@article{bb143200,
        AUTHOR = "Fang, B. and Li, Y. and Zhang, H.K. and Chan, J.C.W.",
        TITLE = "Semi-Supervised Deep Learning Classification for Hyperspectral Image
Based on Dual-Strategy Sample Selection",
        JOURNAL = RS,
        VOLUME = "10",
        YEAR = "2018",
        NUMBER = "4",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139182"}

@article{bb143201,
        AUTHOR = "Fang, B. and Li, Y. and Zhang, H.K. and Chan, J.C.W.",
        TITLE = "Collaborative Learning of Lightweight Convolutional Neural Network
and Deep Clustering for Hyperspectral Image Semi-Supervised
Classification with Limited Training Samples",
        JOURNAL = PandRS,
        VOLUME = "161",
        YEAR = "2020",
        PAGES = "164-178",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139183"}

@article{bb143202,
        AUTHOR = "Liu, Q.C. and Xiao, L. and Yang, J.X. and Chan, J.C.W.",
        TITLE = "Content-Guided Convolutional Neural Network for Hyperspectral Image
Classification",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "6124-6137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139184"}

@article{bb143203,
        AUTHOR = "Liu, Q.C. and Xiao, L. and Yang, J.X. and Wei, Z.H.",
        TITLE = "CNN-Enhanced Graph Convolutional Network With Pixel- and
Superpixel-Level Feature Fusion for Hyperspectral Image
Classification",
        JOURNAL = GeoRS,
        VOLUME = "59",
        YEAR = "2021",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "8657-8671",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139185"}

@article{bb143204,
        AUTHOR = "Fang, B. and Li, Y. and Zhang, H.K. and Chan, J.C.W.",
        TITLE = "Hyperspectral Images Classification Based on Dense Convolutional
Networks with Spectral-Wise Attention Mechanism",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "2",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139186"}

@article{bb143205,
        AUTHOR = "Ding, C. and Li, Y. and Xia, Y. and Wei, W. and Zhang, L. and Zhang, Y.N.",
        TITLE = "Convolutional Neural Networks Based Hyperspectral Image
Classification Method with Adaptive Kernels",
        JOURNAL = RS,
        VOLUME = "9",
        YEAR = "2017",
        NUMBER = "6",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139187"}

@article{bb143206,
        AUTHOR = "Li, Y. and Zhang, H.K. and Shen, Q.A.",
        TITLE = "Spectral-Spatial Classification of Hyperspectral Imagery with 3D
Convolutional Neural Network",
        JOURNAL = RS,
        VOLUME = "9",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139188"}

@article{bb143207,
        AUTHOR = "Jiang, Y.N. and Li, Y. and Zou, S.R. and Zhang, H.K. and Bai, Y.P.",
        TITLE = "Hyperspectral Image Classification With Spatial Consistence Using
Fully Convolutional Spatial Propagation Network",
        JOURNAL = GeoRS,
        VOLUME = "59",
        YEAR = "2021",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "10425-10437",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139189"}

@article{bb143208,
        AUTHOR = "Ding, C. and Li, Y. and Xia, Y. and Zhang, L. and Zhang, Y.N.",
        TITLE = "Automatic Kernel Size Determination for Deep Neural Networks Based
Hyperspectral Image Classification",
        JOURNAL = RS,
        VOLUME = "10",
        YEAR = "2018",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139190"}

@article{bb143209,
        AUTHOR = "Mei, S.H. and Hou, J.H. and Chen, J. and Chau, L.P. and Du, Q.",
        TITLE = "Simultaneous Spatial and Spectral Low-Rank Representation of
Hyperspectral Images for Classification",
        JOURNAL = GeoRS,
        VOLUME = "56",
        YEAR = "2018",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2872-2886",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139191"}

@article{bb143210,
        AUTHOR = "Yang, S.J. and Hou, J.H. and Jia, Y.H. and Mei, S.H. and Du, Q.",
        TITLE = "Superpixel-Guided Discriminative Low-Rank Representation of
Hyperspectral Images for Classification",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "8823-8835",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139192"}

@article{bb143211,
        AUTHOR = "Torti, E. and Fontanella, A. and Plaza, A.",
        TITLE = "Parallel real-time virtual dimensionality estimation for hyperspectral
images",
        JOURNAL = RealTimeIP,
        VOLUME = "14",
        YEAR = "2018",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "753-761",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139193"}

@article{bb143212,
        AUTHOR = "Martel, E. and Lazcano, R. and Lopez, J. and Madronal, D. and Salvador, R. and Lopez, S. and Juarez, E. and Guerra, R. and Sanz, C. and Sarmiento, R.",
        TITLE = "Implementation of the Principal Component Analysis onto
High-Performance Computer Facilities for Hyperspectral Dimensionality
Reduction: Results and Comparisons",
        JOURNAL = RS,
        VOLUME = "10",
        YEAR = "2018",
        NUMBER = "6",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139194"}

@article{bb143213,
        AUTHOR = "Zhang, W.Q. and Li, X.R. and Zhao, L.Y.",
        TITLE = "Discovering the Representative Subset with Low Redundancy for
Hyperspectral Feature Selection",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "11",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139195"}

@article{bb143214,
        AUTHOR = "An, J.L. and Zhang, X.R. and Zhou, H.Y. and Jiao, L.C.",
        TITLE = "Tensor-Based Low-Rank Graph With Multimanifold Regularization for
Dimensionality Reduction of Hyperspectral Images",
        JOURNAL = GeoRS,
        VOLUME = "56",
        YEAR = "2018",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "4731-4746",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139196"}

@article{bb143215,
        AUTHOR = "An, J.L. and Lei, J.H. and Song, Y.Z. and Zhang, X.R. and Guo, J.",
        TITLE = "Tensor Based Multiscale Low Rank Decomposition for Hyperspectral
Images Dimensionality Reduction",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139197"}

@article{bb143216,
        AUTHOR = "Jiang, J.J. and Ma, J.Y. and Chen, C. and Wang, Z.Y. and Cai, Z.H. and Wang, L.Z.",
        TITLE = "SuperPCA: A Superpixelwise PCA Approach for Unsupervised Feature
Extraction of Hyperspectral Imagery",
        JOURNAL = GeoRS,
        VOLUME = "56",
        YEAR = "2018",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "4581-4593",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139198"}

@article{bb143217,
        AUTHOR = "Zhang, X. and Jiang, X.W. and Jiang, J.J. and Zhang, Y.S. and Liu, X.B. and Cai, Z.H.",
        TITLE = "Spectral-Spatial and Superpixelwise PCA for Unsupervised Feature
Extraction of Hyperspectral Imagery",
        JOURNAL = GeoRS,
        VOLUME = "60",
        YEAR = "2022",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139199"}

@article{bb143218,
        AUTHOR = "Gonzalez, C. and Lopez, S. and Mozos, D. and Sarmiento, R.",
        TITLE = "A novel FPGA-based architecture for the estimation of the virtual
dimensionality in remotely sensed hyperspectral images",
        JOURNAL = RealTimeIP,
        VOLUME = "15",
        YEAR = "2018",
        NUMBER = "2",
        MONTH = "August",
        PAGES = "297-308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139200"}

@article{bb143219,
        AUTHOR = "Wang, Q. and He, X. and Li, X.L.",
        TITLE = "Locality and Structure Regularized Low Rank Representation for
Hyperspectral Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "57",
        YEAR = "2019",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "911-923",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139201"}

@article{bb143220,
        AUTHOR = "Peng, J. and Sun, W. and Du, Q.",
        TITLE = "Self-Paced Joint Sparse Representation for the Classification of
Hyperspectral Images",
        JOURNAL = GeoRS,
        VOLUME = "57",
        YEAR = "2019",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1183-1194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139202"}

@article{bb143221,
        AUTHOR = "Jiang, X.W. and Song, X. and Zhang, Y.S. and Jiang, J.J. and Gao, J.B. and Cai, Z.H.",
        TITLE = "Laplacian Regularized Spatial-Aware Collaborative Graph for
Discriminant Analysis of Hyperspectral Imagery",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2018",
        NUMBER = "1",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139203"}

@article{bb143222,
        AUTHOR = "Shamsolmoali, P. and Zareapoor, M. and Yang, J.",
        TITLE = "Convolutional Neural Network in Network (CNNiN):
Hyperspectral Image Classification and Dimensionality Reduction",
        JOURNAL = IET-IPR,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "246-253",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139204"}

@article{bb143223,
        AUTHOR = "Chen, W.Z. and Yang, Z.J. and Cao, F.X. and Yan, Y.J. and Wang, M.L. and Qing, C.M. and Cheng, Y.Q.",
        TITLE = "Dimensionality reduction based on determinantal point process and
singular spectrum analysis for hyperspectral images",
        JOURNAL = IET-IPR,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "299-306",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139205"}

@article{bb143224,
        AUTHOR = "Jiang, B. and Ding, C. and Tang, J. and Luo, B.",
        TITLE = "Image Representation and Learning With Graph-Laplacian Tucker Tensor
Decomposition",
        JOURNAL = Cyber,
        VOLUME = "49",
        YEAR = "2019",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1417-1426",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139206"}

@inproceedings{bb143225,
        AUTHOR = "Zhang, M. and Ding, C.",
        TITLE = "Robust Tucker Tensor Decomposition for Effective Image Representation",
        BOOKTITLE = ICCV13,
        YEAR = "2013",
        PAGES = "2448-2455",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139207"}

@article{bb143226,
        AUTHOR = "Ahmadi, S.A. and Mehrshad, N. and Razavi, S.M.",
        TITLE = "Supervised feature extraction method based on low-rank representation
with preserving local pairwise constraints for hyperspectral images",
        JOURNAL = SIViP,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "3",
        MONTH = "April",
        PAGES = "583-590",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139208"}

@article{bb143227,
        AUTHOR = "Zhang, M. and Gong, M. and Mao, Y. and Li, J. and Wu, Y.",
        TITLE = "Unsupervised Feature Extraction in Hyperspectral Images Based on
Wasserstein Generative Adversarial Network",
        JOURNAL = GeoRS,
        VOLUME = "57",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2669-2688",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139209"}

@article{bb143228,
        AUTHOR = "Berman, M.",
        TITLE = "Improved Estimation of the Intrinsic Dimension of a Hyperspectral
Image Using Random Matrix Theory",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "9",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139210"}

@article{bb143229,
        AUTHOR = "Mohanty, R. and Happy, S.L. and Routray, A.",
        TITLE = "A Semisupervised Spatial Spectral Regularized Manifold Local Scaling
Cut With HGF for Dimensionality Reduction of Hyperspectral Images",
        JOURNAL = GeoRS,
        VOLUME = "57",
        YEAR = "2019",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "3423-3435",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139211"}

@article{bb143230,
        AUTHOR = "Zhang, L. and Su, H.J. and Shen, J.W.",
        TITLE = "Hyperspectral Dimensionality Reduction Based on Multiscale
Superpixelwise Kernel Principal Component Analysis",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "10",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139212"}

@article{bb143231,
        AUTHOR = "An, J.L. and Song, Y.Z. and Guo, Y.W. and Ma, X.X. and Zhang, X.R.",
        TITLE = "Tensor Discriminant Analysis via Compact Feature Representation for
Hyperspectral Images Dimensionality Reduction",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "15",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139213"}

@article{bb143232,
        AUTHOR = "Fernandez, D. and Gonzalez, C. and Mozos, D. and Lopez, S.",
        TITLE = "FPGA implementation of the principal component analysis algorithm for
dimensionality reduction of hyperspectral images",
        JOURNAL = RealTimeIP,
        VOLUME = "16",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "October",
        PAGES = "1395-1406",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139214"}

@article{bb143233,
        AUTHOR = "Inamdar, D. and Kalacska, M. and Leblanc, G. and Arroyo Mora, J.P.",
        TITLE = "Characterizing and Mitigating Sensor Generated Spatial Correlations
in Airborne Hyperspectral Imaging Data",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "4",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139215"}

@article{bb143234,
        AUTHOR = "Ren, J. and Wang, R.X. and Liu, G. and Feng, R. and Wang, Y.N. and Wu, W.",
        TITLE = "Partitioned Relief-F Method for Dimensionality Reduction of
Hyperspectral Images",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139216"}

@article{bb143235,
        AUTHOR = "Zhao, B. and Ulfarsson, M.O. and Sveinsson, J.R. and Chanussot, J.",
        TITLE = "Unsupervised and Supervised Feature Extraction Methods for
Hyperspectral Images Based on Mixtures of Factor Analyzers",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139217"}

@article{bb143236,
        AUTHOR = "Wan, Y. and Ma, A. and Zhong, Y. and Hu, X. and Zhang, L.",
        TITLE = "Multiobjective Hyperspectral Feature Selection Based on Discrete Sine
Cosine Algorithm",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "3601-3618",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139218"}

@article{bb143237,
        AUTHOR = "Wang, W.N. and Mou, X.Q. and Liu, X.B.",
        TITLE = "Modified eigenvector-based feature extraction for hyperspectral image
classification using limited samples",
        JOURNAL = SIViP,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "4",
        MONTH = "June",
        PAGES = "711-717",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139219"}

@article{bb143238,
        AUTHOR = "Albarracin, J.F.H. and Oliveira, R.S. and Hirota, M. and dos Santos, J.A. and da Silva Torres, R.",
        TITLE = "A Soft Computing Approach for Selecting and Combining Spectral Bands",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "14",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139220"}

@article{bb143239,
        AUTHOR = "Huang, H. and Li, Z.Y. and He, H.B. and Duan, Y. and Yang, S.",
        TITLE = "Self-adaptive manifold discriminant analysis for feature extraction
from hyperspectral imagery",
        JOURNAL = PR,
        VOLUME = "107",
        YEAR = "2020",
        PAGES = "107487",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139221"}

@article{bb143240,
        AUTHOR = "Zaatour, R. and Bouzidi, S. and Zagrouba, E.",
        TITLE = "Unsupervised Image-Adapted Local Fisher Discriminant Analysis to
Reduce Hyperspectral Images Without Ground Truth",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "7931-7941",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139222"}

@inproceedings{bb143241,
        AUTHOR = "Zaatour, R. and Bouzidi, S. and Zagrouba, E.",
        TITLE = "Parallel and Distributed Local Fisher Discriminant Analysis to Reduce
Hyperspectral Images on Cloud Computing Architectures",
        BOOKTITLE = ACIVS18,
        YEAR = "2018",
        PAGES = "245-257",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139223"}

@article{bb143242,
        AUTHOR = "Zhang, M.H. and Gao, Y.S. and Sun, C.M. and Blumenstein, M.",
        TITLE = "Robust Tensor Decomposition for Image Representation Based on
Generalized Correntropy",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "150-162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139224"}

@article{bb143243,
        AUTHOR = "Su, S.Z. and Fang, X.J. and Yang, G.M. and Ge, B. and Zheng, P.",
        TITLE = "Clustering adaptive canonical correlations for high-dimensional
multi-modal data",
        JOURNAL = JVCIR,
        VOLUME = "71",
        YEAR = "2020",
        PAGES = "102815",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139225"}

@article{bb143244,
        AUTHOR = "Yu, W. and Zhang, M. and Shen, Y.",
        TITLE = "Spatial Revising Variational Autoencoder-Based Feature Extraction
Method for Hyperspectral Images",
        JOURNAL = GeoRS,
        VOLUME = "59",
        YEAR = "2021",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1410-1423",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139226"}

@article{bb143245,
        AUTHOR = "Pande, S. and Banerjee, B.",
        TITLE = "Adaptive hybrid attention network for hyperspectral image
classification",
        JOURNAL = PRL,
        VOLUME = "144",
        YEAR = "2021",
        PAGES = "6-12",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139227"}

@inproceedings{bb143246,
        AUTHOR = "Sharma, S. and Goel, A. and Gune, O. and Banerjee, B. and Chaudhuri, S.",
        TITLE = "Class Specific Coders for Hyper-Spectral Image Classification",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "3304-3308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139228"}

@article{bb143247,
        AUTHOR = "Li, N. and Zhou, D. and Shi, J. and Zhang, M.Y. and Wu, T. and Gong, M.",
        TITLE = "Deep Fully Convolutional Embedding Networks for Hyperspectral Images
Dimensionality Reduction",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "4",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139229"}

@article{bb143248,
        AUTHOR = "Li, N. and Zhou, D. and Shi, J. and Wu, T. and Gong, M.",
        TITLE = "Spectral-Locational-Spatial Manifold Learning for Hyperspectral
Images Dimensionality Reduction",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "14",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139230"}

@article{bb143249,
        AUTHOR = "Hong, D.F. and Yokoya, N. and Chanussot, J. and Xu, J. and Zhu, X.X.",
        TITLE = "Joint and Progressive Subspace Analysis (JPSA) With Spatial-Spectral
Manifold Alignment for Semisupervised Hyperspectral Dimensionality
Reduction",
        JOURNAL = Cyber,
        VOLUME = "51",
        YEAR = "2021",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "3602-3615",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139231"}

@article{bb143250,
        AUTHOR = "Xue, T.R. and Wang, Y.M. and Chen, Y.W. and Jia, J.X. and Wen, M.X. and Guo, R. and Wu, T.X. and Deng, X.",
        TITLE = "Mixed Noise Estimation Model for Optimized Kernel Minimum Noise
Fraction Transformation in Hyperspectral Image Dimensionality
Reduction",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "13",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139232"}

@article{bb143251,
        AUTHOR = "Xue, T.R. and Wang, Y.M. and Deng, X.",
        TITLE = "A Novel Method for Fast Kernel Minimum Noise Fraction Transformation
in Hyperspectral Image Dimensionality Reduction",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139233"}

@article{bb143252,
        AUTHOR = "Morales, G. and Sheppard, J.W. and Logan, R.D. and Shaw, J.A.",
        TITLE = "Hyperspectral Dimensionality Reduction Based on Inter-Band Redundancy
Analysis and Greedy Spectral Selection",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "18",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139234"}

@article{bb143253,
        AUTHOR = "Liu, H. and Jia, Y.H. and Hou, J.H. and Zhang, Q.F.",
        TITLE = "Global-Local Balanced Low-Rank Approximation of Hyperspectral Images
for Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2013-2024",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139235"}

@article{bb143254,
        AUTHOR = "Li, H.D. and Cui, J. and Zhang, X.L. and Han, Y.Q. and Cao, L.Y.",
        TITLE = "Dimensionality Reduction and Classification of Hyperspectral Remote
Sensing Image Feature Extraction",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "18",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139236"}

@article{bb143255,
        AUTHOR = "Al Alimi, D. and Al Qaness, M.A.A. and Cai, Z.H. and Alawamy, E.A.",
        TITLE = "IDA: Improving distribution analysis for reducing data complexity and
dimensionality in hyperspectral images",
        JOURNAL = PR,
        VOLUME = "134",
        YEAR = "2023",
        PAGES = "109096",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139237"}

@article{bb143256,
        AUTHOR = "Al Qaness, M.A.A. and Wu, G.Y. and Al Alimi, D.",
        TITLE = "MGCET: MLP-mixer and Graph Convolutional Enhanced Transformer for
Hyperspectral Image Classification",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "16",
        PAGES = "2892",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139238"}

@article{bb143257,
        AUTHOR = "Islam, M.R. and Siddiqa, A. and Afjal, M.I. and Uddin, M.P. and Ulhaq, A.",
        TITLE = "Hyperspectral Image Classification via Information Theoretic
Dimension Reduction",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "4",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139239"}

@article{bb143258,
        AUTHOR = "Liu, Q.Y. and Xue, D.L. and Tang, Y.H. and Zhao, Y.X. and Ren, J.C. and Sun, H.J.",
        TITLE = "PSSA: PCA-Domain Superpixelwise Singular Spectral Analysis for
Unsupervised Hyperspectral Image Classification",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "4",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139240"}

@article{bb143259,
        AUTHOR = "Fei, X. and Wu, S. and Miao, J.Y. and Wang, G. and Sun, L.",
        TITLE = "Lightweight-VGG: A Fast Deep Learning Architecture Based on
Dimensionality Reduction and Nonlinear Enhancement for Hyperspectral
Image Classification",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "2",
        PAGES = "259",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139241"}

@article{bb143260,
        AUTHOR = "Cao, C.Y. and Li, M.T. and Deng, Y.J. and Ren, L.F. and Liu, Y. and Zhu, X.H.",
        TITLE = "Joint Sparse Local Linear Discriminant Analysis for Feature
Dimensionality Reduction of Hyperspectral Images",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "22",
        PAGES = "4287",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139242"}

@article{bb143261,
        AUTHOR = "Zahir, A. and Jbilou, K. and Ratnani, A.",
        TITLE = "Novel dimensionality reduction approaches for higher-order
multidimensional data",
        JOURNAL = PR,
        VOLUME = "169",
        YEAR = "2026",
        PAGES = "111938",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139243"}

@inproceedings{bb143262,
        AUTHOR = "Liu, D. and Chen, X. and Ma, C. and Liu, X.",
        TITLE = "Hyperspherical Quantization: Toward Smaller and More Accurate Models",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "5251-5261",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139244"}

@inproceedings{bb143263,
        AUTHOR = "Alkhatib, M.Q. and Al Saad, M. and Aburaed, N. and Mansoori, S.A. and Ahmad, H.A.",
        TITLE = "Dimensionality Reduction Techniques with Hydranet Framework for HSI
Classification",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "3151-3155",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139245"}

@inproceedings{bb143264,
        AUTHOR = "Myasnikov, E.",
        TITLE = "Evaluation of Spectral Similarity Measures and Dimensionality Reduction
Techniques for Hyperspectral Images",
        BOOKTITLE = IMTA20,
        YEAR = "2020",
        PAGES = "289-300",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139246"}

@inproceedings{bb143265,
        AUTHOR = "Cohen, L. and Almog, O. and Shoshany, M.",
        TITLE = "Improving Classification of Multispectral Images Based on Selected
Relations",
        BOOKTITLE = ISPRS20,
        YEAR = "2020",
        PAGES = "B3:377-381",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139247"}

@inproceedings{bb143266,
        AUTHOR = "Ayma, V.H. and Ayma, V.A. and Gutierrez, J.",
        TITLE = "Dimensionality Reduction Via An Orthogonal Autoencoder Approach For
Hyperspectral Image Classification",
        BOOKTITLE = ISPRS20,
        YEAR = "2020",
        PAGES = "B3:357-362",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139248"}

@inproceedings{bb143267,
        AUTHOR = "Deepa, C. and Shetty, A. and Narasimhadhan, A.V.",
        TITLE = "Quality Assessment of Dimensionality Reduction Techniques On
Hyperspectral Data: A Neural Network Based Approach",
        BOOKTITLE = ISPRS20,
        YEAR = "2020",
        PAGES = "B3:389-394",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139249"}

@inproceedings{bb143268,
        AUTHOR = "Alizadeh Moghaddam, S.H. and Mokhtarzade, M. and Alizadeh Moghaddam, S.A.",
        TITLE = "A New Multiple Classifier System Based on a PSO Algorithm for The
Classification of Hyperspectral Images",
        BOOKTITLE = SMPR19,
        YEAR = "2019",
        PAGES = "71-75",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139250"}

@inproceedings{bb143269,
        AUTHOR = "Li, J.M. and Chen, F.J. and Yang, D.Y.",
        TITLE = "Generative Band Feature Enhancement for Hyperspectral Image
Classification",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1918-1923",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139251"}

@inproceedings{bb143270,
        AUTHOR = "Louis, M. and Charlier, B. and Durrleman, S.",
        TITLE = "Geodesic Discriminant Analysis for Manifold-Valued Data",
        BOOKTITLE = Diff-CVML18,
        YEAR = "2018",
        PAGES = "445-4458",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139252"}

@inproceedings{bb143271,
        AUTHOR = "Pande, S. and Banerjee, B. and Pizurica, A.",
        TITLE = "Class Reconstruction Driven Adversarial Domain Adaptation for
Hyperspectral Image Classification",
        BOOKTITLE = IbPRIA19,
        YEAR = "2019",
        PAGES = "I:472-484",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139253"}

@inproceedings{bb143272,
        AUTHOR = "Tanji, K. and Imiya, A. and Itoh, H. and Kuze, H. and Manago, N.",
        TITLE = "Linear Data Compression of Hyperspectral Images",
        BOOKTITLE = CVPV17,
        YEAR = "2017",
        PAGES = "3001-3007",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139254"}

@inproceedings{bb143273,
        AUTHOR = "Alasvand, Z. and Naderan, M. and Akbarizadeh, G.",
        TITLE = "Superpixel-based feature learning for joint sparse representation of
hyperspectral images",
        BOOKTITLE = IPRIA17,
        YEAR = "2017",
        PAGES = "156-159",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139255"}

@inproceedings{bb143274,
        AUTHOR = "Boyarski, A. and Bronstein, A.M. and Bronstein, M.M.",
        TITLE = "Subspace Least Squares Multidimensional Scaling",
        BOOKTITLE = SSVM17,
        YEAR = "2017",
        PAGES = "681-693",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139256"}

@inproceedings{bb143275,
        AUTHOR = "Hirakawa, K.",
        TITLE = "Fourier Multispectral Imaging:
Measuring Spectra, One Sinusoid at a Time",
        BOOKTITLE = CCIW17,
        YEAR = "2017",
        PAGES = "3-12",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139257"}

@inproceedings{bb143276,
        AUTHOR = "Raytchev, B. and Katamoto, Y. and Koujiba, M. and Tamaki, T. and Kaneda, K.",
        TITLE = "Ensemble-based local learning for high-dimensional data regression",
        BOOKTITLE = ICPR16,
        YEAR = "2016",
        PAGES = "2640-2645",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139258"}

@inproceedings{bb143277,
        AUTHOR = "Ke, T.W. and Liu, T.L.",
        TITLE = "Recursive reduction net for large-scale high-dimensional data",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "1903-1907",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139259"}

@inproceedings{bb143278,
        AUTHOR = "Myasnikov, E.",
        TITLE = "Embedding Spatial Context into Spectral Angle Based Nonlinear Mapping
for Hyperspectral Image Analysis",
        BOOKTITLE = ICCVG18,
        YEAR = "2018",
        PAGES = "263-274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139260"}

@inproceedings{bb143279,
        AUTHOR = "Myasnikov, E.",
        TITLE = "Exploiting Spatial Context in Nonlinear Mapping of Hyperspectral Image
Data",
        BOOKTITLE = CIAP17,
        YEAR = "2017",
        PAGES = "II:180-190",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139261"}

@inproceedings{bb143280,
        AUTHOR = "Myasnikov, E.",
        TITLE = "Nonlinear Mapping Based on Spectral Angle Preserving Principle for
Hyperspectral Image Analysis",
        BOOKTITLE = CAIP17,
        YEAR = "2017",
        PAGES = "II: 416-427",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139262"}

@inproceedings{bb143281,
        AUTHOR = "Myasnikov, E.",
        TITLE = "The Use of Interpolation Methods for Nonlinear Mapping",
        BOOKTITLE = ICCVG16,
        YEAR = "2016",
        PAGES = "649-655",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139263"}

@inproceedings{bb143282,
        AUTHOR = "Myasnikov, E.",
        TITLE = "Evaluation of Stochastic Gradient Descent Methods for Nonlinear Mapping
of Hyperspectral Data",
        BOOKTITLE = ICIAR16,
        YEAR = "2016",
        PAGES = "276-283",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139264"}

@inproceedings{bb143283,
        AUTHOR = "Nhaila, H. and Merzouqi, M. and Sarhrouni, E. and Hammouch, A.",
        TITLE = "Hyperspectral images classification and Dimensionality Reduction
using Homogeneity feature and mutual information",
        BOOKTITLE = ISCV15,
        YEAR = "2015",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139265"}

@inproceedings{bb143284,
        AUTHOR = "Zhang, X. and Yu, F.X. and Guo, R.Q. and Kumar, S. and Wang, S.J. and Chang, S.F.",
        TITLE = "Fast Orthogonal Projection Based on Kronecker Product",
        BOOKTITLE = ICCV15,
        YEAR = "2015",
        PAGES = "2929-2937",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139266"}

@inproceedings{bb143285,
        AUTHOR = "Khoder, J. and Younes, R. and Obeid, H. and Khalil, M.",
        TITLE = "Dimension Reduction of Hyperspectral Image with Rare Event Preserving",
        BOOKTITLE = IbPRIA15,
        YEAR = "2015",
        PAGES = "621-629",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139267"}

@inproceedings{bb143286,
        AUTHOR = "Licciardi, G.A. and Chanussot, J. and Piscini, A.",
        TITLE = "Spectral compression of hyperspectral images by means of nonlinear
principal component analysis decorrelation",
        BOOKTITLE = ICIP14,
        YEAR = "2014",
        PAGES = "5092-5096",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139268"}

@inproceedings{bb143287,
        AUTHOR = "Licciardi, G.A. and Chanussot, J. and Vasile, G. and Piscini, A.",
        TITLE = "Enhancing hyperspectral image quality using nonlinear PCA",
        BOOKTITLE = ICIP14,
        YEAR = "2014",
        PAGES = "5087-5091",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139269"}

@inproceedings{bb143288,
        AUTHOR = "Liu, L.Q. and Wang, L.",
        TITLE = "A Scalable Unsupervised Feature Merging Approach to Efficient
Dimensionality Reduction of High-Dimensional Visual Data",
        BOOKTITLE = ICCV13,
        YEAR = "2013",
        PAGES = "3008-3015",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139270"}

@inproceedings{bb143289,
        AUTHOR = "Khoder, J. and Younes, R. and Ben Ouezdou, F.",
        TITLE = "Stability of Dimensionality Reduction Methods Applied on Artificial
Hyperspectral Images",
        BOOKTITLE = ICCVG12,
        YEAR = "2012",
        PAGES = "465-474",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139271"}

@inproceedings{bb143290,
        AUTHOR = "Huang, X.M. and Hsu, P.H.",
        TITLE = "Comparisom Of Wavelet-Based and HHT-Based Feature Extraction Methods
for Hyperspectral Image Classification",
        BOOKTITLE = ISPRS12,
        YEAR = "2012",
        PAGES = "XXXIX-B7:121-126",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139272"}

@inproceedings{bb143291,
        AUTHOR = "Davidson, C.E. and Ben David, A.",
        TITLE = "On the use of covariance and correlation matrices in hyperspectral
detection",
        BOOKTITLE = AIPR11,
        YEAR = "2011",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139273"}

@inproceedings{bb143292,
        AUTHOR = "Ben David, A. and Davidson, C.E.",
        TITLE = "Estimation of hyperspectral covariance matrices",
        BOOKTITLE = AIPR11,
        YEAR = "2011",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139274"}

@inproceedings{bb143293,
        AUTHOR = "Li, W. and Fowler, J.E.",
        TITLE = "Decoder-side dimensionality determination for compressive-projection
principal component analysis of hyperspectral data",
        BOOKTITLE = ICIP11,
        YEAR = "2011",
        PAGES = "321-324",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139275"}

@inproceedings{bb143294,
        AUTHOR = "Datta, A. and Ghosh, S. and Ghosh, A.",
        TITLE = "Wrapper based feature selection in hyperspectral image data using
self-adaptive differential evolution",
        BOOKTITLE = ICIIP11,
        YEAR = "2011",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139276"}

@inproceedings{bb143295,
        AUTHOR = "Chakrabarti, A. and Zickler, T.E.",
        TITLE = "Statistics of real-world hyperspectral images",
        BOOKTITLE = CVPR11,
        YEAR = "2011",
        PAGES = "193-200",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139277"}

@inproceedings{bb143296,
        AUTHOR = "Willson, P.D. and Chan, G. and Yun, P.",
        TITLE = "Vision physiology applied to hyperspectral short wave infrared imaging",
        BOOKTITLE = AIPR10,
        YEAR = "2010",
        PAGES = "1-3",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139278"}

@inproceedings{bb143297,
        AUTHOR = "Mehdizadeh, M. and MacNish, C. and Khan, R.N. and Bennamoun, M.",
        TITLE = "Semi-supervised Neighborhood Preserving Discriminant Embedding:
A Semi-supervised Subspace Learning Algorithm",
        BOOKTITLE = ACCV10,
        YEAR = "2010",
        PAGES = "III: 199-212",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139279"}

@inproceedings{bb143298,
        AUTHOR = "Wen, J.H. and Tian, Z. and She, H.W. and Yan, W.D.",
        TITLE = "Feature extraction of hyperspectral images based on preserving
neighborhood discriminant embedding",
        BOOKTITLE = IASP10,
        YEAR = "2010",
        PAGES = "257-262",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139280"}

@inproceedings{bb143299,
        AUTHOR = "Lee, C. and Choi, E. and Choe, J. and Jeong, T.",
        TITLE = "Dimension Reduction and Pre-emphasis for Compression of Hyperspectral
Images",
        BOOKTITLE = ICIAR04,
        YEAR = "2004",
        PAGES = "II: 446-453",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT139281"}

Last update:Oct 6, 2025 at 14:07:43