13.4.1.10.3 Singular Value Decompostion, SVD in Face Recognition

Chapter Contents (Back)
SVD. Face Recognition. Singular Value Decompostion.

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.
Elsevier DOI 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).
IEEE DOI 0709
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.
Elsevier DOI 0710
Singular 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,
AMFG07(205-219).
Springer DOI 0710
BibRef

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,
SSPR06(889-897).
Springer DOI 0608
BibRef

Bryt, O.[Ori], Elad, M.[Michael],
Compression of facial images using the K-SVD algorithm,
JVCIR(19), No. 4, May 2008, pp. 270-282.
Elsevier DOI 0711
Image compression; Sparse representations; Redundancy; K-SVD; OMP; Facial images; PCA; JPEG; JPEG2000; VQ BibRef

Ptucha, R.[Raymond], Savakis, A.E.[Andreas E.],
Manifold based sparse representation for facial understanding in natural images,
IVC(31), No. 5, May 2013, pp. 365-378.
Elsevier DOI 1305
BibRef
And:
Joint optimization of manifold learning and sparse representations,
FG13(1-7)
IEEE DOI 1309
data structures Classification of facial expression; Race; Gender; Glasses and facial hair BibRef

Ptucha, R.[Raymond], Savakis, A.E.[Andreas E.],
LGE-KSVD: Robust Sparse Representation Classification,
IP(23), No. 4, April 2014, pp. 1737-1750.
IEEE DOI 1404
BibRef
Earlier:
LGE-KSVD: Flexible Dictionary Learning for Optimized Sparse Representation Classification,
AMFG13(854-861)
IEEE DOI 1309
dictionary learning; dimensionality reduction; sparse representations BibRef

Kim, W.J.[Won-Jun], Suh, S.J.[Sung-Joo], Hwang, W.J.[Won-Jun], Han, J.J.[Jae-Joon],
SVD Face: Illumination-Invariant Face Representation,
SPLetters(21), No. 11, November 2014, pp. 1336-1340.
IEEE DOI 1408
face recognition BibRef

Jian, M., Lam, K.,
Simultaneous Hallucination and Recognition of Low-Resolution Faces Based on Singular Value Decomposition,
CirSysVideo(25), No. 11, November 2015, pp. 1761-1772.
IEEE DOI 1511
Databases BibRef

Gao, G.W.[Guang-Wei], Yang, J.[Jian], Jing, X.Y.[Xiao-Yuan], Shen, F.M.[Fu-Min], Yang, W.K.[Wan-Kou], Yue, D.[Dong],
Learning Robust and Discriminative Low-Rank Representations for Face Recognition with Occlusion,
PR(66), No. 1, 2017, pp. 129-143.
Elsevier DOI 1704
Face recognition See also Super-Resolution Person Re-Identification with Semi-Coupled Low-Rank Discriminant Dictionary Learning. BibRef

Liu, H.D.[Hui-Dong], Yang, M.[Ming], Gao, Y.[Yang], Yin, Y.L.[Yi-Long], Chen, L.[Liang],
Bilinear Discriminative Dictionary Learning for Face Recognition,
PR(47), No. 5, 2014, pp. 1835-1845.
Elsevier DOI 1402
Bilinear BibRef

Lin, G.J.[Guo-Jun], Yang, M.[Meng], Yang, J.[Jian], Shen, L.L.[Lin-Lin], Xie, W.C.[Wei-Cheng],
Robust, discriminative and comprehensive dictionary learning for face recognition,
PR(81), 2018, pp. 341-356.
Elsevier DOI 1806
Dictionary learning, Face recognition, Sparse representation BibRef

Qian, J.J.[Jian-Jun], Luo, L.[Lei], Yang, J.[Jian], Zhang, F.L.[Fan-Long], Lin, Z.C.[Zhou-Chen],
Robust Nuclear Norm Regularized Regression for Face Recognition with Occlusion,
PR(48), No. 10, 2015, pp. 3145-3159.
Elsevier DOI 1507
BibRef
Earlier: A1, A3, A4, A5, Only:
Robust Low-Rank Regularized Regression for Face Recognition with Occlusion,
Biometrics14(21-26)
IEEE DOI 1409
Nuclear norm BibRef

Wu, F.[Fei], Jing, X.Y.[Xiao-Yuan], You, X.[Xinge], Yue, D.[Dong], Hu, R.[Ruimin], Yang, J.Y.[Jing-Yu],
Multi-View Low-Rank Dictionary Learning for Image Classification,
PR(50), No. 1, 2016, pp. 143-154.
Elsevier DOI 1512
Multi-view dictionary learning BibRef

Jing, X.Y.[Xiao-Yuan], Wu, F.[Fei], Zhu, X.[Xiaoke], Dong, X.[Xiwei], Ma, F.[Fei], Li, Z.Q.[Zhi-Qiang],
Multi-Spectral Low-Rank Structured Dictionary Learning for Face Recognition,
PR(59), No. 1, 2016, pp. 14-25.
Elsevier DOI 1609
Multi-spectral face recognition BibRef

Chen, Y.[Yu], Yang, J.[Jian], Luo, L.[Lei], Zhang, H.M.[Heng-Min], Qian, J.J.[Jian-Jun], Tai, Y.[Ying], Zhang, J.[Jian],
Adaptive noise dictionary construction via IRRPCA for face recognition,
PR(59), No. 1, 2016, pp. 26-41.
Elsevier DOI 1609
Face recognition BibRef

Luo, L., Chen, L., Yang, J., Qian, J.J.[Jian-Jun], Zhang, B.,
Tree-Structured Nuclear Norm Approximation With Applications to Robust Face Recognition,
IP(25), No. 12, December 2016, pp. 5757-5767.
IEEE DOI 1612
computer vision BibRef

Xie, J., Yang, J., Qian, J.J.[Jian-Jun], Tai, Y.[Ying],
Robust Matrix Regression for Illumination and Occlusion Tolerant Face Recognition,
RSL-CV15(886-893)
IEEE DOI 1602
Face BibRef

Tai, Y.[Ying], Yang, J.[Jian], Luo, L.[Lei], Zhang, F.L.[Fan-Long], Qian, J.J.[Jian-Jun],
Learning discriminative singular value decomposition representation for face recognition,
PR(50), No. 1, 2016, pp. 1-16.
Elsevier DOI 1512
Face representation BibRef

Luo, L.[Lei], Yang, J.[Jian], Qian, J.J.[Jian-Jun], Tai, Y.[Ying],
Nuclear-L_1 Norm Joint Regression for Face Reconstruction and Recognition with Mixed Noise,
PR(48), No. 12, 2015, pp. 3811-3824.
Elsevier DOI 1509
BibRef
Earlier:
Nuclear-L_1 Norm Joint Regression for Face Reconstruction and Recognition,
ACCV14(II: 659-673).
Springer DOI 1504
Sparse representation BibRef

Yang, J.[Jian], Luo, L.[Lei], Qian, J.J.[Jian-Jun], Tai, Y.[Ying], Zhang, F.L.[Fan-Long], Xu, Y.[Yong],
Nuclear Norm Based Matrix Regression with Applications to Face Recognition with Occlusion and Illumination Changes,
PAMI(39), No. 1, January 2017, pp. 156-171.
IEEE DOI 1612
Encoding BibRef

Xie, J., Yang, J.[Jian], Qian, J.J.[Jian-Jun], Tai, Y.[Ying], Zhang, H.M.,
Robust Nuclear Norm-Based Matrix Regression With Applications to Robust Face Recognition,
IP(26), No. 5, May 2017, pp. 2286-2295.
IEEE DOI 1704
Encoding BibRef

Hu, C.H.[Chang-Hui], Lu, X.B.[Xiao-Bo], Ye, M.J.[Meng-Jun], Zeng, W.L.[Wei-Li],
Singular value decomposition and local near neighbors for face recognition under varying illumination,
PR(64), No. 1, 2017, pp. 60-83.
Elsevier DOI 1701
Illumination processing BibRef

Hsu, S.C.[Shih-Chung], Chang, I.C.[I-Cheng], Huang, C.L.[Chung-Lin],
Vehicle verification between two nonoverlapped views using sparse representation,
PR(81), 2018, pp. 131-146.
Elsevier DOI 1806
BibRef
Earlier:
Object verification in two views using Sparse representation,
ICPR16(504-509)
IEEE DOI 1705
Boost K-SVD, K-SVD, Vehicle verification, Atom initializing, Restricted isometry property (RIP). Correlation, Databases, Dictionaries, Face, Sparse matrices, Support vector machines, Training, Object Verification, Sparse, Representation(SR) BibRef


Juefei-Xu, F.[Felix], Pal, D.K.[Dipan K.], Savvides, M.[Marios],
Hallucinating the Full Face from the Periocular Region via Dimensionally Weighted K-SVD,
Biometrics14(1-8)
IEEE DOI 1409
BibRef

Zhang, Q.A.[Qi-Ang], Li, B.X.[Bao-Xin],
Joint Sparsity Model with Matrix Completion for an ensemble of face images,
ICIP10(1665-1668).
IEEE DOI 1009
BibRef
Earlier:
Discriminative K-SVD for dictionary learning in face recognition,
CVPR10(2691-2698).
IEEE DOI 1006
BibRef

Song, H.Z.[Hai-Zhou], Qian, Y.[Ying],
Research of face recognition based on SVD,
IASP09(255-259).
IEEE DOI 0904
BibRef

Bengherabi, M.[Messaoud], Mezai, L.[Lamia], Harizi, F.[Farid], Guessoum, A.[Abderrazak], Cheriet, M.[Mohamed],
Score Fusion of SVD and DCT-RLDA for Face Recognition,
IPTA08(1-8).
IEEE DOI 0811
BibRef

Zhang, X.Q.[Xiao-Qin], Hu, W.M.[Wei-Ming], Zhao, Z.X.[Zi-Xiang], Wang, Y.G.[Yan-Guo], Li, X.[Xi], Wei, Q.D.[Qing-Di],
SVD based Kalman Particle Filter for Robust Visual Tracking,
ICPR08(1-4).
IEEE DOI 0812
BibRef

Lee, S.W.[Sang-Woong], Lee, S.W.[Seong-Whan],
SVDD-Based Illumination Compensation for Face Recognition,
ICB07(154-162).
Springer DOI 0708
BibRef

Pang, Y.W.[Yan-Wei], Yu, N.H.[Neng-Hai], Zhang, R.[Rong], Rong, J.W.[Jia-Wei], Liu, Z.K.[Zheng-Kai],
Fusion of SVD and LDA for face recognition,
ICIP04(II: 1417-1420).
IEEE DOI 0505
BibRef

Chapter on Matching and Recognition Using Volumes, High Level Vision Techniques, Invariants continues in
Other Invariants in Face Recognition, General Invariants, Sparse Representations .


Last update:Nov 17, 2018 at 09:12:27