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| 3D Facial Depth Map Recognition in Different Poses with Surface Contour Feature |
| YE Chang-Ming1,JIANG Jian-Guo1,2,ZHAN Shu1,2,ANDO Shigeru3 |
1.School of Computer and Information,Hefei University of Technology,Hefei 230009
2.Engineering Research Center of Safety Critical Industrial Measurement and Control Technology of Ministry of Education,Hefei University of Technology,Hefei 230009
3.School of Information Science,The University of Tokyo,Tokyo,Japan,13-8656 |
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Abstract Three-dimensional face recognition has drawn more and more attention,for it overcomes the shortcomings of two-dimensional face recognition technology that two-dimensional face recognition is susceptible to the influence of light,expression changes and pose variations. A face recognition method,Fourier descriptor and contour (FDAC),is proposed in this paper. It is based on the depth maps by the three-dimensional facial imaging system in different poses. Firstly,depth maps are corrected under the guidance of thedifferential geometry theory,and the human face features are described by the contours. Secondly,Fourier descriptor is employed to extract the facial features.Finally,these extracted features are used in the face recognition process. Experimental results show that FDAC has good recognition accuracy and it performs better in time cost compared with Eigenface method.
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Received: 09 January 2012
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[1] Tian Jie,Yang Xin. Biometric Identification Technology and Application. Beijing,China: Electronic Industry Press,2005: 213-238(in Chinese)
(田 捷,杨 鑫.生物特征识别技术理论与应用.北京:电子工业出版社,2005: 213-238)
[2] Tuek M,Penrland A. Eigenfaces for Recognition. Journal of Cognitive Neuroscience,1991,3(1): 71-86
[3] Ye Changming,Jiang Jianguo,Zhan Shu,et al. Face Recognition in Complex Domain Based on 3D Facial Imaging System. Journal of Electronic Measurement and Instrument,2011,25(5): 420-426(in Chinese)
(叶长明,蒋建国,詹 曙,等.基于三维人脸成像系统的复数域人脸识别方法.电子测量与仪器,2011,25(5): 420-426)
[4] Hansen L K,Salamon P. Natural Network Ensemble. IEEE Trans on Pattern Analysis and Machine Intelligence,1990,12 (10): 993-1001
[5] Zhang Haiyang,Ma Huadong. Adaptive Elastic Graph Face Matching Method in Grid. Journal of Computer-Aided Design Computer Graphics,2008,20(2): 253-258(in Chinese)
(张海旸,马华东.基于网格的自适应弹性图人脸匹配方法.计算机辅助设计与图形学学报,2008,20(2): 253-258)
[6] Othman H,Aboulnasr T. A Separable Low Complexity 2D HMM with Application to Face Recognition. IEEE Trans on Pattern Analysis and Machine Intelligence,2003,25(10): 1229-1238
[7] Zhang Lei,Zhao Cheng,Dong Xiuze. A Calibration Method for 3D Face Recognition Systems. Journal of Electronic Measurement and Instrument,2008,22(z1): 158-161(in Chinese)
(张 磊,赵 成,董秀则.三维人脸识别系统的摄像机标定方法研究.电子测量与仪器学报,2008,22(z1): 158-161)
[8] Gordon G G. Face Recognition Based on Depth and Curvature Features // Proc of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Champaign,USA,1992: 108-110
[9] Ye Changming,Jiang Jianguo,Zhan Shu,et al. Face Recognition with 3D Depth Map in Varied Poses. Journal of Electronic Measurement and Instrument,2011,25(10): 870-878(in Chinese)
(叶长明,蒋建国,詹 曙,等.不同姿态人脸深度图识别的研究.电子测量与仪器学报,2011,25(10): 870-878)
[10] Ansari A,Abdel-Mottaleb M A. Automatic Facial Feature Extraction and 3D Face Modeling Using Two Orthogonal Views with Application to 3D Face Recognition.Pattern Recognition,2005,38(12): 2549-2563
[11] Jiang Dalong,Hu Yuxiao,Yan Shuicheng,et al. Efficient 3D Reconstruction for Face Recognition. Pattern Recognition,2005,38 (6): 787-798
[12] Hu Zhenzhen. Estimation of Face Rotation and 3D Face Recognition Based on Depth Data. Master Dissertation. Hefei,China: Hefei University of Technology,2011(in Chinese)
(胡珍珍.基于深度数据的空间人脸旋转角度估计及三维人脸识别的研究.硕士学位论文.合肥:合肥工业大学,2011)
[13] Lan Yang,Wang Zifei,Wu Yang,et al. 3D Face Recognition Based on the Contour Method. China,G06K9/00,2010-10-24 (in Chinese)
(蓝 杨,王紫霏,吴 杨,等,一种基于等高线法的三维人脸识别方法.中国,G06K9/00,2010-10-24)
[14] Gonzalez R C,Woods R E,Eddins S L. Digital Image Processing Using MATLAB. Upper Saddle River,USA: Prentice-Hall,2004
[15] Kurihara T,Ando S. Surface Orientation Imager Using Three-Phase Amplitude-Modulated Illumination and Correlation Image Sensor. Proc of SPIE,2003,5013 : 95-102
[16] Zhan Shu,Chang Hong,Jiang Jianguo,et al. Improved 3D AAMs for Facial Recognition Based on CIS 3D Facial Imaging. Journal of Image and Graphics,2008,13(10): 2059-2062(in Chinese)
(詹 曙,常 虹,蒋建国,等.基于相关型图像传感器3维人脸成像的3维AAMs人脸识别方法的研究.中国图象图形学报,2008,13(10): 2059-2062) |
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2013, Vol. 26 
