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International Journal of Machine Learning and Cybernetics
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25-04-2017 | Original Article

Effective micro-expression recognition using relaxed K-SVD algorithm

Authors: Hao Zheng, Jie Zhu, Zhongxue Yang, Zhong Jin

Published in: International Journal of Machine Learning and Cybernetics | Issue 6/2017

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Abstract

Regarded as its subtlety, micro-expression is a challenging research problem. In the paper, we propose a relax K-SVD classifier (RK-SVD) for micro-expression recognition. RK-SVD minimizes the variance of sparse coefficients to address the similarity of same classes and the distinctiveness of different classes in sparse coefficients. In addition, reconstruction error and classification error are also considered. The optimization is implemented by the K-SVD algorithm and stochastic gradient descent algorithm. Finally a single overcomplete dictionary and an optimal linear classifier are learned simultaneously. We show that RK-SVD can effectively recognize micro-expression under three spontaneous micro-expression datasets including SMIC, CASME, and CASME II.
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Literature
1.
Frank MG, Herbasz M, Sinuk AKK, Nolan C (2009) I see how you feel: training laypeople and professionals to recognize fleeting emotions. In the annual meeting of the International Communication Association, New York
2.
OSullivan M, Frank M, Hurley C, Tiwana J (2009) Police lie detection accuracy: the effect of lie scenario. Law Hum Behav 33(6):530–538CrossRef
3.
Frank M, Maccario C, Govindaraju V (2009) Behavior and security. Greenwood Pub Group, Santa Barbara, California, pp 86–106
4.
Haggard EA, Isaacs KS (1966) Micromomentary facial expressions as indicators of ego mechanisms in psychotherapy. In: Methods of Research in Psychotherapy. Springer, pp 154–165
5.
Ekman P, Friesen WV (1969) Nonverbal leakage and clues to deception. Tech. Rep, DTIC Document
6.
Li X, Pfister T, Huang X, Zhao G, Pietikainen M (2013) A spontaneous microexpression database: inducement, collection and baseline. In: 10th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG), pp 1–6
7.
Yan WJ, Wu Q, Liu YJ, Wang SJ, Fu X (2013) CASME database: a dataset of spontaneous micro-expressions collected from neutralized faces. In: 10th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG), pp 1–7
8.
Yan WJ, Li X, Wang SJ, Zhao G, Liu YJ, Chen YH, Fu X (2014) CASME II: an improved spontaneous micro-expression database and the baseline evaluation. PloS One 9(1):e86041CrossRef
9.
Xie L, Wei H, Tao D (2016) Multi-view exclusive unsupervised dimension reduction for video-based facial expression recognition. IJCAI-16
10.
11.
Gu B, Sheng V, Tay K, Romano W, Li S (2015) Incremental support vector learning for ordinal regression. IEEE Trans Neural Netw Learn Syst 26(7):1403–1416CrossRefMathSciNet
12.
Wang Y, See J, Phan RC-W, Oh Y-H (2015) Efficient spatio-temporal local binary patterns for spontaneous facial micro-expression recognition. PLoS One 10(5):e0124674CrossRef
13.
Polikovsky S, Kameda Y, Ohta Y (2009) Facial micro-expressions recognition using high speed camera and 3D-gradient descriptor. In: 3rd International Conference on Crime Detection and Prevention. IET, pp 1–6
14.
Wang SJ, Chen HL, Yan WJ, Chen YH, Fu X (2013) Face recognition and micro-expression based on discriminant tensor subspace analysis plus extreme learning machine. Neural Process Lett
15.
Pfister T, Li X, Zhao G, Pietikainen M (2011) Recognising spontaneous facial micro-expressions. In: 12th IEEE International Conference on Computer Vision, pp 1449–1456
16.
Zhang Q, Li BX (2010) Discriminative k-svd for dictionary learning in face recognition. In: Proceedings of the Computer Vision and Pattern Recognition (CVPR)
17.
Bradley D, Bagnell J (2008) Differential sparse coding. In: Proc. Conf, Neural Information Processing Systems
18.
Mairal J, Bach F, Ponce J (2012) Task-driven dictionary learning. IEEE Trans Patt Anal Mach Intell 34(4):791–804CrossRef
19.
Chaudhry R, Ravichandran A, Hager G, Vidal R (2009) Histograms of oriented optical flow and binet-cauchy kernels on nonlinear dynamical systems for the recognition of human actions. In: 2009 Conference on Computer Vision and Pattern Recognition (CVPR), pp 1932–1939
20.
Chang CC, Lin CJ (2011) Libsvm: a library for support vector machines. ACM Trans Intell Syst Technol 2(3):1–27CrossRef
21.
Varma M, Ray D (2007) Learning the discriminative power invariance trade-off. In: ICCV, pp 1–8
22.
Metadata
Title
Effective micro-expression recognition using relaxed K-SVD algorithm
Authors
Hao Zheng
Jie Zhu
Zhongxue Yang
Zhong Jin
Publication date
25-04-2017
Publisher
Springer Berlin Heidelberg
Published in
International Journal of Machine Learning and Cybernetics / Issue 6/2017
Print ISSN: 1868-8071
Electronic ISSN: 1868-808X
DOI
https://doi.org/10.1007/s13042-017-0684-6

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