13.4.1.8.1 ICA, PCA in Face Recognition

Chapter Contents (Back)
PCA. ICA. Face Recognition. Principal Components.

Moon, H.J.[Hyeon-Joon], Phillips, P.J.[P. Jonathon],
Computational and performance aspects of PCA-based face recognition algorithms,
Perception(30), No. 3, 2001, pp. 303-321. See also FERET Evaluation Methodology for Face-Recognition Algorithms, The. Evaluation, Faces. BibRef 0100
Earlier:
Analysis of PCA-based Face Recognition Algorithms,
EEMCV98(xx). BibRef
And: EEMTV98(xx) BibRef
And: A2, A1: AVBPA99(xx-yy). BibRef

Pujol, A.[Albert], Vitriŕ, J.[Jordi], Lumbreras, F.[Felipe], Villanueva, J.J.[Juan J.],
Topological principal component analysis for face encoding and recognition,
PRL(22), No. 6-7, May 2001, pp. 769-776.
HTML Version. 0105
BibRef

Kim, K.I.[Kwang In], Jung, K.C.[Kee-Chul], Kim, H.J.[Hang Joon],
Face recognition using kernel principal component analysis,
SPLetters(9), No. 2, February 2002, pp. 40-42.
IEEE Top Reference. 0204
BibRef

Gong, S.G.[Shao-Gang], Psarrou, A.[Alexandra], Romdhani, S.[Sami],
Corresponding dynamic appearances,
IVC(20), No. 4, April 2002, pp. 307-318.
WWW Version. 0203
Modeling faces with large pose variations. Use with PCA approach. BibRef

Draper, B.A.[Bruce A.], Baek, K.[Kyungim], Bartlett, M.S.[Marian Stewart], Beveridge, J.R.[J. Ross],
Recognizing faces with PCA and ICA,
CVIU(91), No. 1-2, July-August 2003, pp. 115-137.
WWW Version. 0309
See also Face Image Analysis by Unsupervised Learning. BibRef

Kurita, T.[Takio], and Takahashi, T.[Takashi],
Viewpoint independent face recognition by competition of the viewpoint dependent classifiers,
Neurocomputing(51), April 2003, pp. 181-195.
Elsevier DOI Link BibRef 0304

Kurita, T., Hosoi, T., Hidaka, A.,
Principal Component Analysis of Multi-view Images for Viewpoint-Independent Face Recognition,
AVSBS06(55-55).
IEEE DOI Link 0611
BibRef

Kurita, T., Takahashi, T., Ikeda, Y.,
A neural network classifier for occluded images,
ICPR02(III: 45-48).
IEEE DOI Link 0211
BibRef

Déniz, O., Castrillón, M., Hernández, M.,
Face Recognition Using Independent Component Analysis and Support Vector Machines,
PRL(24), No. 13, September 2003, pp. 2153-2157.
WWW Version. 0307
BibRef
Earlier: AVBPA01(59).
HTML Version. 0310
BibRef

Ekenel, H.K.[Hazim Kemal], Sankur, B.[Bülent],
Feature selection in the independent component subspace for face recognition,
PRL(25), No. 12, September 2004, pp. 1377-1388.
WWW Version. 0409
BibRef

Ekenel, H.K.[Hazim Kemal], Sankur, B.[Bülent],
Multiresolution face recognition,
IVC(23), No. 5, 1 May 2005, pp. 469-477.
WWW Version. 0501
BibRef

Ekenel, H.K.[Hazim Kemal], Stiefelhagen, R.[Rainer],
Generic versus Salient Region-Based Partitioning for Local Appearance Face Recognition,
ICB09(367-375).
Springer DOI Link 0906
BibRef

Gao, H.[Hua], Ekenel, H.K.[Hazim Kemal], Stiefelhagen, R.[Rainer],
Pose Normalization for Local Appearance-Based Face Recognition,
ICB09(32-41).
Springer DOI Link 0906
BibRef
Earlier: A2, A3, Only:
Analysis of Local Appearance-Based Face Recognition: Effects of Feature Selection and Feature Normalization,
Biometrics06(34).
IEEE DOI Link 0609
BibRef
And:
Block Selection in the Local Appearance-based Face Recognition Scheme,
Biometrics06(43).
IEEE DOI Link 0609
BibRef
And:
A Generic Face Representation Approach for Local Appearance Based Face Verification,
FRGC05(III: 155-155).
IEEE DOI Link 0507
BibRef

Gottumukkal, R.[Rajkiran], Asari, V.K.[Vijayan K.],
An improved face recognition technique based on modular PCA approach,
PRL(25), No. 4, March 2004, pp. 429-436.
WWW Version. 0402
BibRef
And:
Learning skin distribution using a sparse map,
ICIP04(I: 199-202).
IEEE DOI Link 0505
BibRef
And:
Illumination invariant faces,
AIPR04(150-152).
IEEE DOI Link 0410
BibRef
Earlier:
Real time face detection from color video stream based on PCA method,
AIPR03(146-150).
IEEE DOI Link 0310
BibRef

Gudur, N., Asari, V.K.,
Gabor Wavelet Based Modular PCA Approach for Expression and Illumination Invariant Face Recognition,
AIPR06(13-13).
IEEE DOI Link 0610
BibRef

Sankaran, P., Asari, V.,
A multi-view approach on modular PCA for illumination and pose invariant face recognition,
AIPR04(165-170).
IEEE DOI Link 0410
BibRef

Gundimada, S.[Satyanadh], Tao, L.[Li], Asari, V.K.[Vijayan K.],
Face detection technique based on intesity and skin color distribution,
ICIP04(II: 1413-1416).
IEEE DOI Link 0505
BibRef

Seow, M.J.[Ming-Jung], Valaparla, D., Asari, V.K.,
Neural network based skin color model for face detection,
AIPR03(141-145).
IEEE DOI Link 0310
BibRef

Seow, M.J.[Ming-Jung], Asari, V.K.,
Associative memory based on ratio learning for real time skin color detection,
AIPR03(151-156).
IEEE DOI Link 0310
BibRef

Gundimada, S.[Satyanadh], Asari, V.K.[Vijayan K.],
Facial Recognition Using Multisensor Images Based on Localized Kernel Eigen Spaces,
IP(18), No. 6, June 2009, pp. 1314-1325.
IEEE DOI Link 0905
BibRef
Earlier:
An Adaptive Weight Assignment Scheme in Linear Subspace Approaches for Face Recognition,
ACCV06(II:541-550).
Springer DOI Link 0601
BibRef
Earlier:
Adaptive confidence level assignment to segmented human face regions for improved face recognition,
AIPR05(100-105).
IEEE DOI Link 0510
BibRef
And:
Face Alignment and Adaptive Weight Assignment for Robust Face Recognition,
ISVC05(191-198).
Springer DOI Link 0512
BibRef

Perlibakas, V.[Vytautas],
Distance measures for PCA-based face recognition,
PRL(25), No. 6, 19 April 2004, pp. 711-724.
WWW Version. 0405
BibRef

Chen, S.C.[Song-Can], Zhu, Y.L.[Yu-Lian],
Subpattern-based principle component analysis,
PR(37), No. 5, May 2004, pp. 1081-1083.
WWW Version. 0405
BibRef

Tan, K.R.[Ke-Ren], and Chen, S.C.[Song-Can],
Adaptively weighted sub-pattern PCA for face recognition,
Neurocomputing(64), March 2005, Pages 505-511.
Elsevier DOI Link BibRef 0503

Jang, J.S.[Jun-Su], Han, K.H.[Kuk-Hyun], Kim, J.H.[Jong-Hwan],
Evolutionary algorithm-based face verification,
PRL(25), No. 16, December 2004, pp. 1857-1865.
WWW Version. 0411
PCA for faces. BibRef

Chen, X.[Xin], Flynn, P.J.[Patrick J.], Bowyer, K.W.[Kevin W.],
IR and visible light face recognition,
CVIU(99), No. 3, September 2005, pp. 332-358.
WWW Version. 0508
BibRef
Earlier:
PCA-based face recognition in infrared imagery: baseline and comparative studies,
AMFG03(127-134).
IEEE Abstract. IEEE Top Reference. 0311
BibRef

Zhang, D.Q.A.[Dao-Qi-Ang], Zhou, Z.H.[Zhi-Hua], Chen, S.C.[Song-Can],
Diagonal principal component analysis for face recognition,
PR(39), No. 1, January 2006, pp. 140-142.
WWW Version. 0512
BibRef

Zhang, Y.[Yin], Zhou, Z.H.[Zhi-Hua],
Cost-sensitive face recognition,
CVPR08(1-8).
IEEE DOI Link 0806
BibRef

Jing, X.Y.[Xiao-Yuan], Wong, H.S.[Hau-San], Zhang, D.[David],
Face recognition based on 2D Fisherface approach,
PR(39), No. 4, April 2006, pp. 707-710.
WWW Version. 0604
Discriminative feature extraction; 2D principal component; 2D discriminant vector BibRef

Palaniappan, R.[Ramaswamy], Ravi, K.V.R.,
Improving visual evoked potential feature classification for person recognition using PCA and normalization,
PRL(27), No. 7, May 2006, pp. 726-733.
WWW Version. 0604
Biometrics; Electroencephalogram; Linear discriminant; Nearest neighbor; Simplified fuzzy ARTMAP; Visual evoked potential BibRef

Dagher, I., Nachar, R.,
Face Recognition Using IPCA-ICA Algorithm,
PAMI(28), No. 6, June 2006, pp. 996-1000.
IEEE DOI Link 0605
BibRef

Song, Y.J.[Young-Jun], Kim, Y.G.[Young-Gil], Chang, U.D.[Un-Dong], Kwon, H.B.[Heak Bong],
Face recognition robust to left/right shadows; facial symmetry,
PR(39), No. 8, August 2006, pp. 1542-1545.
WWW Version. 0606
Face recognition; PCA; Facial symmetry; Illumination BibRef

Fan, X.[Xin], Huang, H.[Hua], Liang, D.Q.[De-Qun], Qi, C.[Chun],
A hybrid parallel projection approach to object-based image restoration,
PRL(27), No. 10, 15 July 2006, pp. 1045-1053.
WWW Version. 0606
Maximum likelihood estimation; Set theoretic estimation; Parallel projection algorithm; Face image restoration with PCA. BibRef

Delac, K.[Kresimir], Grgic, M.[Mislav], Grgic, S.[Sonja],
Independent comparative study of PCA, ICA, and LDA on the FERET data set,
IJIST(15), No. 5, 2005, pp. 252-260.
WWW Version. 0512
BibRef

Yang, J.[Jian], Gao, X.[Xiumei], Zhang, D.[David], Yang, J.Y.[Jing-Yu],
Kernel ICA: An alternative formulation and its application to face recognition,
PR(38), No. 10, October 2005, pp. 1784-1787.
WWW Version. 0508
See also Face recognition based on a group decision-making combination approach. BibRef

Chen, C.K.[Cai-Kou], Yang, J.Y.[Jing-Yu], Yang, J.[Jian],
Fusion of PCA and KFDA for rapid face recognition,
ICARCV04(I: 375-379).
IEEE DOI Link 0412
BibRef

Yang, J.[Jian], Zhang, D.[David], Yang, J.Y.[Jing-Yu],
Is ICA Significantly Better than PCA for Face Recognition?,
ICCV05(I: 198-203).
IEEE DOI Link 0510
BibRef

Yang, J.[Jian], Liu, C.J.[Cheng-Jun],
A General Discriminant Model for Color Face Recognition,
ICCV07(1-6).
IEEE DOI Link 0710
BibRef
And:
Horizontal and Vertical 2DPCA Based Discriminant Analysis for Face Verification Using the FRGC Version 2 Database,
ICB07(838-847).
Springer DOI Link 0708
BibRef

Kim, J.S.[Jong-Sun], Choi, J.M.[Jong-Moo], Yi, J.H.[June-Ho], Turk, M.,
Effective Representation Using ICA for Face Recognition Robust to Local Distortion and Partial Occlusion,
PAMI(27), No. 12, December 2005, pp. 1977-1981.
IEEE DOI Link 0512
BibRef

Kim, J.S.[Jong-Sun], Yi, J.H.[June-Ho],
Robust Face Recognition Based on Part-Based Localized Basis Images,
CIAP05(1026-1034).
Springer DOI Link 0509
BibRef

Kim, J.S.[Jong-Sun], Choi, J.M.[Jong-Moo], Yi, J.H.[June-Ho],
ICA Based Face Recognition Robust to Partial Occlusions and Local Distortions,
ICBA04(147-154).
WWW Version. 0505
BibRef
And:
Face Recognition Based on Locally Salient ICA Information,
BioAW04(1-9).
WWW Version. 0505
BibRef

Cheng, J.[Jian], Liu, Q.S.[Qing-Shan], Lu, H.Q.[Han-Qing], Chen, Y.W.[Yen-Wei],
Ensemble learning for independent component analysis,
PR(39), No. 1, January 2006, pp. 81-88.
WWW Version. 0512
BibRef
Earlier:
Texture Classification Using Kernel Independent Component Analysis,
ICPR04(I: 620-623).
IEEE DOI Link 0409
To deal with small sample size and problems in choosing basis functions. Random sampling to generate some low dimensional feature spaces, one classifier for each space, combine results in ensemble fashion. BibRef

Liu, Q.S.[Qing-Shan], Cheng, J.[Jian], Lu, H.Q.[Han-Qing], Ma, S.D.[Song-De],
Modeling face appearance with nonlinear independent component analysis,
AFGR04(761-766).
IEEE Abstract. IEEE Top Reference. 0411
BibRef

Xie, X., Lam, K.M.,
Gabor-Based Kernel PCA With Doubly Nonlinear Mapping for Face Recognition With a Single Face Image,
IP(15), No. 9, August 2006, pp. 2481-2492.
IEEE DOI Link 0608
BibRef

Sanguansat, P.[Parinya], Asdornwised, W.[Widhyakorn], Jitapunkul, S.[Somchai], Marukatat, S.[Sanparith],
Two-Dimensional Linear Discriminant Analysis of Principle Component Vectors for Face Recognition,
IEICE(E89-D), No. 7, July 2006, pp. 2164-2170.
WWW Version. 0607
BibRef
Earlier:
Class-Specific Subspace-Based Two-Dimensional Principal Component Analysis for Face Recognition,
ICPR06(II: 1246-1249).
WWW Version. 0609
BibRef

Hotta, K.[Kazuhiro],
A View Independent Video-Based Face Recognition Method Using Posterior Probability in Kernel Fisher Discriminant Space,
IEICE(E89-D), No. 7, July 2006, pp. 2150-2156.
WWW Version. 0607
BibRef

Hotta, K.[Kazuhiro],
Pose independent object classification from small number of training samples based on kernel principal component analysis of local parts,
IVC(27), No. 9, 3 August 2009, pp. 1240-1251.
Elsevier DOI Link
WWW Version. 0906
Pose independence; Local features; Kernel principal component analysis; Face recognition; 3D object recognition BibRef

Hotta, K.[Kazuhiro],
Object Categorization Based on Kernel Principal Component Analysis of Visual Words,
WACV08(1-8).
IEEE DOI Link 0801
BibRef
Earlier:
View Independent Face Recognition Based on Kernel Principal Component Analysis of Local Parts,
ICIP05(III: 760-763).
IEEE DOI Link 0512
BibRef

Liang, Z.Z.[Zhi-Zheng], Zhang, D.[David], Shi, P.F.[Peng-Fei],
The theoretical analysis of GLRAM and its applications,
PR(40), No. 3, March 2007, pp. 1032-1041.
WWW Version. 0611
PCA; 2DPCA; GLRAM; Face recognition; Character recognition BibRef

Wang, H.H.[Hua-Hua], Zhou, Y.[Yue], Ge, X.[Xinliang], Yang, J.[Jie],
Subspace evolution analysis for face representation and recognition,
PR(40), No. 1, January 2007, pp. 335-338.
WWW Version. 0611
PCA; 2D PCA; LDA; Iterative sampling technique; Divide-conquer-merge BibRef

Yu, H.[Hongchuan], Bennamoun, M.[Mohammed],
Complete invariants for robust face recognition,
PR(40), No. 5, May 2007, pp. 1579-1591.
WWW Version. 0702
BibRef
Earlier:
1D-PCA, 2D-PCA to nD-PCA,
ICPR06(IV: 181-184).
WWW Version. 0609
Complete invariants; Similarity transforms; Fourier-Mellin transform; Analytical Fourier-Mellin transform; 2D-PCA; Face verification BibRef

Meng, J.C.[Ji-Cheng], Zhang, W.B.[Wen-Bin],
Volume measure in 2DPCA-based face recognition,
PRL(28), No. 10, 15 July 2007, pp. 1203-1208.
WWW Version. 0706
Face recognition; Two-dimensional PCA (2DPCA); Distance measure; Volume measure BibRef

Satyanarayana, C., Potukuchi, D.M., Reddy, L.P.[L. Pratap],
Performance evaluation of incremental training method for face recognition using PCA,
RealTimeIP(1), No. 4, July 2007, pp. 311-327.
Springer DOI Link 0707
BibRef

Yang, J., Zhang, D., Yang, J.Y.,
Constructing PCA Baseline Algorithms to Reevaluate ICA-Based Face-Recognition Performance,
SMC-B(37), No. 4, August 2007, pp. 1015-1021.
IEEE DOI Link 0707
BibRef

Liao, L.Z., Luo, S.W., Tian, M.,
'Whitenedfaces' Recognition With PCA and ICA,
SPLetters(14), No. 12, December 2007, pp. 1008-1011.
IEEE DOI Link 0711
BibRef

Wang, H.Y.[Hui-Yuan], Leng, Y.[Yan], Wang, Z.F.[Zeng-Feng], Wu, X.J.[Xiao-Juan],
Application of image correction and bit-plane fusion in generalized PCA based face recognition,
PRL(28), No. 16, December 2007, pp. 2352-2358.
WWW Version. 0711
Face recognition; Image correction; Bit-plane; Feature fusion; Generalized PCA BibRef

Rowe, S.M.[Simon Michael], McLean, A.W.[Alistair William],
Method and apparatus for generating models of individuals,
US_Patent7,257,239, Aug 14, 2007
WWW Version. PCA BibRef 0708

Kwak, N.J.[No-Jun],
Feature extraction for classification problems and its application to face recognition,
PR(41), No. 5, May 2008, pp. 1718-1734.
WWW Version. 0711
ICA; Classification; Feature extraction; Face recognition; Facial expression BibRef

Kwak, N.J.[No-Jun], Choi, C.H.[Chong-Ho],
Input Feature Selection by Mutual Information Based on Parzen Window,
PAMI(24), No. 12, December 2002, pp. 1667-1671.
IEEE Abstract. IEEE Top Reference. 0212
BibRef

Kwak, N.J.[No-Jun], Choi, C.H.[Chong-Ho], Ahuja, N.,
Face recognition using feature extraction based on independent component analysis,
ICIP02(II: 337-340).
IEEE Abstract. IEEE Top Reference. 0210
BibRef

Kwak, N.J.[No-Jun],
Principal Component Analysis Based on L1-Norm Maximization,
PAMI(30), No. 9, September 2008, pp. 1672-1680.
IEEE DOI Link 0808
BibRef

Hu, H.F.[Hai-Feng],
Orthogonal neighborhood preserving discriminant analysis for face recognition,
PR(41), No. 6, June 2008, pp. 2045-2054.
WWW Version. 0802
Face recognition; Orthogonal neighborhood preserving discriminant analysis; Fisher linear discriminant analysis; Principal component analysis; Locality preserving projection BibRef

Hu, H.F.[Hai-Feng], Zhang, P.[Ping], Ma, Z.[Zhengming],
Direct kernel neighborhood discriminant analysis for face recognition,
PRL(30), No. 10, 15 July 2009, pp. 902-907.
Elsevier DOI Link
WWW Version. 0906
Direct kernel neighborhood preserving discriminant analysis; Face recognition; Linear discriminant analysis; Small sample size problem BibRef

Hu, H.F.[Hai-Feng],
ICA-based neighborhood preserving analysis for face recognition,
CVIU(112), No. 3, December 2008, pp. 286-295.
WWW Version. 0811
Face recognition; Independence component based neighborhood preserving analysis (IC-NPA); Enhanced independent component analysis (EICA); Fisher linear discriminant analysis (FLDA); Principal component analysis (PCA); Locality preserving projection (LPP) BibRef

Wang, L.[Lin], Li, Y.P.[Yong-Ping], Wang, C.B.[Cheng-Bo], Zhang, H.Z.[Hong-Zhou],
2D Gaborface representation method for face recognition with ensemble and multichannel model,
IVC(26), No. 6, 1 June 2008, pp. 820-828.
WWW Version. 0804
Face recognition; Gaborface; 2D principal component analysis (PCA); (2D)2PCA; Feature extraction; Multichannel; Decision level fusion BibRef

Marcialis, G.L.[Gian Luca], Roli, F.[Fabio],
Decision-level Fusion Of Pca And Lda-based Face Recognition Algorithms,
IJIG(6), No. 2, April 2006, pp. 293-311. 0604
BibRef
Earlier: A2, A1:
Semi-supervised PCA-Based Face Recognition Using Self-training,
SSPR06(560-568).
Springer DOI Link 0608
BibRef

Fu, Y.[Yun], Li, Z., Yuan, J., Wu, Y., Huang, T.S.[Thomas S.],
Locality Versus Globality: Query-Driven Localized Linear Models for Facial Image Computing,
CirSysVideo(18), No. 12, December 2008, pp. 1741-1752.
IEEE DOI Link 0812
BibRef

Tu, J.L.[Ji-Lin], Fu, Y.[Yun], Ivanovic, A.[Alexandar], Huang, T.S.[Thomas S.], Li, F.F.[Fei-Fei],
Variational Transform Invariant Mixture of Probabilistic PCA,
WACV08(1-6).
IEEE DOI Link There were 2 listings:
IEEE DOI Link 0801
BibRef

Tu, J.L.[Ji-Lin], Ivanovic, A.[Aleksandar], Xu, X.[Xun], Fei-Fei, L.[Li], Huang, T.S.[Thomas S.],
Variational Shift Invariant Probabilistic PCA for Face Recognition,
ICPR06(III: 548-551).
WWW Version. 0609
BibRef

Harandi, M.T.[Mehrtash T.], Ahmadabadi, M.N.[Majid Nili], Araabi, B.N.[Babak N.],
Optimal Local Basis: A Reinforcement Learning Approach for Face Recognition,
IJCV(81), No. 2, February 2009, pp. xx-yy.
Springer DOI Link 0901
BibRef
Earlier:
Face recognition using reinforcement learning,
ICIP04(IV: 2709-2712).
IEEE DOI Link 0505
BibRef

Safari, M., Harandi, M.T., Araabi, B.N.,
A SVM-based method for face recognition using a wavelet PCA representation of faces,
ICIP04(II: 853-856).
IEEE DOI Link 0505
BibRef

Hsieh, P.C.[Ping-Cheng], Tung, P.C.[Pi-Cheng],
A novel hybrid approach based on sub-pattern technique and whitened PCA for face recognition,
PR(42), No. 5, May 2009, pp. 978-984.
Elsevier DOI Link
WWW Version. 0902
Face recognition; Feature extraction; Principal component analysis (PCA); Independent component analysis (ICA); Sub-pattern technique BibRef

Chakrabarti, A.[Ayan], Rajagopalan, A.N., Chellappa, R.[Rama],
Super-Resolution of Face Images Using Kernel PCA-Based Prior,
MultMed(9), No. 4, 2007, pp. 888-892.
IEEE DOI Link 0905
BibRef

Ren, C.X.[Chuan-Xian], Dai, D.Q.[Dao-Qing],
Incremental learning of bidirectional principal components for face recognition,
PR(43), No. 1, January 2010, pp. 318-330,.
Elsevier DOI Link
WWW Version. 0909
Incremental learning; Bidirectional principal component analysis; Singular value decomposition; Tensor; k-Mode unfolding; Face recognition BibRef

Liu, X.Z., Yuen, P.C., Feng, G.C., Chen, W.S.,
Learning Kernel in Kernel-Based LDA for Face Recognition Under Illumination Variations,
SPLetters(16), No. 12, December 2009, pp. 1019-1022.
IEEE DOI Link 0909
BibRef

Qu, Z.H.[Zhen-Hua], Qiu, G.P.[Guo-Ping], Yuen, P.C.[Pong C.],
Learning a discriminative sparse tri-value transform,
ICPR08(1-4).
IEEE DOI Link 0812
project face data to lower dimensionality BibRef

Mena-Chalco, J.P.[Jesús P.], Macędo, I.[Ives], Velho, L.[Luiz], Cesar, Jr., R.M.[Roberto M.],
3D face computational photography using PCA spaces,
VC(25), No. 10, October 2009, pp. xx-yy.
Springer DOI Link 0910
BibRef


Wang, J.[Jin], Chen, Y.[Yu], Adjouadi, M.,
A comparative study of multilinear principal component analysis for face recognition,
AIPR08(1-6).
IEEE DOI Link 0810
BibRef

Wang, F.[Fei], Wang, X.[Xin], Li, T.[Tao],
Beyond the graphs: Semi-parametric semi-supervised discriminant analysis,
CVPR09(2113-2120).
IEEE DOI Link 0906
Exact computation of LDA is not always reliable. Compute 2 parts, LDA on labeled points, PCA on whole data set. BibRef

Nguyen, H.V.[Hieu V.], Bai, L.[Li], Shen, L.L.[Lin-Lin],
Local Gabor Binary Pattern Whitened PCA: A Novel Approach for Face Recognition from Single Image Per Person,
ICB09(269-278).
Springer DOI Link 0906
BibRef

Lee, M.S.[Mong-Shu], Chen, M.Y.[Mu-Yen], Lin, F.S.[Fu-Sen],
Face Recognition under Variant Illumination Using PCA and Wavelets,
SCIA09(341-350).
Springer DOI Link 0906
BibRef

Nhat, V.D.M.[Vo Dinh Minh], Lee, S.Y.[Sung-Young],
Improvement on PCA and 2DPCA Algorithms for Face Recognition,
CIVR05(568-577). dimensional
Springer DOI Link 0507
BibRef

Wang, C.Z.[Cheng-Zhang], Yin, B.C.[Bao-Cai], Bai, X.M.[Xiao-Ming], Sun, Y.F.[Yan-Feng],
Color face recognition based on 2DPCA,
ICPR08(1-4).
IEEE DOI Link 0812
BibRef

Xie, C.Y.[Chun-Yan], Kumar, B.V.K.,
Comparison of Kernel Class-dependence Feature Analysis (KCFA) with Kernel Discriminant Analysis (KDA) for Face Recognition,
BTAS07(1-6).
IEEE DOI Link 0709
BibRef

Huang, H.[Heng], Ding, C.[Chris],
Robust tensor factorization using R1 norm,
CVPR08(1-8).
IEEE DOI Link 0806
Face recognition. Compare with PCA. BibRef

Thomas, M.[Mani], Kumar, S.[Senthil], Kambhamettu, C.[Chandra],
Face Recognition Using a Color PCA Framework,
CVS08(xx-yy).
Springer DOI Link 0805
BibRef

Tiddeman, B.P., Hunter, D.W., Meng, Y.,
Fibre Centred Tensor Faces,
BMVC07(xx-yy).
PDF Version. 0709
See also Multilinear Independent Components Analysis. BibRef

Chu, W.S.V.[Wen-Sheng Vincnent], Chen, J.C.[Ju-Chin], Lien, J.J.J.[Jenn-Jier James],
Kernel Discriminant Analysis Based on Canonical Differences for Face Recognition in Image Sets,
ACCV07(II: 700-711).
Springer DOI Link 0711
BibRef

Wu, Q.Q.[Qing-Quan], Ben-Arie, J.[Jezekiel],
View Invariant Head Recognition by Hybrid PCA Based Reconstruction,
AMFG07(46-57).
Springer DOI Link 0710
BibRef

Park, C.[Changhan], Paek, I.H.[In-Ho], Paik, J.K.[Joon-Ki],
Improved Face Recognition Using Extended Modular Principal Component Analysis,
ISVC06(I: 599-607).
Springer DOI Link 0611
BibRef

Rama, A.[Antonio], Tarres, F.[Francesc], Goldmann, L.[Lutz], Sikora, T.[Thomas],
More robust face recognition by considering occlusion information,
FG08(1-6).
IEEE DOI Link 0809
BibRef

Rama, A.[Antonio], Tarres, F.[Francesc],
Face Recognition using a Fast Model Synthesis from a Profile and a Frontal View,
ICIP07(IV: 501-504).
IEEE DOI Link 0709
BibRef
Earlier:
P2CA: A New Face Recognition Scheme Combining 2D and 3D Information,
ICIP05(III: 776-779).
IEEE DOI Link 0512
BibRef

Onofrio, D., Rama, A., Tarres, F., Tubaro, S.,
P2CA: How Much Face Information is Needed?,
ICIP06(669-672). 0610

IEEE DOI Link BibRef

Huang, D., Xiang, C.,
A Novel LDA Algorithm Based on Approximate Error Probability with Application to Face Recognition,
ICIP06(653-656). 0610

IEEE DOI Link BibRef

Cook, J.A., Chandran, V., Fookes, C.,
3D Face Recognition using Log-Gabor Templates,
BMVC06(II:769).
PDF Version. 0609
BibRef

Cook, J.A., McCool, C., Chandran, V., Sridharan, S.,
Combined 2D/3D Face Recognition Using Log-Gabor Templates,
AVSBS06(83-83).
IEEE DOI Link 0611
BibRef
Earlier: A2, A1, A3, A4:
Feature Modelling of PCA Difference Vectors for 2D and 3D Face Recognition,
AVSBS06(57-57).
IEEE DOI Link 0611
See also 3D face verification using a free-parts approach. BibRef

Mellakh, M.A.[M. Anouar], Petrovska-Delacrétaz, D.[Dijana], Dorizzi, B.[Bernadette],
Using Signal/Residual Information of Eigenfaces for PCA Face Space Dimensionality Characteristics,
ICPR06(IV: 574-577).
WWW Version. 0609
BibRef

Seo, H.J.[Hae Jong], Park, Y.K.[Young Kyung], Kim, J.K.[Joong Kyu],
Common Image Method(Null Space + 2DPCAs) for Face Recognition,
ACIVS06(699-709).
Springer DOI Link 0609
BibRef

Park, H.[Hyun], Moon, Y.S.[Young Shik],
Automatic Denoising of 2D Color Face Images Using Recursive PCA Reconstruction,
ACIVS06(799-809).
Springer DOI Link 0609
BibRef

Xu, A.[Anbang], Jin, X.[Xin], Jiang, Y.[Yugang], Guo, P.[Ping],
Complete Two-Dimensional PCA for Face Recognition,
ICPR06(III: 481-484).
WWW Version. 0609
BibRef

Wu, J.W.[Jun-Wen], Trivedi, M.M.[Mohan M.],
A Regression Model in Tensor PCA Subspace for Face Image Super-resolution Reconstruction,
ICPR06(III: 627-630).
WWW Version. 0609
BibRef

Liu, J.[Jun], Huang, X.S.[Xiang-Sheng], Wang, Y.S.[Yang-Sheng],
Removing Shadows from Face Images Using ICA,
IbPRIA05(I:453).
Springer DOI Link 0509
BibRef

Papatheodorou, T.[Theodoros], Rueckert, D.[Daniel],
Evaluation of 3D Face Recognition Using Registration and PCA,
AVBPA05(997).
Springer DOI Link 0509
BibRef

Zhang, B.C.[Bao-Chang], Chen, X.L.[Xi-Lin], Shan, H.[Higuang], Gao, W.[Wen],
Nonlinear Face Recognition Based on Maximum Average Margin Criterion,
CVPR05(I: 554-559).
IEEE DOI Link 0507
Expand on PCA ideas. BibRef

Vasilescu, M.A.O.[M. Alex O.], Terzopoulos, D.[Demetri],
Multilinear Projection for Appearance-Based Recognition in the Tensor Framework,
ICCV07(1-8).
IEEE DOI Link 0710
BibRef
Earlier:
A Tensor Algebraic Approach to Image Synthesis, Analysis and Recognition,
3DIM07(3-12).
IEEE DOI Link 0708
BibRef
Earlier:
Multilinear Independent Components Analysis,
CVPR05(I: 547-553).
IEEE DOI Link 0507
BibRef
Earlier:
Multilinear subspace analysis of image ensembles,
CVPR03(II: 93-99).
IEEE Abstract. IEEE Top Reference. 0307
BibRef
Earlier:
Multilinear Analysis of Image Ensembles: TensorFaces,
ECCV02(I: 447 ff.).
HTML Version. 0205
BibRef
And:
Multilinear image analysis for facial recognition,
ICPR02(II: 511-514).
IEEE DOI Link 0211
BibRef

Terzopoulos, D., Lee, Y.C.[Yuen-Cheng], Vasilescu, M.A.O.[M. Alex O.],
Model-based and image-based methods for facial image synthesis, analysis and recognition,
AFGR04(3-8).
IEEE Abstract. IEEE Top Reference. 0411
BibRef

Visani, M.[Muriel], Garcia, C.[Christophe], Laurent, C.[Christophe],
Comparing Robustness of Two-Dimensional PCA and Eigenfaces for Face Recognition,
ICIAR04(II: 717-724).
WWW Version. 0409
BibRef

Zhao, H.T.[Hai-Tao], Yuen, P.C.[Pong Chi], Kwok, J.T., Yang, J.Y.[Jing-Yu],
Incremental PCA based face recognition,
ICARCV04(I: 687-691).
IEEE DOI Link 0412
BibRef

Conde, C., Ruiz, A., Cabello, E.,
PCA vs low resolution images in face verification,
CIAP03(63-67).
IEEE Abstract. IEEE Top Reference. 0310
BibRef

Santiago-Mozos, R., Leiva-Murillo, J.M., Perez-Cruz, F., Artes-Rodriguez, A.,
Supervised-PCA and SVM classifiers for object detection in infrared images,
AVSBS03(122-127).
IEEE Abstract. IEEE Top Reference. 0310
BibRef

Bazanov, P., Kim, T.K.[Tae-Kyun], Kee, S.C.[Seok-Cheol], Lee, S.U.[Sang Uk],
Hybrid and parallel face classifier based on artificial neural networks and principal component analysis,
ICIP02(I: 916-919).
IEEE Abstract. IEEE Top Reference. 0210
BibRef

Balci, K., Atalay, V.,
PCA for gender estimation: which eigenvectors contribute?,
ICPR02(III: 363-366).
IEEE DOI Link 0211
BibRef

Turaga, D.S., Chen, T.H.[Tsu-Han],
Face recognition using mixtures of principal components,
ICIP02(II: 101-104).
IEEE Abstract. IEEE Top Reference. 0210
BibRef

Yang, Q.[Qiong], Ding, X.Q.[Xiao-Qing],
Symmetrical PCA in face recognition,
ICIP02(II: 97-100).
IEEE Abstract. IEEE Top Reference. 0210
BibRef

Shen, L.J., Fu, H.C., Xu, Y.Y., Hsu, F.R., Chang, H.T., Meng, W.Y.,
A Principal Component Based Probabilistic DBNN for Face Recognition,
ICIP96(III: 499-502).
IEEE DOI Link BibRef 9600

Chapter on Matching and Recognition Using Volumes, High Level Vision Techniques, Invariants continues in
LDA in Face Recognition .


Last update:Nov 16, 2009 at 19:35:14