12.1.1.1 Canonical Correlation Analysis

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Correlation Matching. Canonical Correlation Analysis. Often a part of data fusion, image fusion and change detection.
See also Change Detection for Remote Sensing Image Level.

Nielsen, A.A.,
Multiset canonical correlations analysis and multispectral, truly multitemporal remote sensing data,
IP(11), No. 3, March 2002, pp. 293-305.
IEEE DOI 0203
For data fusion. Transform multispectral data into orthogonal bases BibRef

Sun, Q.S.[Quan-Sen], Zeng, S.G.[Sheng-Gen], Liu, Y.[Yan], Heng, P.A.[Pheng-Ann], Xia, D.S.[De-Shen],
A new method of feature fusion and its application in image recognition,
PR(38), No. 12, December 2005, pp. 2437-2448.
Elsevier DOI 0510
canonical correlation analysis. BibRef

Hou, S.D.[Shu-Dong], Sun, Q.S.[Quan-Sen],
An orthogonal regularized CCA learning algorithm for feature fusion,
JVCIR(25), No. 5, 2014, pp. 785-792.
Elsevier DOI 1406
Canonical correlation analysis BibRef

Su, Y., Fu, Y., Gao, X., Tian, Q.,
Discriminant Learning Through Multiple Principal Angles for Visual Recognition,
IP(21), No. 3, March 2012, pp. 1381-1390.
IEEE DOI 1203
discriminant canonical correlations. BibRef

Zhang, L.[Lu], Liao, M.S.[Ming-Sheng], Yang, L.M.[Li-Min], Lin, H.[Hui],
Remote Sensing Change Detection Based on Canonical Correlation Analysis and Contextual Bayes Decision,
PhEngRS(73), No. 3, March 2007, pp. 311-318.
WWW Link. 0704
A multi-step statistical analysis approach combining Canonical Correlation Analysis and Contextual Bayes Decision for change detection using bi-temporal multispectral remotely sensed images. BibRef

Lee, S.H., Choi, S.,
Two-Dimensional Canonical Correlation Analysis,
SPLetters(14), No. 10, October 2007, pp. 735-738.
IEEE DOI 0711
BibRef

Wang, H.,
Local Two-Dimensional Canonical Correlation Analysis,
SPLetters(17), No. 11, November 2010, pp. 921-924.
IEEE DOI 1003
BibRef

Sun, L.[Liang], Ji, S.W.[Shui-Wang], Ye, J.P.[Jie-Ping],
Canonical Correlation Analysis for Multilabel Classification: A Least-Squares Formulation, Extensions, and Analysis,
PAMI(33), No. 1, January 2011, pp. 194-200.
IEEE DOI 1011
correlations between two sets of multidimensional variables. Formulation for multi-label cases. BibRef

Kursun, O.[Olcay], Alpaydin, E.[Ethem], Favorov, O.V.[Oleg V.],
Canonical correlation analysis using within-class coupling,
PRL(32), No. 2, 15 January 2011, pp. 134-144.
Elsevier DOI 1101
Temporal contextual guidance, Linear discriminant analysis (LDA); Samples versus samples canonical correlation analysis (CCA), Feature extraction BibRef

Sakar, C.O.[C. Okan], Kursun, O.[Olcay],
A Hybrid Method for Feature Selection Based on Mutual Information and Canonical Correlation Analysis,
ICPR10(4360-4363).
IEEE DOI 1008
BibRef

Zhu, X.F.[Xiao-Feng], Huang, Z.[Zi], Shen, H.T.[Heng Tao], Cheng, J.[Jian], Xu, C.S.[Chang-Sheng],
Dimensionality reduction by Mixed Kernel Canonical Correlation Analysis,
PR(45), No. 8, August 2012, pp. 3003-3016.
Elsevier DOI 1204
Dimensionality reduction, Mixed kernel, Canonical Correlation Analysis; Model selection BibRef

Chu, D.[Delin], Liao, L.Z.[Li-Zhi], Ng, M.K.[Michael K.], Zhang, X.W.[Xiao-Wei],
Sparse Canonical Correlation Analysis: New Formulation and Algorithm,
PAMI(35), No. 12, 2013, pp. 3050-3065.
IEEE DOI 1311
Canonical correlation analysis Finding the correlation between two sets of multidimensional variables. BibRef

Sun, M.[Ming], Priebe, C.E.[Carey E.], Tang, M.[Minh],
Generalized canonical correlation analysis for disparate data fusion,
PRL(34), No. 2, 15 January 2013, pp. 194-200.
Elsevier DOI 1212
Manifold matching; Canonical correlation analysis; Reduced rank regression; Efficiency; Classification BibRef

Shen, X.B.[Xiao-Bo], Sun, Q.S.[Quan-Sen],
A novel semi-supervised canonical correlation analysis and extensions for multi-view dimensionality reduction,
JVCIR(25), No. 8, 2014, pp. 1894-1904.
Elsevier DOI 1411
Canonical correlation analysis BibRef

Vestergaard, J.S.[Jacob Schack], Nielsen, A.A.[Allan Aasbjerg],
Canonical information analysis,
PandRS(101), No. 1, 2015, pp. 1-9.
Elsevier DOI 1503
Information theory BibRef
And: A2, A1:
Change detection in bi-temporal data by canonical information analysis,
MultiTemp15(1-4)
IEEE DOI 1511
information analysis BibRef

Guo, Y.W.[Yi-Wen], Ding, X.Q.[Xiao-Qing], Liu, C.S.[Chang-Song], Xue, J.H.[Jing-Hao],
Sufficient Canonical Correlation Analysis,
IP(25), No. 6, June 2016, pp. 2610-2619.
IEEE DOI 1605
computer vision BibRef

Wang, S.[Sheng], Lu, J.F.[Jian-Feng], Gu, X.J.[Xing-Jian], Shen, C.H.[Chun-Hua], Xia, R.[Rui], Yang, J.Y.[Jing-Yu],
Canonical principal angles correlation analysis for two-view data,
JVCIR(35), No. 1, 2016, pp. 209-219.
Elsevier DOI 1602
Canonical correlation analysis. CCA. For fusion. BibRef

Tateno, K.[Kohei], Ogawa, T.[Takahiro], Haseyama, M.[Miki],
Visualizing Web Images Using Fisher Discriminant Locality Preserving Canonical Correlation Analysis,
IEICE(E100-D), No. 9, September 2017, pp. 2005-2016.
WWW Link. 1709
BibRef

Gao, L., Qi, L., Chen, E., Guan, L.,
Discriminative Multiple Canonical Correlation Analysis for Information Fusion,
IP(27), No. 4, April 2018, pp. 1951-1965.
IEEE DOI 1802
correlation methods, emotion recognition, handwritten character recognition, DMCCA, multimodal analysis BibRef

Gao, L., Zhang, R., Qi, L., Chen, E., Guan, L.,
The Labeled Multiple Canonical Correlation Analysis for Information Fusion,
MultMed(21), No. 2, February 2019, pp. 375-387.
IEEE DOI 1902
Correlation, Feature extraction, Training, Object recognition, Emotion recognition, Face recognition, Machine learning, human emotion recognition BibRef

Gao, X., Niu, S., Sun, Q.,
Two-Directional Two-Dimensional Kernel Canonical Correlation Analysis,
SPLetters(26), No. 11, November 2019, pp. 1578-1582.
IEEE DOI 1911
correlation methods, image processing, vectors, nonlinear correlation, two-directional two-dimensional canonical correlation analysis BibRef

Li, X.R.[Xin-Rong], Xiu, X.C.[Xian-Chao], Liu, W.Q.[Wan-Quan], Miao, Z.H.[Zhong-Hua],
An Efficient Newton-Based Method for Sparse Generalized Canonical Correlation Analysis,
SPLetters(29), 2022, pp. 125-129.
IEEE DOI 2202
Optimization, Signal processing algorithms, Minimization, Mathematical models, Correlation, Convergence, Sparse matrices, Newton method BibRef


Yang, W.J.[Wen-Jing], Seghouane, A.K.[Abd-Krim], Krupskiy, P.[Pavel],
An alpha-Divergence Approach To Robust Canonical Correlation Analysis,
ICIP24(821-827)
IEEE DOI 2411
Maximum likelihood estimation, Correlation, Noise, Vectors, Stability analysis, Data mining, Canonical correlation analysis, outlier suppression BibRef

Yu, Z.F.[Zi-Fan], You, S.[Suya],
Object Detection on Monocular Images with Two-Dimensional Canonical Correlation Analysis,
ICPR21(5905-5912)
IEEE DOI 2105
Deep learning, Correlation, Semantics, Object detection, Feature extraction, Robustness, Cognition, object detection, canonical correlation analysis (CCA) BibRef

Matsuura, T.[Toshihiko], Saito, K.[Kuniaki], Ushiku, Y.[Yoshitaka], Harada, T.[Tatsuya],
Generalized Bayesian Canonical Correlation Analysis with Missing Modalities,
MultLearnApp18(VI:641-656).
Springer DOI 1905
BibRef

Yang, J., Zhou, Y., Cao, Y., Feng, L.,
Heterogeneous image change detection using Deep Canonical Correlation Analysis,
ICPR18(2917-2922)
IEEE DOI 1812
Feature extraction, Sensors, Correlation, Earth, Remote sensing, Image sensors, Training BibRef

Shao, J., Zhao, Z., Su, F., Yue, T.,
3View deep canonical correlation analysis for cross-modal retrieval,
VCIP15(1-4)
IEEE DOI 1605
Correlation BibRef

Kim, H.W.J.[Hyun-Woo J.], Adluru, N.[Nagesh], Bendlin, B.B.[Barbara B.], Johnson, S.C.[Sterling C.], Vemuri, B.C.[Baba C.], Singh, V.[Vikas],
Canonical Correlation Analysis on Riemannian Manifolds and Its Applications,
ECCV14(II: 251-267).
Springer DOI 1408
BibRef

Wang, S.[Sheng], Gu, X.J.[Xing-Jian], Lu, J.F.[Jian-Feng], Yang, J.Y.[Jing-Yu], Wang, R.L.[Rui-Li], Yang, J.[Jian],
Unsupervised Discriminant Canonical Correlation Analysis for Feature Fusion,
ICPR14(1550-1555)
IEEE DOI 1412
Algorithm design and analysis BibRef

Zhai, D.[Deming], Chang, H.[Hong], Chen, X.L.[Xi-Lin], Gao, W.[Wen],
Instance-specific canonical correlation analysis for pose alignment,
ICIP13(2544-2547)
IEEE DOI 1402
BibRef

Su, Y.[Ya], Wang, S.J.[Sheng-Jin], Fu, Y.[Yun],
Evaluation of canonical correlation analysis: A Correlation Generation Model,
ICPR12(1751-1754).
WWW Link. 1302
Correlation between 2 multi-dimensional variables BibRef

Han, X.H.[Xian-Hua], Chen, Y.W.[Yen-Wei], Ruan, X.[Xiang],
Canonical correlation analysis of local feature set for view-based object recognition,
ICIP11(3601-3604).
IEEE DOI 1201
BibRef

Chapter on Registration, Matching and Recognition Using Points, Lines, Regions, Areas, Surfaces continues in
Template Matching Techniques .


Last update:Mar 17, 2025 at 20:02:03