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人脸表情识别研究的新进展

DOI: 10.11834/jig.2006010228

Keywords: 人脸表情识别,表情特征提取,表情分类,人脸表情数据库

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Abstract:

人脸表情识别(facialexpressionrecognition,简称FER)作为智能化人机交互技术中的一个重要组成部分,近年来得到了广泛的关注,涌现出许多新方法.本文综述了国内外近4年人脸表情识别(FER)技术的最新发展.首先,介绍了FER系统的组成:人脸检测、表情特征提取和表情分类,并详细叙述了其中表情特征提取和表情分类的方法.然后,对目前广泛应用的人脸表情数据库进行了介绍,并在此基础上对当前一些FER系统的性能进行了比较分析.最后,对FER领域的研究现状和挑战给予了评述,对FER可能的发展方向进行了讨论.

References

[1]  Mehrabian A.Communication without words[J].Psychology Today,1968,2(4):53 ~ 56.
[2]  Ekman P,Friesen W V.Facial Action Coding System:A Technique for the Measurement of Facial Movement[M].Palo Alto:Consulting Psychologists Press,1978.
[3]  Pantic M,Rothkrantz L.Automatic analysis of facial expressions:the state of the art[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2000,22(12):1424 ~ 1445.
[4]  Yang M,Kriegman D J,Ahuja N.Detecting faces in images:A survey[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2002,24 (1):34 ~ 58.
[5]  Pantic M,Rothkrantz L.Expert system for automatic analysis of facial expression[J].Image Vision Computing,2000,18 (11):881 ~ 905.
[6]  Kapoor A,Qi Y,Picard R W.Fully automatic upper facial action recognition[A].In:Proceedings IEEE International Workshop on.Analysis and Modeling of Faces and Gestures[C],Nice,France,2003:195 ~ 202.
[7]  Donato G,Bartlett S,Hager C,et al.Classifying facial actions[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1999,21(10):974 ~ 989.
[8]  Tian Y,Kanade T,Cohn J.Evaluation of Gabor wavelet-based facial action unit recognition in image sequences of increasing complexity[A].In:Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition[C],Washington,DC,USA,2002:26 ~ 30.
[9]  Wang Y,Ai H,Wu B,et al.Real time facial expression recognition with adaboost[A].In:Proceedings of International Conference on Pattern Recognition[C],Cambridge,UK,2004,3:926 ~ 929.
[10]  Shinohara Y,Otsu N.Facial expression recognition using fisher weight maps[A].In:Proceedings of IEEE Conference on Automatic Face and Gesture Recognition[C],Seoul,Korea,2004:499 ~ 504.
[11]  Mitra S,Liu Y.Local facial asymmetry for expression classification[A].In:Proceedings of IEEE Conference on Computer Vision and Pattern Recognition[C],Washington,DC,USA,2004,2:889 ~ 894.
[12]  更多...
[13]  Jiang Lu,Zhang Pin-zheng,Shu Hua-zhong.Moment application to human facial expression recognition[J].Journal of Southeast University(Natural Science Edition),2004,34 (4):557 ~ 560.[姜璐,章品正,舒华忠.矩在面部表情识别中的应用[J].东南大学学报,2004,34(4):557 ~ 560.]
[14]  Cootes T F,Edwards G J,Taylor C J.Active appearance models[A].In:Proceedings of the 5th European Conference on Computer Vision[C],Freiburg,Germany,1998,2:484 ~ 498.
[15]  Zalewski L,Gong S.Synthesis and recognition of facial.expressions in virtual 3 D views[A].In:Proceedings of IEEE 6th International Conference on Automatic Face and Gesture Recognition[C],Seoul,Korea,2004:493 ~ 498.
[16]  Zuo Kun-long,Liu Wen-yao.Facial expression recognition using active appearance models[J].Journal of Optoelectronics Laser,2004,15(7):853~857.[左坤隆,刘文耀.基于活动外观模型的人脸表情分析与识别[J].光电子激光,2004,15(7):853 ~ 857.]
[17]  Hu C,Feris R,Turk M.Real-time view-based face alignment using active wavelet networks[A].In:Proceedings of IEEE International Workshop on Analysis and Modeling of Faces and Gestures[C],Nice,France,2003:215 ~ 221.
[18]  Pardàs M,Bonafonte A,Landabaso J L.Emotion.recognition based on MPEG4 facial animation parameters[A].In:Proceedings of IEEE Acoustics,Speech,and Signal Processing[C],Orlando,FL,USA,2002,4:3624 ~ 3627.
[19]  Huang X,Zhang S,Wang Y,et al.A hierarchical framework for high resolution facial expression tracking[A].In:Proceedings of IEEE Conference on Computer Vision and Pattern Recognition Workshop[C],Washington,DC,USA,2004:22 ~ 22.
[20]  Lien J.Automatic Recognition of Facial Expression Using Hidden Markov Models and Estimation of Expression Intensity[D].Pittsburgh:The Robotics Institute,CMU,1998.
[21]  Tao H,Huang T.Explanation-based facial motion tracking using a piecewise Bezier volume deformation model[A].In:Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition[C],Collins,CO,USA,1999:23 ~ 25.
[22]  Chen X,Huang T.Facial expression recognition:a clustering based approach[J].Pattern Recognition Letters,2003,24 (9-10):1295 ~ 1302.
[23]  Dubuisson S,Devoine F,Masson M.A solution for facial expression representation and recognition[J].Signal Processing:Image Communication,2002,17 (9):657 ~ 673.
[24]  Matsugu M,Mori K,Mitari Y,et al.Subject independent facial expression recognition with robust face detection using a convolutional neural network[J].Neural Networks,2003,16(5-6):555 ~ 559.
[25]  Gueorguieva N,Georgiev G,Valova I.Facial expression recognition using feedforward neural networks[A].In:Proceedings of the International Conference on Artificial Intelligence[C],Las Vegas,NV,USA,2003:285 ~ 291.
[26]  Sebe N,Cohen I,Garg A,et al.Emotion recognition using a Cauchy naive Bayes Classifier[A].In:Proceedings of International Conference on Pattern Recognition[C],Québec City,Canada,2002,1:17 ~ 20.
[27]  Cohen I,Sebe N,Cozman F G,et al.Learning bayesian network classifiers for facial expression.recognition with both labeled and unlabeled data[A].In:Proceedings of International Conference on Computer Vision and Pattern Recognition[C],Madison,Wisconsin,USA,2003,1:595 ~ 604.
[28]  Bartlett M S,Littlewort G,Frank M,et al.Recognizing facial expression:machine learning and application to spontaneous behavior[A].In:Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition[C],San Diego,CA,USA,2005,2:568 ~ 573.
[29]  Muller S,Wallhoff F,Hulsken F,et al.Facial expression recognition using pseudo 3-D hidden Markov models[A].In:Proceedings of International Conference on Pattern Recognition[C],Québec City,Canada,2002,2:32 ~ 35.
[30]  Littlewort G,Bartlett M,Fasel I,et al.Dynamics of facial expression extracted automatically from video[A].In:Proceedings of IEEE Conference on Computer Vision and Pattern Recognition,Workshop on Face Processing in Video[C],Washington DC,USA,2004:80 ~ 80.
[31]  Darwin C.The Expression of the Emotions in Man and Animals[M].London:J.Murray,1872.
[32]  Fasel B,Luettin J.Automatic facial expression analysis:A survey[J].Pattern Recognition,2003,36(1):259 ~ 275.
[33]  Pantic M,Rothkrantz L.Facial action recognition for facial expression analysis from static face images[J].IEEE Transactions on Systems,Man and Cybernetics-Part B,2004,34(3):1449 ~ 1461.
[34]  Ma L,Khorasani K.Facial expression recognition using constructive feedforward neural networks[J].IEEE Transactions on Systems,Man and Cybernetics,Part B,2004,34 (3):1588 ~ 1595.
[35]  Lyons M,Budynek J,Akamastu S.Automatic classification of single facial images[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1999,21 (12):1357 ~ 1362.
[36]  Wen Z,Huang T.Capturing subtle facial motions in 3d face tracking[A].In:Proceedings of IEEE International Conference on Computer Vision[C],Nice,France,2003,2:1343 ~ 1350.
[37]  Feng X.Facial expression recognition based on local binary patterns and coarse-to-fine classification[A].In:Proceedings of International Conference on Computer and Information Technology[C],Wuhan,China,2004:178 ~ 183.
[38]  Buciu I,Pitas I.Application of non-negative and local nonnegative matrix factorization to facial expression recognition[A].In:Proceedings of International Conference on Pattern Recognition[C],Cambridge,UK,2004,1:288 ~ 291.
[39]  Zhu Y,DeSilva L C,Ko C C.Using moment invariants and HMM in facial expression recognition[J].Pattern Recognition Letters,2002,23(1-3):83 ~ 91.
[40]  Zhang Y,Ji Q.Active and dynamic information fusion for facial expression understanding from image sequences[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2005,27(5):699 ~ 714.
[41]  Wang H,Ahuja N.Facial expression decomposition[A].In:Proceedings of IEEE International Conference on Computer Vision[C],Nice,France,2003,2:958 ~ 965.
[42]  Abboud B,Davoine F.Appearance factorization based facial expression recognition and synthesis[A].In:Proceedings of International Conference on Pattern Recognition[C],Cambridge,UK,2004,4:163 ~166.
[43]  Chang Y,Hu C,Turk M.Probabilistic expression analysis on manifolds[A].In:Proceedings of International Conference on Computer Vision and Pattern Recognition[C],Washington DC,USA,2004,2:520 ~ 527.
[44]  Bourel F,Chibelushi C C,Low A A.Robust facial expression eecognition using a state-based model of spatially-localized facial dynamics[A].In:Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition[C],Washington,DC,USA,2002:106 ~ 111.
[45]  Braathen B,Bartlett M S,Littlewort G,et al.An approach to automatic recognition of spontaneous facial actions[A].In:Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition[C],Washington,DC,USA,2002:231 ~ 235.
[46]  Jin Hui,Gao Wen.Analysis and application of the facial expression motions based on eigen-flow[J].Journal of Software,2003,14(12):2098~2105.[金辉,高文.基于特征流的面部表情运动分析及应用[J].软件学报,2003,14(12):2098 ~2105.]
[47]  Minamitani H,Hoshino Y,Hashimoto H,et al.Computerized diagnosis of facial nerve palsy based on optical flow analysis of facial expressions[A].In:Proceedings of the IEEE International Conference of Engineering in Medicine and Biology Society[C],Cancun,Mexico,2003:663 ~ 666.
[48]  Gokturk S B,Bouguet J Y,Tomasi C,et al.Model-based face tracking for view-independent facial expression recognition[A].In:Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition[C],Washington,DC,USA,2002:272 ~ 278.
[49]  Haneda K,Muraguchi T,Nakamura O.The recognition of facial expressions using expert system[A].In:Proceedings of IEEE Canadian Conference on Electrical and Computer Engineering[C],Montreal,Canada,2003,2:1195 ~ 1198.
[50]  Seyedarabi H,Aghagolzadeh A,Khanmohammadi S,et al.Recognition of six basic facial expressions by feature-points tracking using RBF neural network and fuzzy inference system[A].In:Proceedings of IEEE International Conference on Multimedia and Expo[C],Taipei,Taiwan,China,2004:1219 ~ 1222.
[51]  Cohen I,Sebe N,Garg A,et al.Facial expression recognition from video sequences:Temporal and static modeling[J].ComputerVision and Image Understanding,2003,91(1-2):160 ~ 187.
[52]  Guo G D,Dyer C R.Learning from examples in the small sample case:face expression recognition[J].IEEE Transactions on System,Man and Cybernetics-Part B,Special Issue on Learning in Computer Vision and Pattern Recognition,2005,35 (3):477 ~ 488.
[53]  Jin Hui,Gao Wen.Analysis and recognition of facial expression image sequences based on HMM[J].Acta Automatica Sinica,2002,28(4):646~650.[金辉,高文.基于HMM的面部表情图像序列的分析与识别[J].自动化学报,2002,28(4):646 ~ 650.]
[54]  Yeasin M,Bullot B,Sharma R.From facial expression to level of interest:a spatio-temporal approach[A].In:Proceedings of International Conference on Computer Vision and Pattern Recognition[C],Washington,DC,USA,2004,2:922 ~ 927.
[55]  Kanade T,Cohn J F,Tian Y.Comprehensive database for facial expression analysis[A].In:Proceedings of the Fourth International Conference of Face and Gesture Recognition[C],Grenoble,France,2000:46 ~ 53.
[56]  Sebe N,Lew M,Cohen I,et al.Authentic facial expression analysis[A].In:Proceedings of International Conference on Automatic Face and Gesture Recognition[C],Seoul,Korea,2004:517 ~ 522.
[57]  Buciu L,Kotsia I,Pitas I.Facial expression analysis under partial occlusion[A].In:Proceedings of IEEE International Conference on Acoustics,Speech,and Signal Processing[C],Philadelphia,PA,USA,2005,5:453 ~ 456.

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