Hyperspectral image classification and dimensionality reduction: an orthogonal subspace projection approach

J.C. Harsanyi; C.-I. Chang

doi:10.1109/36.298007

Hyperspectral image classification and dimensionality reduction: an orthogonal subspace projection approach

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/36.298007 ◽

1994 ◽

Vol 32 (4) ◽

pp. 779-785 ◽

Cited By ~ 927

Author(s):

J.C. Harsanyi ◽

C.-I. Chang

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Subspace Projection ◽

Hyperspectral Image Classification ◽

Orthogonal Subspace ◽

Orthogonal Subspace Projection ◽

Projection Approach

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Generalized orthogonal subspace projection approach to multispectral image classification

10.1117/12.331896 ◽

1998 ◽

Cited By ~ 4

Author(s):

Hsuan Ren ◽

Chein-I Chang

Keyword(s):

Image Classification ◽

Multispectral Image ◽

Subspace Projection ◽

Orthogonal Subspace ◽

Orthogonal Subspace Projection ◽

Projection Approach ◽

Generalized Orthogonal

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A generalized orthogonal subspace projection approach to unsupervised multispectral image classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/36.885199 ◽

2000 ◽

Vol 38 (6) ◽

pp. 2515-2528 ◽

Cited By ~ 61

Author(s):

Chein-I Chang ◽

H. Ren

Keyword(s):

Image Classification ◽

Multispectral Image ◽

Subspace Projection ◽

Orthogonal Subspace ◽

Orthogonal Subspace Projection ◽

Projection Approach ◽

Generalized Orthogonal

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Unsupervised orthogonal subspace projection approach to magnetic resonance image classification

Optical Engineering ◽

10.1117/1.1479710 ◽

2002 ◽

Vol 41 (7) ◽

pp. 1546 ◽

Cited By ~ 21

Author(s):

Clayton Chi-Chang Chen

Keyword(s):

Magnetic Resonance ◽

Image Classification ◽

Magnetic Resonance Image ◽

Subspace Projection ◽

Orthogonal Subspace ◽

Orthogonal Subspace Projection ◽

Projection Approach

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Orthogonal subspace projection approach to finding signal sources in hyperspectral imagery

10.1117/12.852757 ◽

2010 ◽

Author(s):

Xiaoli Jiao ◽

Chein-I Chang ◽

Yingzi Du

Keyword(s):

Hyperspectral Imagery ◽

Subspace Projection ◽

Orthogonal Subspace ◽

Orthogonal Subspace Projection ◽

Projection Approach ◽

Signal Sources

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Supervised Spatially Coherent Nonlinear Dimensionality Reduction for Hyperspectral Image Classification

2021 11th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS) ◽

10.1109/whispers52202.2021.9484060 ◽

2021 ◽

Author(s):

Sergio D. Manzanarez ◽

Vidya Manian

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Nonlinear Dimensionality Reduction ◽

Hyperspectral Image Classification

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Hyperspectral Image Classification With Imbalanced Data Based on Orthogonal Complement Subspace Projection

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2018.2813366 ◽

2018 ◽

Vol 56 (7) ◽

pp. 3838-3851 ◽

Cited By ~ 16

Author(s):

Jiaojiao Li ◽

Qian Du ◽

Yunsong Li ◽

Wei Li

Keyword(s):

Image Classification ◽

Hyperspectral Image ◽

Imbalanced Data ◽

Orthogonal Complement ◽

Subspace Projection ◽

Hyperspectral Image Classification

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Randomized Locality-Preserving Discriminant Analysis for Dimensionality Reduction and Hyperspectral Image Classification

IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss.2019.8899852 ◽

2019 ◽

Author(s):

Vineetha Menon

Keyword(s):

Discriminant Analysis ◽

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Locality Preserving

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Classification of Mimetite Spectral Signatures using Orthogonal Subspace Projection with Complex Wavelet Filter Bank based Dimensionality Reduction

Communication and Power Engineering ◽

10.1515/9783110469608-012 ◽

2016 ◽

pp. 126-131 ◽

Cited By ~ 1

Keyword(s):

Dimensionality Reduction ◽

Filter Bank ◽

Wavelet Filter ◽

Subspace Projection ◽

Spectral Signatures ◽

Wavelet Filter Bank ◽

Orthogonal Subspace ◽

Orthogonal Subspace Projection ◽

Complex Wavelet

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High-level hyperspectral image classification based on spectro-spatial dimensionality reduction

Spatial Statistics ◽

10.1016/j.spasta.2016.02.003 ◽

2016 ◽

Vol 16 ◽

pp. 103-117 ◽

Cited By ~ 12

Author(s):

Akrem Sellami ◽

Imed Riadh Farah

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

High Level ◽

Spatial Dimensionality

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Dimensionality Reduction and Linear Discriminant Analysis for Hyperspectral Image Classification

Lecture Notes in Computer Science - Knowledge-Based Intelligent Information and Engineering Systems ◽

10.1007/978-3-540-85567-5_49 ◽

2008 ◽

pp. 392-399 ◽

Cited By ~ 6

Author(s):

Qian Du ◽

Nicolas H. Younan

Keyword(s):

Discriminant Analysis ◽

Dimensionality Reduction ◽

Linear Discriminant Analysis ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Linear Discriminant

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