Facial Expression Recognition via a Boosted Deep Belief Network

作者: Ping Liu , Shizhong Han , Zibo Meng , Yan Tong

DOI: 10.1109/CVPR.2014.233

关键词: Deep belief networkMachine learningFeature (machine learning)Artificial intelligenceFeature extractionFeature selectionDiscriminative modelPattern recognitionFacial expressionFeature learningFeature vectorClassifier (UML)Computer scienceFeature (computer vision)

摘要: … classifier construction were performed back and forth in a Deep Belief Network (DBN) [20, 21]… Motivated by this, we propose a novel Boosted Deep Belief Network (BDBN) to perform the …

参考文章(34)
Salah Rifai, Yoshua Bengio, Aaron Courville, Pascal Vincent, Mehdi Mirza, Disentangling factors of variation for facial expression recognition european conference on computer vision. pp. 808- 822 ,(2012) , 10.1007/978-3-642-33783-3_58
Zi-Lu Ying, Zhe-Wei Wang, Ming-Wei Huang, Facial expression recognition based on fusion of sparse representation international conference on intelligent computing. pp. 457- 464 ,(2010) , 10.1007/978-3-642-14932-0_57
Joshua M., Geoffrey E., Javier R., Adam K., Generating Facial Expressions with Deep Belief Nets InTech. ,(2008) , 10.5772/6167
M. F. Valstar, M. Mehu, Bihan Jiang, M. Pantic, K. Scherer, Meta-Analysis of the First Facial Expression Recognition Challenge systems man and cybernetics. ,vol. 42, pp. 966- 979 ,(2012) , 10.1109/TSMCB.2012.2200675
Thibaud Senechal, Vincent Rapp, Hanan Salam, Renaud Seguier, Kevin Bailly, Lionel Prevost, Combining AAM coefficients with LGBP histograms in the multi-kernel SVM framework to detect facial action units Face and Gesture 2011. pp. 860- 865 ,(2011) , 10.1109/FG.2011.5771363
Marc'Aurelio Ranzato, Joshua Susskind, Volodymyr Mnih, Geoffrey Hinton, On deep generative models with applications to recognition CVPR 2011. pp. 2857- 2864 ,(2011) , 10.1109/CVPR.2011.5995710
Yuxu Lin, Mingli Song, Dao Thi Phuong Quynh, Ying He, Chun Chen, Sparse Coding for Flexible, Robust 3D Facial-Expression Synthesis IEEE Computer Graphics and Applications. ,vol. 32, pp. 76- 88 ,(2012) , 10.1109/MCG.2012.41
Mohammad H. Mahoor, Mu Zhou, Kevin L. Veon, S. Mohammad Mavadati, Jeffrey F. Cohn, Facial action unit recognition with sparse representation ieee international conference on automatic face gesture recognition. pp. 336- 342 ,(2011) , 10.1109/FG.2011.5771420
Marios Kyperountas, Anastasios Tefas, Ioannis Pitas, Salient feature and reliable classifier selection for facial expression classification Pattern Recognition. ,vol. 43, pp. 972- 986 ,(2010) , 10.1016/J.PATCOG.2009.07.007
Dong Liang, Jie Yang, Zhonglong Zheng, Yuchou Chang, A facial expression recognition system based on supervised locally linear embedding Pattern Recognition Letters. ,vol. 26, pp. 2374- 2389 ,(2005) , 10.1016/J.PATREC.2005.04.011