A novel facial expression recognition method based on extreme learning machine
作者： Zhen-Tao Liu , Gui-Tian Sui , Dan-Yun Li , Guan-Zheng Tan
DOI: 10.1109/CHICC.2015.7260233
关键词: Artificial intelligence 、 Feature extraction 、 Pattern recognition 、 Three-dimensional face recognition 、 Extreme learning machine 、 Computer science 、 Gabor filter 、 Dimension (vector space) 、 Support vector machine 、 Feature (machine learning) 、 Principal component analysis
摘要: A facial expression recognition method based on Extreme Learning Machine (ELM) is proposed, in which Gabor filter and two dimension principal components analysis (2DPCA) are used for the feature extraction. The proposal uses ELM as learning algorithm because of its less stringent optimization constraints than other algorithms such SVM. experiments performed using both Cohan-Kanade JAFFE databases, 94% rate dataset 95% achieved.
sci-hub.se 参考文章(23)
Elena Lozano-Monasor, María T. López, Antonio Fernández-Caballero, Francisco Vigo-Bustos, Facial Expression Recognition from Webcam Based on Active Shape Models and Support Vector Machines international workshop on ambient assisted living. pp. 147- 154 ,(2014) , 10.1007/978-3-319-13105-4_23
Chihang Zhao, Jie Lian, Qian Dang, Can Tong, Classification of driver fatigue expressions by combined curvelet features and gabor features, and random subspace ensembles of support vector machines Journal of Intelligent and Fuzzy Systems. ,vol. 26, pp. 91- 100 ,(2014) , 10.3233/IFS-120717
Georgia Sandbach, Stefanos Zafeiriou, Maja Pantic, Daniel Rueckert, A dynamic approach to the recognition of 3D facial expressions and their temporal models ieee international conference on automatic face gesture recognition. pp. 406- 413 ,(2011) , 10.1109/FG.2011.5771434
Guang-Bin Huang, Hongming Zhou, Xiaojian Ding, Rui Zhang, Extreme Learning Machine for Regression and Multiclass Classification systems man and cybernetics. ,vol. 42, pp. 513- 529 ,(2012) , 10.1109/TSMCB.2011.2168604
Xiao Zhang, Mohammad H. Mahoor, Richard M. Voyles, Facial expression recognition using HessianMKL based multiclass-SVM ieee international conference on automatic face gesture recognition. pp. 1- 6 ,(2013) , 10.1109/FG.2013.6553807
Ahmed Bilal Ashraf, Simon Lucey, Jeffrey F Cohn, Tsuhan Chen, Zara Ambadar, Ken Prkachin, Patty Solomon, Barry J Theobald, The painful face - Pain expression recognition using active appearance models Image and Vision Computing. ,vol. 27, pp. 1788- 1796 ,(2009) , 10.1016/J.IMAVIS.2009.05.007
Patrick Lucey, Jeffrey F. Cohn, Takeo Kanade, Jason Saragih, Zara Ambadar, Iain Matthews, The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression computer vision and pattern recognition. pp. 94- 101 ,(2010) , 10.1109/CVPRW.2010.5543262
Michael Jones, Paul Viola, Fast and Robust Classification using Asymmetric AdaBoost and a Detector Cascade neural information processing systems. ,vol. 14, pp. 1311- 1318 ,(2001)
M. Lyons, S. Akamatsu, M. Kamachi, J. Gyoba, Coding facial expressions with Gabor wavelets ieee international conference on automatic face and gesture recognition. pp. 200- 205 ,(1998) , 10.1109/AFGR.1998.670949
P.N. Belhumeur, J.P. Hespanha, D.J. Kriegman, Eigenfaces vs. Fisherfaces: recognition using class specific linear projection IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 19, pp. 711- 720 ,(1997) , 10.1109/34.598228