Computer Science ›› 2013, Vol. 40 ›› Issue (5): 307-310.

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Research of Face Occlusion Recover Algorithm in Face Recognition

DU Xing-jing and GUO Ming-xiong   

  • Online:2018-11-16 Published:2018-11-16

Abstract: Based on the analysis of facial occlusion handling various algorithms,a automatical multi-value mask PCA face reconstruction model (MMPCA model) was proposed.First the facial features are extracted,and the eigenface difference between a test face and a standard face is calculated to judge the facial occlusion accurately and determine the facal occlusion type.Then a occlusion mask is estimated with a M estimator,and the pixel’s amplitude parameters are estimated,and the multi-value occlusion mask is generated.Last three half secondary-type functions are used to ensure optimal synthesis coefficients is only and convergent,and then the optimal synthesis coefficient is obtained to reconstruct the face.The experimental results show that the occlusion region is restored and the occlusion influence to face recognition accuracy is weaken through using the automatical multi-value mask PCA face reconstruction model.

Key words: Face recognition,Occlusion recover,Multi-value mask PCA face reconstruction (MMPCA)

[1] 杜成,苏光大.用于人脸识别的正面人脸图像眼镜摘除[J].清华大学学报:自然科学版,2005,5(7):928-930
[2] 王志明,陶建华.人脸遮挡区域检测与重建[J].计算机研究与发展,2010,7(1):16-22
[3] Chenyu W,Ce L,Shu M.Automatic Eyeglasses Removal fromFace Images[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2004,6(30):322-336
[4] Colombo A,Cusana C,Schettini R.Detection and Restoration of Occlusions for 3D Face Recognition[C]∥IEEE International Conference on Multimedia and Expo.2006:1541-1544
[5] Smet M D,Fransens R,Gool L V.A Generalized EM Approach for 3D Model Based Face Recognition Under Occlusions[C]∥IEEE International Conference on Computer Vision and Pattern Recognition.2006:1423-1430
[6] Tsuda K,Ratsch G.Image Reconstruction by Linear Program-ming[J].IEEE Transactions on Image Processing,2005,4(6):737-744
[7] Mo Z,Lewis J P,Neumann U.Face Inpainting with Local Linear Representations[C]∥Electronic Proceedings of British Machine Vision Conference.2004:399-407
[8] Zheng W S,Lai J H.Regularized Locality Preserving Learning of Pre image Problem in Kernel Principal Component Analysis[C]∥IEEE International Conference on Computer Vision and Pattern Recognition.2006:456-459
[9] 候鸿川.面部温谱图身份识别技术探讨[J].中国人民公安大学学报,2005,3(3):17-21
[10] 陈雪蓉,敬忠良,孙邵缘.一种处理红外人脸识别中眼镜干扰的方法[J].上海交通大学学报,2010,8(11):44-49
[11] 安高云.复杂条件人脸识别中的若干关键问题的研究[D].北京:北京交通大学,2008
[12] Charbonnier P,Blanc-Feraud L,Aubert G.Deterninistic Edgepre-serving Regularization in Computed Imaging[J].IEEE Transa-ctions on Image Processing,1997,6(2):298-311

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