototypic emotional expressions, such as anger and happiness. Instead of representing another approach to machine analysis of prototypic facial expressions of emotion, the method presented in this paper attempts to handle a large range of human facial behavior by recognizing facial muscle actions that produce expressions. Virtually all of the existing vision systems for facial muscle action detection deal only with frontal-view face images and cannot handle temporal dynamics of facial actions. In this paper, we present a system for automatic recognition of facial action units (AUs) and their temporal models from long, profile-view face image sequences. We exploit particle filtering to track 15 facial points in an input face-profile sequence, and we introduce facial-action-dynamics recognition from continuous video input using temporal rules. The algorithm performs both automatic segmentation of an input video into facial expressions pictured and recognition of temporal segments (i.e., onset, apex, offset) of 27 AUs occurring alone or in a combination in the input face-profile video. A recognition rate of 87% is achieved.
引用
收藏
页码:433 / 449
页数:17
相关论文
共 50 条
  • [1] Temporal modeling of facial actions from face profile image sequences
    Pantic, M
    Patras, I
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3, 2004, : 49 - 52
  • [2] Facial action recognition in face profile image sequences
    Pantic, M
    Patras, I
    Rothkrantz, L
    [J]. IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL I AND II, PROCEEDINGS, 2002, : 37 - 40
  • [3] Detecting facial actions and their temporal segments in nearly frontal-view face image sequences
    Pantic, M
    Patras, I
    [J]. INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOL 1-4, PROCEEDINGS, 2005, : 3358 - 3363
  • [4] Facial expression recognition from image sequences with LSVM
    Xu, Wenhui
    Sun, Zhengxing
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2009, 21 (04): : 542 - 548
  • [5] Recognition of facial actions and their temporal segments based on duration models
    Isabel Gonzalez
    Francesco Cartella
    Valentin Enescu
    Hichem Sahli
    [J]. Multimedia Tools and Applications, 2015, 74 : 10001 - 10024
  • [6] Recognition of facial actions and their temporal segments based on duration models
    Gonzalez, Isabel
    Cartella, Francesco
    Enescu, Valentin
    Sahli, Hichem
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2015, 74 (22) : 10001 - 10024
  • [7] Automatic Facial Expression Recognition for Image Sequences
    Sarawagi, Varsha
    Arya, K. V.
    [J]. 2013 SIXTH INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING (IC3), 2013, : 278 - 282
  • [8] Facial expression recognition from video sequences: temporal and static modeling
    Cohen, I
    Sebe, N
    Garg, A
    Chen, LS
    Huang, TS
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2003, 91 (1-2) : 160 - 187
  • [9] Spotting segments displaying facial expression from image sequences using HMM
    Otsuka, T
    Ohya, J
    [J]. AUTOMATIC FACE AND GESTURE RECOGNITION - THIRD IEEE INTERNATIONAL CONFERENCE PROCEEDINGS, 1998, : 442 - 447
  • [10] ROTATION INVARIANT FACIAL EXPRESSION RECOGNITION IN IMAGE SEQUENCES
    Srivastava, Ruchir
    Roy, Sujoy
    Sim, Terence
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2010), 2010, : 179 - 184