全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

基于2DUGDP的戴眼镜人脸识别

Keywords: 三维形变模型,局部散度矩阵,全局散度矩阵,二维非监督测地线判别投影

Full-Text   Cite this paper   Add to My Lib

Abstract:

针对戴眼镜人脸识别问题,提出了二维非监督测地线判别投影(2Dunsupervisedgeodesicdiscriminantprojection,2DUGDP)方法.该方法在扩充虚拟样本库的基础上,分析戴眼镜人脸图像和不戴眼镜人脸图像的差异及戴不同眼镜人脸图像的差异,提取判别特征用于识别.该特征考虑局部特征的同时考虑非局部特征,寻找一种最优投影在最大化非局部散度矩阵的同时最小化局部散度矩阵,使得距离近的数据投影后仍然近,距离远的数据投影后仍然远.考虑到人脸是非线性的流形结构,文中采用测地线距离表示样本间的差异.在FERET人脸库和CAS-PEAL人脸库上分别进行了实验,实验结果表明,该方法相比较其他方法更能提高戴眼镜人脸的识别率.

References

[1]  LANITIS A,TAYLOR C J,COOTES T F.Automatic interpretation and coding of face images using flexible models[J].IEEETransactions on Pattern Analysis and Machine Intelligence,1997,19(7):743-756.
[2]  SAITO Y,KENMOCHI Y,KOTANI K.Extraction and removal of eyeglasses grame region in facial images using parametricmodel of eyeglasses frame[J].IEICE Transactions on Information and Systems,1999,J82-D-2(5):880-890.
[3]  PARK J S,OH Y H,AHN S C,et al.Glasses removal from facial image using recursive error compensation[J].IEEETransactions on Pattern Analysis and Machine Intelligence,2005,27(5):805-811.
[4]  GOKBERK B,IRFANOGLU M O,AKARUN L,et al.Learning the best subset of local features for face recognition[J].Pattern Recognition,2007,40(5):1520-1532.
[5]  KIM J,CHOI J,YI J,et al.Effective representation using ICA for face recognition robust to local distortion and partialocclusion[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2005,27(12):1977-1981.
[6]  MARTINEZ A M.Recognition of partially occluded and/or imprecisely localized faces using a probabilistic approach[C]∥IEEE Conference on Computer Vision and Pattern Recognition.Hilton Head Island:IEEE Computer Society,2000:712-717.
[7]  ZHANG W,SHAN S,CHEN X,et al.Local gabor binary patterns based on Kullback-Leibler divergence for partiallyoccluded face recognition[J].IEEE Signal Processing Letters,2007,14(11):875-878.
[8]  YANG J,ZHANG D,FRANGI A F,et al.Two dimensional PCA:a new approach to appearance-based face representationand recognition[J].IEEE Transactions Pattern Analysis and Machine Intelligence,2004,26(1):131-137.
[9]  SANGUANSAT P,ASDORNWISED W,JITAPUNKUL S,et al.Two-dimensional linear discriminant analysis of principlecomponent vectors for face recognition[C]∥IEEE International Conference on ICASSP.Toulouse:IEEE Computer Society,2006:345-348.
[10]  HU D,FENG G,ZHOU Z.Two-dimensional locality preserving projection(2DLPP)with its application to palmprintrecognition[J].Pattern recognition,2007,40(1):339-342.
[11]  LI Yong-zhi,HE Guang-ming,YANG Jing-yu,et al.(2D)2UDP:a new two-directional two-dimensional unsuperviseddiscriminant projection for face recognition[C]∥Proceedings of Fourth International Conference on Natural Computation.Washington:IEEE Computer Society,2008:3-7.
[12]  LI Yong-zhi,HE Guang-ming,YANG Jing-yu.2DUDP:Novel method of feature extraction based on image matrix[C]∥Proceedings of 27th Chinese Control Conference.Beijing:Beijing University of Aeronautics and Astronautics Press,2008:490-494.
[13]  WANG Cheng-zhang,YIN Bao-cai,BAI Xiao-ming,et al.Improved genetic algorithm based model matching method for3Dface synthesis.International Symposium on Computing and Its Application in Information Science[C]∥Hefei:University ofScience and Technology of China Press,2005:381-384.
[14]  SAITO Y,KENMOCHI Y,KOTANI K.Estimation of eyeglassless facial images using principal component analysis[C]∥International Conference on Image Processing.Kobe:IEEE Computer Society,1999:197-201.
[15]  PARK J S,OH Y H,AHN S C,et al.Glasses removal from facial image using recursive PCA reconstruction[C]∥Audio-andVideo-based Biometric Person Authentication.Heidelberg:Springer,2003:369-376.
[16]  HE X,YAN S,HU Y,et al.Face recognition using Laplicanfaces[J].IEEE Transactions on Pattern Analysis and MachineIntelligence,2005,27(3):328-340.
[17]  YANG J,ZHANG D,YANG J Y,et al.Globally maximizing,locally minimizing:unsupervised discriminant projection withapplications to face and palm biometrics[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2007,29(4):650-664.
[18]  CHEN S,ZHAO H,KONG M,et al.2DLPP:A two-dimensional extension of locality preserving projections[J].Neurocomputing,2007,70(4/5/6):912-921.

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133