13.4.1.8 Faces using Invariants -- Eigenfaces

Chapter Contents (Back)
Eigenfaces. Face Recognition.

Turk, M., and Pentland, A.P.,
Eigenfaces for Recognition,
CogNeuro(3), No. 1, 1991, pp. 71-96. BibRef 9100
Earlier:
Face Recognition Using Eigenfaces,
CVPR91(586-591).
IEEE Abstract. IEEE Top Reference. Application, Faces. Face Recognition. Recognition of faces from eigen value like decomposition of the description. BibRef

Turk, M.[Matthew],
Why Eigenfaces (don't) Work,
RATFG01(xx-yy). 0106 BibRef

Bichsel, M., and Pentland, A.P.,
Human Face Recognition and Face Image Set's Topology,
CVGIP(59), No. 2, March 1994, pp. 254-261.
WWW Version. BibRef 9403

Bichsel, M.,
Strategies of Robust Object Recognition for Automatic Identification of Human Faces,
Ph.D.Thesis, 1991, ETH, Zurich. BibRef 9100

Nastar, C., Moghaddam, B., Pentland, A.P.,
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CVIU(65), No. 2, February 1997, pp. 179-191. 9704 Face Recognition. BibRef
Earlier:
Generalized Image Matching: Statistical Learning of Physically-Based Deformations,
ECCV96(I:589-598).
WWW Version. BibRef

Moghaddam, B.[Baback], Pentland, A.P.[Alex P.],
Probabilistic Visual Learning For Object Representation,
PAMI(19), No. 7, July 1997, pp. 696-710.
IEEE Abstract. IEEE Top Reference.
WWW Version. 9708 Face Recognition. BibRef
Earlier: EVL96(99-130). BibRef
Earlier:
Probabilistic Visual Learning for Object Detection,
ICCV95(786-793).
WWW Version.
WWW Version. Density esitmation in high dimensional spaces using an eigenspace approach. Face representations, eigen faces. Also for reproducing aligned faces. BibRef

Moghaddam, B.[Baback], Jebara, T.[Tony], Pentland, A.P.[Alex P.],
Bayesian face recognition,
PR(33), No. 11, November 2000, pp. 1771-1782.
WWW Version. 0011 BibRef
Earlier:
Efficient MAP/ML Similarity Matching for Visual Recognition,
ICPR98(Vol I: 876-881).
WWW Version. 9808 Face Recognition. BibRef

Moghaddam, B.[Baback], Nastar, C.[Chahab], Pentland, A.P.,
A Bayesian similarity measure for deformable image matching,
IVC(19), No. 5, 1 April 2001, pp. 235-244.
WWW Version. 0102 BibRef
Earlier:
Bayesian face recognition with deformable image models,
CIAP01(26-35).
IEEE Top Reference. 0210 BibRef
Earlier:
A Bayesian Similarity Measure for Direct Image Matching,
ICPR96(II: 350-358).
WWW Version. 9608(MIT, USA) BibRef

Moghaddam, B.[Baback], Pentland, A.P.[Alex P.], Nastar, C.[Chahab],
Bayesian Face Recognition Using Deformable Intensity Surfaces,
CVPR96(638-645).
IEEE Abstract. IEEE Top Reference.
WWW Version. BibRef 9600

Nastar, C., Pentland, A.P.,
Matching and Recognition Using Deformable Intensity Surfaces,
SCV95(223-228).
IEEE Top Reference. M.I.T. Face recognition, warp the test onto the model and measure the strain. BibRef 9500

Pentland, A.P., Moghaddam, B., Starner, T.E.,
View-Based and Modular Eigenspaces for Face Recognition,
CVPR94(84-91).
IEEE Abstract. IEEE Top Reference. BibRef 9400
Earlier: Vismod-245, 1993.
HTML Version. and
Postscript Version. Rather than a single one for the entire image start to deal with occlusion. BibRef

Moghaddam, B., Pentland, A.P.,
Face Recognition Using View-Based and Modular Eigenspaces,
Vismod-301, 1994.
HTML Version. and
Postscript Version. BibRef 9400

Moghaddam, B.[Baback], Pentland, A.P.[Alex P.],
An Automatic System for Model-Based Coding of Faces,
Vismod317, 1995.
HTML Version. and
Postscript Version. BibRef 9500

Pentland, A.P.[Alex P.],
Extraction of deformable part models,
ECCV90(397-401).
WWW Version. 9004 BibRef

Moghaddam, B.[Baback],
Principal Manifolds and Probabilistic Subspaces for Visual Recognition,
PAMI(24), No. 6, June 2002, pp. 780-788.
IEEE Abstract. IEEE Top Reference.
WWW Version. 0206 BibRef
Earlier:
Principal Manifolds and Bayesian Subspaces for Visual Recognition,
ICCV99(1131-1136).
WWW Version. Examine PCA, ICA and KPCA with FERET database. Bayesian subspace method is best. BibRef

Kirby, M., and Sirovich, L.,
Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces,
PAMI(12), No. 1, January 1990, pp. 103-108.
IEEE Abstract. IEEE Top Reference.
WWW Version. Application, Faces. BibRef 9001

Sirovich, L., and Kirby, M.,
Low Dimensional Procedure for the Characterization of Human Faces,
JOSA-A(4), No. 3, 1987, pp. 519-524. BibRef 8700

Belhumeur, P.N., Hespanha, J.P., Kriegman, D.J.,
Eigenfaces vs. Fisherfaces: Recognition Using Class-Specific Linear Projection,
PAMI(19), No. 7, July 1997, pp. 711-720.
IEEE Abstract. IEEE Top Reference.
WWW Version.
PDF Version. 9708 BibRef
Earlier: ECCV96(I:43-58).
WWW Version.
Postscript Version. Rather than using eigen space, use the Fisher discriminant, claims to give better results. Insensitive to large changes in illumination. BibRef

Yilmaz, A.[Alper], Gökmen, M.[Muhittin],
Eigenhill vs. Eigenface and Eigenedge,
PR(34), No. 1, January 2001, pp. 181-184.
WWW Version. 0010 BibRef
Earlier: ICPR00(Vol II: 827-830).
WWW Version.
HTML Version. 0009 BibRef

Kim, H.C.[Hyun-Chul], Kim, D.J.[Dai-Jin], Bang, S.Y.[Sung Yang],
Face recognition using the mixture-of-eigenfaces method,
PRL(23), No. 13, November 2002, pp. 1549-1558.
HTML Version. 0206 See also numeral character recognition using the PCA mixture model, A. See also background robust active appearance model using active contour technique, A. BibRef

Kim, H.C.[Hyun-Chul], Kim, D.J.[Dai-Jin], Bang, S.Y.[Sung Yang],
Face recognition using LDA mixture model,
PRL(24No. 15, November 2003, pp. 2815-2821.
WWW Version. 0308 BibRef
Earlier: ICPR02(II: 486-489).
WWW Version. 0211 See also efficient model order selection for PCA mixture model, An. BibRef

Kim, M.S.[Min-Sub], Kim, D.J.[Dai-Jin], Lee, S.Y.[Sang-Youn],
Face recognition using the embedded HMM with second-order block-specific observations,
PR(36), No. 11, November 2003, pp. 2723-2735.
WWW Version. 0309 BibRef

Kim, H.C.[Hyun-Chul], Kim, D.J.[Dai-Jin], Bang, S.Y.[Sung Yang], Lee, S.Y.[Sang-Youn],
Face recognition using the second-order mixture-of-eigenfaces method,
PR(37), No. 2, February 2004, pp. 337-349.
WWW Version. 0311 BibRef

Tian, Y.[Yuan], Tan, T.N.[Tie-Niu], Wang, Y.H.[Yun-Hong], Fang, Y.C.[Yu-Chun],
Do singular values contain adequate information for face recognition?,
PR(36), No. 3, March 2003, pp. 649-655.
WWW Version. 0301 BibRef

Liu, L.[Liang], Wang, Y.H.[Yun-Hong], Wang, Q.[Qian], Tan, T.N.[Tie-Niu],
Fast Principal Component Analysis using Eigenspace Merging,
ICIP07(VI: 457-460).
WWW Version. 0709 BibRef

Tsalakanidou, F., Tzovaras, D., Strintzis, M.G.,
Use of depth and colour eigenfaces for face recognition,
PRL(24), No. 9-10, June 2003, pp. 1427-1435.
WWW Version. 0304 See also Use of Nonlinear Principal Component Analysis and Vector Quantization for Image Coding. BibRef

Gunturk, B.K., Batur, A.U., Altunbasak, Y., Hayes, III, M.H., Mersereau, R.M.,
Eigenface-domain super-resolution for face recognition,
IP(12), No. 5, May 2003, pp. 597-606.
WWW Version. 0307 BibRef
Earlier:
Eigenface-based super-resolution for face recognition,
ICIP02(II: 845-848).
IEEE Abstract. IEEE Top Reference. 0210 BibRef

Batur, A.U.[Aziz Umit], and Hayes, III, M.H.[Monson H.],
Segmented Linear Subspaces for Illumination-Robust Face Recognition,
IJCV(57), No. 1, April 2004, pp. 49-66.
WWW Version. 0402 BibRef
Earlier:
Linear Subspaces for Illumination Robust Face Recognition,
CVPR01(II:296-301).
IEEE Abstract. IEEE Top Reference. 0110 BibRef

Liu, X.M.[Xiao-Ming], Chen, T.H.[Tsu-Han], Thornton, S.M.[Susan M.],
Eigenspace updating for non-stationary process and its application to face recognition,
PR(36), No. 9, September 2003, pp. 1945-1959.
WWW Version. 0307 BibRef

Shan, S.G.[Shi-Guang], Gao, W.[Wen], Zhao, D.[Debin],
Face recognition based on face-specific subspace,
IJIST(13), No. 1, 2003, pp. 23-32.
WWW Version. 0308 BibRef

Shan, S.G.[Shi-Guang], Cao, B.[Bo], Su, Y.[Yu], Qing, L.Y.[Lai-Yun], Chen, X.L.[Xi-Lin], Gao, W.[Wen],
Unified Principal Component Analysis with generalized Covariance Matrix for face recognition,
CVPR08(1-7).
WWW Version. 0806 BibRef

Qing, L.Y.[Lai-Yun], Shan, S.G.[Shi-Guang], Gao, W.[Wen],
Eigen-harmonics faces: face recognition under generic lighting,
AFGR04(296-301).
IEEE Abstract. IEEE Top Reference. 0411 BibRef

Yang, J.[Jian], Yang, J.Y.[Jing-Yu], Frangi, A.F.[Alejandro F.],
Combined Fisherfaces framework,
IVC(21), No. 12, November 2003, pp. 1037-1044.
WWW Version. 0310 BibRef

Wang, J.G.[Jian-Guo], Lin, Y.S.[Yu-Sheng], Yang, W.K.[Wan-Kou], Yang, J.Y.[Jing-Yu],
Kernel maximum scatter difference based feature extraction and its application to face recognition,
PRL(29), No. 13, 1 October 2008, pp. 1832-1835.
WWW Version. 0804Kernel maximum scatter difference criterion; Feature extraction; Face recognition; Fisher discriminant analysis; Kernel principal component analysis BibRef

Seow, M.J.[Ming-Jung], Tompkins, R.C., Asari, V.K.,
A New Nonlinear Dimensionality Reduction Technique for Pose and Lighting Invariant Face Recognition,
FRGC05(III: 160-160).
WWW Version. 0507 BibRef

Gross, R.[Ralph], Matthews, I.[Iain], and Baker, S.[Simon],
Appearance-based face recognition and light-fields,
PAMI(26), No. 4, April 2004, pp. 449-465.
IEEE Abstract. IEEE Top Reference.
HTML Version. 0403 BibRef
And: CMR-RI-TR-02-20. August 2002.
HTML Version. BibRef
Earlier:
Eigen light-fields and face recognition across pose,
AFGR02(1-7).
WWW Version.
HTML Version. 0206 BibRef
And:
Fisher Light-Fields for Face Recognition across Pose and Illumination,
DAGM02(481 ff.).
HTML Version.
HTML Version. 0303Light-field is the set of all radiance values (i.e. emitted from the object) over all rays in space. Use all available images, and use all pixels equally. BibRef

Gross, R.[Ralph], Baker, S.[Simon], Matthews, I.[Iain], and Kanade, T.[Takeo],
Face Recognition Across Pose and Illumination,
HFace04(xx-yy).
HTML Version. BibRef 0400

Toygar, .[Önsen], Acan, A.[Adnan],
Multiple classifier implementation of a divide-and-conquer approach using appearance-based statistical methods for face recognition,
PRL(25), No. 12, September 2004, pp. 1421-1430.
WWW Version. 0409 BibRef

Chen, L.[Ling], Man, H.[Hong], Nefian, A.V.[Ara V.],
Face recognition based on multi-class mapping of Fisher scores,
PR(38), No. 6, June 2005, pp. 799-811.
WWW Version. 0501 BibRef

Xiong, H.[Huilin], Swamy, M.N.S., Ahmad, M.O.,
Two-dimensional FLD for face recognition,
PR(38), No. 7, July 2005, pp. 1121-1124.
WWW Version. 0505 BibRef

Franco, A.[Annalisa], Lumini, A.[Alessandra], Maio, D.[Dario], Nanni, L.[Loris],
An enhanced subspace method for face recognition,
PRL(27), No. 1, 1 January 2006, pp. 76-84.
WWW Version. 0512 BibRef
Earlier: A1, A2, A3, Only:
Eigenspace merging for model updating,
ICPR02(II: 156-159).
WWW Version. 0211 BibRef

Franco, A.[Annalisa], Maio, D.[Dario], Maltoni, D.[Davide],
2D face recognition based on supervised subspace learning from 3D models,
PR(41), No. 12, December 2008, pp. 3822-3833.
WWW Version. 0810Face recognition; 3D face models; Subspace learning BibRef

Nanni, L.[Loris], Lumini, A.[Alessandra],
RegionBoost learning for 2D+3D based face recognition,
PRL(28), No. 15, 1 November 2007, pp. 2063-2070.
WWW Version. 0711Face recognition; Machine learning; Classification See also multi-expert approach for wavelet-based face detection, A. See also clustering method for automatic biometric template selection, A. BibRef

Zhang, L.[Lei], Samaras, D.[Dimitris],
Face Recognition from a Single Training Image under Arbitrary Unknown Lighting Using Spherical Harmonics,
PAMI(28), No. 3, March 2006, pp. 351-363.
WWW Version. 0602 BibRef
Earlier:
Pose Invariant Face Recognition Under Arbitrary Unknown Lighting Using Spherical Harmonics,
BioAW04(10-23).
WWW Version. 0505 BibRef
Earlier:
Face recognition under variable lighting using harmonic image exemplars,
CVPR03(I: 19-25).
IEEE Abstract. IEEE Top Reference. 0307Statistical model built from set of basis images. Estimate (assuming no pose variation). Second: use 3D models to build basis images. BibRef

Wang, S.[Sen], Zhang, L.[Lei], Samaras, D.[Dimitris],
Face Reconstruction Across Different Poses and Arbitrary Illumination Conditions,
AVBPA05(91).
WWW Version. 0509 BibRef

Zhang, L.[Lei], Wang, S.[Sen], Samaras, D.[Dimitris],
Face Synthesis and Recognition from a Single Image under Arbitrary Unknown Lighting Using a Spherical Harmonic Basis Morphable Model,
CVPR05(II: 209-216).
WWW Version. 0507 BibRef

Alvarado, G.J.[Gabriel Jarillo], Pedrycz, W.[Witold], Reformat, M., Kwak, K.C.[Keun-Chang],
Deterioration of visual information in face classification using Eigenfaces and Fisherfaces,
MVA(17), No. 1, April 2006, pp. 68-82.
WWW Version. 0604 BibRef

Zhao, H.T.[Hai-Tao], Sun, S.Y.[Shao-Yuan], Jing, Z.L.[Zhong-Liang], Yang, J.Y.[Jing-Yu],
Local structure based supervised feature extraction,
PR(39), No. 8, August 2006, pp. 1546-1550.
WWW Version. 0606Locally discriminating projection (LDP) utilizes class information to guide the procedure of feature extraction. Feature extraction; Supervised learning; Locality preserving projection BibRef

Chen, T.[Terrence], Yin, W.T.[Wo-Tao], Zhou, X.S.[Xiang Sean], Comaniciu, D.[Dorin], Huang, T.S.[Thomas S.],
Total Variation Models for Variable Lighting Face Recognition,
PAMI(28), No. 9, September 2006, pp. 1519-1524.
WWW Version. 0608 BibRef
Earlier:
Illumination Normalization for Face Recognition and Uneven Background Correction Using Total Variation Based Image Models,
CVPR05(II: 532-539).
WWW Version. 0507 BibRef

Wen, Z.[Zhen], Huang, T.S., Liu, Z.C.[Zi-Cheng],
Model-based face image coding using spherical harmonics,
ICIP02(I: 185-188).
IEEE Abstract. IEEE Top Reference. 0210 BibRef

Cai, D.[Deng], He, X.F.[Xiao-Fei], Han, J., Zhang, H.J.[Hong-Jiang],
Orthogonal Laplacianfaces for Face Recognition,
IP(15), No. 11, November 2006, pp. 3608-3614.
WWW Version. 0610 BibRef

Sun, X.[Xichen], Wang, L.W.[Li-Wei], Feng, J.[Jufu],
Further results on the subspace distance,
PR(40), No. 1, January 2007, pp. 328-329.
WWW Version. 0611Subspace distance; Face recognition BibRef

Kim, C.[Chunghoon], Choi, C.H.[Chong-Ho],
Image covariance-based subspace method for face recognition,
PR(40), No. 5, May 2007, pp. 1592-1604.
WWW Version. 0702Face recognition; Subspace method; Image covariance matrix; Windowed feature; Principal component analysis; Linear discriminant analysis BibRef

Kim, C.[Chunghoon], Choi, C.H.[Chong-Ho],
A discriminant analysis using composite features for classification problems,
PR(40), No. 11, November 2007, pp. 2958-2966.
WWW Version. 0707Classification; Feature extraction; Composite feature; Linear discriminant analysis; Chernoff distance; Nonparametric discriminant analysis BibRef

Faundez-Zanuy, M.[Marcos], Roure, J.[Josep], Espinosa-Duro, V.[Virginia], Ortega, J.A.[Juan Antonio],
An efficient face verification method in a transformed domain,
PRL(28), No. 7, May 2007, pp. 854-858.
WWW Version. 0703Face verification; Transform methods; Biometrics BibRef

Yeung, D.Y.[Dit-Yan], Chang, H.[Hong], Dai, G.[Guang],
Learning the kernel matrix by maximizing a KFD-based class separability criterion,
PR(40), No. 7, July 2007, pp. 2021-2028.
WWW Version. 0704Kernel learning; Fisher discriminant criterion; Kernel Fisher discriminant; Face recognition BibRef

Xia, J.[Jian], Yeung, D.Y.[Dit-Yan], Dai, G.[Guang],
Local Discriminant Embedding with Tensor Representation,
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Fan, W.[Wei], Yeung, D.Y.[Dit-Yan],
Locally Linear Models on Face Appearance Manifolds with Application to Dual-Subspace Based Classification,
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And:
Face Recognition with Image Sets Using Hierarchically Extracted Exemplars from Appearance Manifolds,
FGR06(177-182).
WWW Version. 0604 BibRef

Liu, J.[Jun], Chen, S.C.[Song-Can], Tan, X.Y.[Xiao-Yang],
Fractional order singular value decomposition representation for face recognition,
PR(41), No. 1, January 2008, pp. 378-395.
WWW Version. 0710Singular value decomposition (SVD); Fractional order singular value decomposition representation (FSVDR); Face representation (FR); Intermediate representation (IR); Face recognition BibRef

Liu, J.[Jun], Chen, S.C.[Song-Can], Zhou, Z.H.[Zhi-Hua], Tan, X.Y.[Xiao-Yang],
Single Image Subspace for Face Recognition,
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Zhang, D.Q.A.[Dao-Qi-Ang], Chen, S.C.[Song-Can], Zhou, Z.H.[Zhi-Hua],
Recognizing Face or Object from a Single Image: Linear vs. Kernel Methods on 2D Patterns,
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WWW Version. 0608 BibRef

Xu, D.[Dong], Lin, S.[Stephen], Yan, S.C.[Shui-Cheng], Tang, X.[Xiaoou],
Rank-One Projections With Adaptive Margins for Face Recognition,
SMC-B(37), No. 5, October 2007, pp. 1226-1236.
WWW Version. 0711 BibRef
Earlier: CVPR06(I: 175-181).
WWW Version. 0606 BibRef

Park, S.W., Savvides, M.[Marios],
Individual Kernel Tensor-Subspaces for Robust Face Recognition: A Computationally Efficient Tensor Framework Without Requiring Mode Factorization,
SMC-B(37), No. 5, October 2007, pp. 1156-1166.
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Li, Y.H.[Yung-Hui], Savvides, M.[Marios],
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WWW Version. 0706 BibRef

Savvides, M., Kumar, B.V.K.V., Khosla, P.K.,
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IEEE Abstract. IEEE Top Reference. 0408 BibRef
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'Eigenphases vs. eigenfaces',
ICPR04(III: 810-813).
WWW Version. 0409 BibRef

Savvides, M., Kumar, B.V.K.V., Khosla, P.K.,
Cancelable biometric filters for face recognition,
ICPR04(III: 922-925).
WWW Version. 0409 BibRef

Heo, J.G.[Jin-Gu], Savvides, M.[Marios],
Face Recognition Across Pose Using View Based Active Appearance Models (VBAAMs) on CMU Multi-PIE Dataset,
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WWW Version. 0805 BibRef

Wong, K.C.[Kin-Chung], Lin, W.Y.[Wei-Yang], Hu, Y.H.[Yu Hen], Boston, N.[Nigel], Zhang, X.,
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SMC-B(37), No. 5, October 2007, pp. 1138-1148.
WWW Version. 0711 BibRef

Lin, W.Y.[Wei-Yang], Wong, K.C.[Kin-Chung], Boston, N.[Nigel], Hu, Y.H.[Yu Hen],
Fusion of Summation Invariants in 3D Human Face Recognition,
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WWW Version. 0606 BibRef

Yan, S.C.[Shui-Cheng], Liu, J.Z.[Jian-Zhuang], Tang, X.[Xiaoou], Huang, T.S.[Thomas S.],
Formulating Face Verification With Semidefinite Programming,
IP(16), No. 11, November 2007, pp. 2802-2810.
WWW Version. 0709For subspace learning address: selection of verification threshold, automatic determination of subspace dimension, and deducing feature fusing weights BibRef

Lin, D.[Dahua], Yan, S.C.[Shui-Cheng], Tang, X.[Xiaoou],
Pursuing Informative Projection on Grassmann Manifold,
CVPR06(II: 1727-1734).
WWW Version. 0606 BibRef
Earlier:
Comparative Study: Face Recognition on Unspecific Persons using Linear Subspace Methods,
ICIP05(III: 764-767).
WWW Version. 0512 BibRef
And:
Feedback-based Dynamic Generalized LDA for Face Recognition,
ICIP05(II: 922-925).
WWW Version. 0512 BibRef

Liu, W.[Wei], Li, Z.F.[Zhi-Feng], Tang, X.[Xiaoou],
Spatio-temporal Embedding for Statistical Face Recognition from Video,
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WWW Version. 0608 BibRef

Li, Z.F.[Zhi-Feng], Lin, D.[Dahua], Meng, H.[Helen], Tang, X.[Xiaoou],
Discriminant Mutual Subspace Learning for Indoor and Outdoor Face Recognition,
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Li, Z.F.[Zhi-Feng], Liu, W.[Wei], Lin, D.[Dahua], Tang, X.[Xiaoou],
Nonparametric Subspace Analysis for Face Recognition,
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WWW Version. 0507 BibRef

Lin, D.[Dahua], Tang, X.[Xiaoou],
Inter-modality Face Recognition,
ECCV06(IV: 13-26).
WWW Version. 0608 BibRef

Jiang, X.D.[Xu-Dong], Mandal, B.[Bappaditya], Kot, A.C.[Alex C.],
Eigenfeature Regularization and Extraction in Face Recognition,
PAMI(30), No. 3, March 2008, pp. 383-394.
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Yoon, K.[Kyongil], Harwood, D.A.[David A.], Davis, L.S.[Larry S.],
Appearance-based person recognition using color/path-length profile,
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Kannan, A.[Anitha], Jojic, N.[Nebojsa], Frey, B.J.[Brendan J.],
Fast Transformation-Invariant Component Analysis,
IJCV(77), No. 1-3, May 2008, pp. 87-101.
WWW Version. 0803 BibRef
Earlier: A2, A3, A1:
Epitomic analysis of appearance and shape,
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WWW Version. 0311 BibRef

Jojic, N.[Nebojsa], Simard, P.Y.[Patrice Y.], Frey, B.J.[Brendan J.], Heckerman, D.[David],
Separating Appearance from Deformation,
ICCV01(II: 288-294).
WWW Version. 0106Examples on digits and faces. BibRef

Wang, J.G.[Jian-Gang], Kong, H.[Hui], Sung, E.[Eric], Yau, W.Y.[Wei-Yun], Teoh, E.K.[Eam Khwang],
Fusion of Appearance Image and Passive Stereo Depth Map for Face Recognition Based on the Bilateral 2DLDA,
JIVP(2007), 2007, pp. xx-yy.
WWW Version. 0804 BibRef

Kong, H.[Hui], Wang, L.[Lei], Teoh, E.K.[Eam Khwang], Wang, J.G.[Jian-Gang], Venkateswarlu, R.[Ronda],
A Framework of 2D Fisher Discriminant Analysis: Application to Face Recognition with Small Number of Training Samples,
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Kong, H., Teoh, E.K., Wang, J.G., Kambhamettu, C.,
Generalized 2D Fisher Discriminant Analysis,
BMVC05(xx-yy).
HTML Version. 0509 BibRef

Kong, H.[Hui], Li, X., Wang, J.G.[Jian-Gang], Teoh, E.K., Kambhamettu, C.,
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BMVC05(xx-yy).
HTML Version. 0509Variation for small sample sized. BibRef

Ciocoiu, I.B.[Iulian B.], Costin, H.N.[Hariton N.],
Localized versus Locality-Preserving Subspace Projections for Face Recognition,
JIVP(2007), 2007, pp. xx-yy.
WWW Version. 0804 BibRef

Zhang, T., Fang, B., Tang, Y.Y., He, G., Wen, J.,
Topology Preserving Non-negative Matrix Factorization for Face Recognition,
IP(17), No. 4, April 2008, pp. 574-584.
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Bryt, O.[Ori], Elad, M.[Michael],
Compression of facial images using the K-SVD algorithm,
JVCIR(19), No. 4, May 2008, pp. 270-282.
WWW Version. 0711Image compression; Sparse representations; Redundancy; K-SVD; OMP; Facial images; PCA; JPEG; JPEG2000; VQ BibRef

Inoue, A.[Akira], Sato, A.[Atsushi],
Face Recognition Based on Mutual Projection of Feature Distributions,
ICICE(E91-D), No. 7, July 2008, pp. 1878-1884.
WWW Version. 0807 BibRef

Zhao, T.[Tuo], Liang, Z.Z.[Zhi-Zheng], Zhang, D.[David], Zou, Q.[Quan],
Interest filter vs. interest operator: Face recognition using Fisher linear discriminant based on interest filter representation,
PRL(29), No. 13, 1 October 2008, pp. 1849-1857.
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Liu, X.M.[Xiao-Ming], Yin, J.W.[Jian-Wei], Feng, Z.L.[Zhi-Lin], Dong, J.X.[Jin-Xiang], Wang, L.[Lu],
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ICIP07(I: 133-136).
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Yang, J.C.[Jian-Chao], Yang, S.C.[Shui-Cheng], Fu, Y.[Yun], Li, X.L.[Xue-Long], Huang, T.S.[Thomas S.],
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Fu, Y.[Yun], Yuan, J.S.[Jun-Song], Li, Z.[Zhu], Huang, T.S.[Thomas S.], Wu, Y.[Ying],
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Ewbank, M.P.[Michael P.], Smith, W.A.P.[William A. P.], Hancock, E.R.[Edwin R.], Andrews, T.J.[Timothy J.],
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Gómez, C.[Carlos], Pesquet-Popescu, B.[Béatrice],
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Rana, S.[Santu], Liu, W.Q.[Wan-Quan], Lazarescu, M.[Mihai], Venkatesh, S.[Svetha],
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CVPR08(1-8).
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An, S.J.[Sen-Jian], Liu, W.Q.[Wan-Quan], Venkatesh, S.[Svetha],
Face Recognition Using Kernel Ridge Regression,
CVPR07(1-7).
WWW Version. 0706 BibRef

Hua, G.[Gang], Viola, P.A.[Paul A.], Drucker, S.M.[Steven M.],
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CVPR07(1-8).
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Cai, D.[Deng], He, X.F.[Xiao-Fei], Han, J.W.[Jia-Wei],
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Cai, D.[Deng], He, X.F.[Xiao-Fei], Han, J.W.[Jia-Wei],
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ICCV07(1-7).
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Cai, D.[Deng], He, X.F.[Xiao-Fei], Hu, Y.X.[Yu-Xiao], Han, J.W.[Jia-Wei], Huang, T.S.[Thomas S.],
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CVPR07(1-7).
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Xue, Y.[Yun], Tong, C.S.[Chong Sze], Chen, W.S.[Wen-Sheng], Zhang, W.P.[Wei-Peng],
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ICPR06(III: 495-498).
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Wang, J.G.[Jian-Gang], Kong, H.[Hui], Yau, W.Y.[Wei-Yun],
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ICPR06(I: 429-432).
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Wang, L.[Lei],
Toward A Discriminative Codebook: Codeword Selection across Multi-resolution,
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Robinson, J.,
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BMVC05(xx-yy).
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Samsung, S.,
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FRGC05(III: 166-166).
WWW Version. 0507 BibRef

Zhao, J.[Jiali], Wang, H.T.[Hai-Tao], Ren, H.[Haibing], Kee, S.C.[Seok-Cheol],
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FRGC05(III: 167-167).
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Zhong, C.[Cheng], Tan, T.N.[Tie-Niu], Xu, C.H.[Cheng-Hua], Li, J.W.[Jiang-Wei],
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ICB06(85-91).
WWW Version. 0601 BibRef

Zhuang, X.S.[Xiao-Sheng], Dai, D.Q.[Dao-Qing], Yuen, P.C.,
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Cheung, K.H.[King-Hong], Kong, A.[Adams], Zhang, D.[David], Kamel, M.[Mohamed], You, J.[Jane],
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Abate, A.F., Nappi, M., Ricciardi, S., Sabatino, G.,
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Abate, A.F.[Andrea F.], Nappi, M.[Michele], Riccio, D.[Daniel], Tucci, M.[Maurizio],
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Abate, A.F.[Andrea F.], Nappi, M.[Michele], Riccio, D.[Daniel], Tortora, G.,
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Qiu, X.P.[Xi-Peng], Wu, L.D.[Li-De],
Face Recognition by Stepwise Nonparametric Margin Maximum Criterion,
ICCV05(II: 1567-1572).
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And:
Nonparametric Maximum Margin Criterion for Face Recognition,
ICIP05(II: 918-921).
WWW Version. 0512 BibRef
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Null Space-Based LDA Withweighted Dual Personal Subspaces for Face Recognition,
ICIP05(II: 934-937).
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Nishiyama, M.[Masashi], Yamaguchi, O.[Osamu],
Face Recognition Using the Classified Appearance-based Quotient Image,
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Chawla, N.V.[Nitesh V.], Bowyer, K.W.[Kevin W.],
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de la Torre, F.[Fernando], Gross, R.[Ralph], Baker, S.[Simon], Vijaya Kumar, B.V.K.[B. V. K.],
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Wang, X.G.[Xiao-Gang], Tang, X.[Xiaoou],
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Li, W.S.[Wen-Shu], Zhou, C.L.[Chang-Le],
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Ngo, D.C.L.[David C. L.], Teoh, A.B.J.[Andrew B. J.], Goh, A.[Alwyn],
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ICBA04(195-199).
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Wang, X.G.[Xiao-Gang], Tang, X.[Xiaoou],
Hallucinating Face by Eigen-transformation with Distortion Reduction,
ICBA04(88-94).
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Shakunaga, T., Sakaue, F., Shigenari, K.,
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Hadid, A., Pietikainen, M.,
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Pnevmatikakis, A., Polymenakos, L.,
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Cruz-Llanas, S., Fierrez-Aguilar, J., Ortega-Garcia, J., Gonzalez-Rodriguez, J.,
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Ling, Y.[Yangrong], Yin, X.R.[Xiang-Rong], Bhandarkar, S.M.,
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Morency, L.P., Sundberg, P., Darrell, T.J.,
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AMFG03(45-52).
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ICIP03(I: 665-668).
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A New Fisher-Based Method Applied to Face Recognition,
CAIP03(596-605).
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Rodríguez-Aragón, L.J.[Licesio J.], Conde, C.[Cristina], Cabello, E.[Enrique],
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ICIAR06(II: 305-316).
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Rodríguez-Aragón, L.J.[Licesio J.], Conde, C.[Cristina], Serrano, Á.[Ángel], Cabello, E.[Enrique],
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Automatic Detection of the Optimal Acceptance Threshold in a Face Verification System,
BioAW04(70-79).
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Wallraven, C.[Christian], Schwaninger, A.[Adrian], Schuhmacher, S.[Sandra], Bülthoff, H.H.[Heinrich H.],
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Torres, L., Prado, D.,
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ICIP02(I: 189-192).
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Haddadnia, J., Ahmadi, M., Raahemifar, K.,
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ICIP03(III: 917-920).
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Haddadnia, J., Ahmadi, M., Faez, K.,
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AFGR02(315-320).
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Shakunaga, T., Shigenari, K.,
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CVPR01(I:864-871).
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Li, S.,
Nonlinear Mapping of Multi-View Face Patterns Into a Zero Mean Gaussian Distribution in a Low Dimensional Space,
RATFG01(xx-yy). 0106 BibRef

de la Torre, F.,
Automatic Learning of Appearance Face Models,
RATFG01(xx-yy). 0106 BibRef

Cagnoni, S., Poggi, A., Porcari, G.L.,
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CIAP99(490-495).
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Sato, J.[Jun], Cipolla, R.[Roberto],
Identifying human face profiles with semi-local integral invariants,
CIAP97(I: 414-421).
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Krumm, J.,
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CVPR97(179-185).
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O'Toole, A.J.[Alice J.], Edelman, S.,
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AFGR96(10-15).
WWW Version. 9610 BibRef

Swets, D.L.[Daniel L.], Weng, J.J.[John J.],
Discriminant analysis and eigenspace partition tree for face and object recognition from views,
AFGR96(192-197).
WWW Version. 9610 BibRef

Swets, D.L., Punch, B., Weng, J.,
Genetic algorithms for object recognition in a complex scene,
ICIP95(II: 595-598).
WWW Version. 9510 BibRef

Covell, M.,
Eigen-points: control-point location using principal component analyses,
AFGR96(122-127).
WWW Version. 9610 BibRef

Hallinan, P.W.,
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CVPR94(995-999).
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Chapter on Matching and Recognition Using Volumes, High Level Vision Techniques, Invariants continues in
ICA, PCA in Face Recognition .


Last update:Sep 2, 2008 at 17:29:35