13.4.1.8.1 ICA, PCA in Face Recognition

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

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. 0203Modeling 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.
WWW Version. BibRef 0304

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

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

Déniz, O., Castrillón, M., Hernández, 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.[Bülent],
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.[Bülent],
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],
Analysis of Local Appearance-Based Face Recognition: Effects of Feature Selection and Feature Normalization,
Biometrics06(34).
WWW Version. 0609 BibRef
And:
Block Selection in the Local Appearance-based Face Recognition Scheme,
Biometrics06(43).
WWW Version. 0609 BibRef
And:
A Generic Face Representation Approach for Local Appearance Based Face Verification,
FRGC05(III: 155-155).
WWW Version. 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).
WWW Version. 0505 BibRef

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

Gundimada, S.[Satyanadh], Asari, V.K.[Vijayan K.],
An Adaptive Weight Assignment Scheme in Linear Subspace Approaches for Face Recognition,
ACCV06(II:541-550).
WWW Version. 0601 BibRef
Earlier:
Face Alignment and Adaptive Weight Assignment for Robust Face Recognition,
ISVC05(191-198).
WWW Version. 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.
WWW Version. 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. 0411PCA 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.[Dao-Qiang], 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

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. 0604Discriminative 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. 0604Biometrics; 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.
WWW Version. 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. 0606Face recognition; PCA; Facial symmetry; Illumination BibRef

Fan, X.[Xin], Huang, H.[Hua], Liang, D.[Dequn], 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. 0606Maximum 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).
WWW Version. 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).
WWW Version. 0510 BibRef

Yang, J.[Jian], Liu, C.J.[Cheng-Jun],
A General Discriminant Model for Color Face Recognition,
ICCV07(1-6).
WWW Version. 0710 BibRef
And:
Horizontal and Vertical 2DPCA Based Discriminant Analysis for Face Verification Using the FRGC Version 2 Database,
ICB07(838-847).
WWW Version. 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.
WWW Version. 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).
WWW Version. 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).
WWW Version. 0409To 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.[Songde],
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.
WWW Version. 0608 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. 0611PCA; 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. 0611PCA; 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. 0609Complete 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. 0706Face 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.
WWW Version. 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.
WWW Version. 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.
WWW Version. 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. 0711Face recognition; Image correction; Bit-plane; Feature fusion; Generalized PCA BibRef

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. 0711ICA; Classification; Feature extraction; Face recognition; Facial expression 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. 0802Face recognition; Orthogonal neighborhood preserving discriminant analysis; Fisher linear discriminant analysis; Principal component analysis; Locality preserving projection 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. 0804Face recognition; Gaborface; 2D principal component analysis (PCA); (2D)2PCA; Feature extraction; Multichannel; Decision level fusion 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).
WWW Version. 0711 BibRef

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

Park, C.[Changhan], Paek, I.[Inho], Paik, J.K.[Joon-Ki],
Improved Face Recognition Using Extended Modular Principal Component Analysis,
ISVC06(I: 599-607).
WWW Version. 0611 BibRef

Roli, F.[Fabio], Marcialis, G.L.[Gian Luca],
Semi-supervised PCA-Based Face Recognition Using Self-training,
SSPR06(560-568).
WWW Version. 0608 BibRef

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

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

McCool, C., Cook, J.A., Chandran, V., Sridharan, S.,
Feature Modelling of PCA Difference Vectors for 2D and 3D Face Recognition,
AVSBS06(57-57).
WWW Version. 0611 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).
WWW Version. 0609 BibRef

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

Sanguansat, P., Asdornwised, W., Jitapunkul, S., Marukatat, S.,
Class-Specific Subspace-Based Two-Dimensional Principal Component Analysis for Face Recognition,
ICPR06(II: 1246-1249).
WWW Version. 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

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

Russ, T.[Trina], Boehnen, C.[Chris], Peters, T.[Tanya],
3D Face Recognition Using 3D Alignment for PCA,
CVPR06(II: 1391-1398).
WWW Version. 0606 BibRef

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

Papatheodorou, T.[Theodoros], Rueckert, D.[Daniel],
Evaluation of 3D Face Recognition Using Registration and PCA,
AVBPA05(997).
WWW Version. 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).
WWW Version. 0507Expand on PCA ideas. BibRef

Hotta, K.,
View Independent Face Recognition Based on Kernel Principal Component Analysis of Local Parts,
ICIP05(III: 760-763).
WWW Version. 0512 BibRef

Vasilescu, M.A.O.[M. Alex O.], Terzopoulos, D.[Demetri],
Multilinear Projection for Appearance-Based Recognition in the Tensor Framework,
ICCV07(1-8).
WWW Version. 0710 BibRef
Earlier:
A Tensor Algebraic Approach to Image Synthesis, Analysis and Recognition,
3DIM07(3-12).
WWW Version. 0708 BibRef
Earlier:
Multilinear Independent Components Analysis,
CVPR05(I: 547-553).
WWW Version. 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).
WWW Version. 0211 BibRef

Terzopoulos, D., Lee, Y.[Yuencheng], 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

Harandi, M.T., Ahmadabadi, M.N., Araabi, B.N.,
Face recognition using reinforcement learning,
ICIP04(IV: 2709-2712).
WWW Version. 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).
WWW Version. 0505 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).
WWW Version. 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).
WWW Version. 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).
WWW Version. BibRef 9600

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


Last update:May 8, 2008 at 19:01:47