基于双线性模型的人脸表情识别技术

doi:10.3969/j.issn.1006-2475.2014.07.020

摘要/Abstract

摘要： 针对现阶段人脸表情识别过程中所遇到的问题，基于三维数据库BU-3DFE中的三维表情数据，研究三维人脸表情数据的点云对齐及基于对齐数据的双线性模型建立，对基于双线性模型的识别算法加以改进，形成新的识别分类算法，降低原有算法中身份特征参与计算的比重，最大可能地降低身份特征对于整个表情识别过程的影响。旨在提高表情识别的结果，最终实现高鲁棒性的三维表情识别。

关键词: 面部表情识别, 特征提取, 双线性模型, TPS对齐

Abstract: Aiming at the problems existing in facial expression recognition currently, based on the data in the 3D expression database BU-3DFE, we study the point cloud alignment of 3D facial expression data, establish the bilinear models based on the alignment data, and improve the recognition algorithms based on bilinear model in order to form the new recognition and classification algorithms, to reduce the quantity of identity feature calculation in original algorithm, to minimize the influence of identity feature on the total expression recognition process, to improve the results of facial expression recognition, and to ultimately achieve the high robustness of 3D facial expression recognition.

Key words: facial expression recognition, feature extraction, bilinear model, TPS alignment

中图分类号:

TP391

徐欢. 基于双线性模型的人脸表情识别技术[J]. 计算机与现代化, 2014, 0(7): 89-93.

XU Huan. Facial Expression Recognition Techniques Based on Bilinear Model[J]. Computer and Modernization, 2014, 0(7): 89-93.

参考文献

[1] Ekman P, Friesen W V. Facial Action Coding System: A Technique for the Measurement of Facial Movement[M]. Consulting Psychologists Press, 1978.

[2] Pantic M, Rothkrantz L J M. Automatic analysis of facial expressions: The state of the art[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2000,22(12):1424-1445.

[3] Fasel B, Luettin J. Automatic facial expression analysis: A survey[J]. Pattern Recognition, 2003,36(1):259-275.

[4] Lu Xiaoguang, Jain A. Deformation analysis for 3D face matching[C]// Proceedings of the 7th IEEE Workshops on Application of Computer Vision. 2005,1:99-104.

[5] Samir C, Srivastava A, Daoudi M. Three-dimensional face recognition using shapes of facial curves[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2006,28(11):1858-1863.

[6] Chua Chin-Seng, Han Feng, Ho Yeong-Khing. 3D human face recognition using point signature[C]// Proceedings of the 4th IEEE International Conference on Automatic Face and Gesture Recognition. 2000:233-238.

[7] 徐成华,王蕴红,谭铁牛. 三维人脸建模与应用[J]. 中国图象图形学报, 2004,9(8):893-903.

[8] Bowyer K, Chang Kyong, Flynn P. A survey of approaches and challenges in 3D and multi-modal 3D+2D face recognition[J]. Computer Vision and Image Understanding, 2006,101(1):1-15.

[9] Chang Kyong, Bowyer K, Flynn P. An evaluation of multimodal 2D+3D face biometrics[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2005,27(4):619-624.

[10] Pantic M, Rothkrantz L J M. Facial action recognition for facial expression analysis from static face images[J]. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, 2004,34(3):1449-1461.

[11] Braathen B, Bartlett M, Littlewort G, et al. An approach to automatic recognition of spontaneous facial actions[C]// Proceedings of the 5th IEEE International Conference on Automatic Face and Gesture Recognition. 2002:360-365.

[12] Wen Zhen, Huang Thomas S. Capturing subtle facial motions in 3D face tracking[C]// Proceedings of the 9th IEEE International Conference on Computer Vision. 2003,2:1343-1350.

[13] Zalewski L, Gong Shaogang. Synthesis and recognition of facial expressions in virtual 3D views[C]// Proceedings of the 6th IEEE International Conference on Automatic Face and Gesture Recognition. 2004:493-498.

[14] Mayer C, Wimmer M, Eggers M, et al. Facial expression recognition with 3D deformable models[C]// Proceedings of the 2nd IEEE International Conferences on Advances in Computer-Human Interactions. 2009:26-31.

[15] Mpiperis I, Malassiotis S, Strintzis M G. Bilinear models for 3-D face and facial expression recognition[J]. IEEE Transactions on Information Forensics and Security, 2008,3(3):498-511.

[16] Hu Yongli, Zhuun Yanfeng, et al. Multi-sample 3D face registration based on TPS transformation and linear combination model[C]//Proceedings of the 4th IEEE International Congress on Image and Signal Processing. 2011,3:1343-1348. Xianghui, S

[17] Yin Lijun, Wei Xiaozhou, Sun Yi, et al. A 3D facial expression database for facial behavior research[C]//Proceedings of the 7th IEEE International Conference on Automatic Face and Gesture Recognition. 2006:211-216.

[18] Phillips P J, Flynn P J, Scruggs T, et al. Overview of the face recognition grand challenge[C]// Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. 2005,1:947-954.

[19] Moreno A B, Sanchez A. GavabDB: A 3D face database[C]// Proceedings of the 2nd COST Workshop on Biometrics on the Internet. 2004:77-82.