Comparative study of different dimensionality reduction methods in hyperspectral image classification

Journal of Physics Conference Series ◽

10.1088/1742-6596/2024/1/012009 ◽

2021 ◽

Vol 2024 (1) ◽

pp. 012009

Author(s):

Lei Kang ◽

Xiaoqing Hu ◽

Chengcheng Zhong ◽

Kai Zhang ◽

Yanan Jiang

Keyword(s):

Comparative Study ◽

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Reduction Methods

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Randomized independent component analysis and linear discriminant analysis dimensionality reduction methods for hyperspectral image classification

Journal of Applied Remote Sensing ◽

10.1117/1.jrs.14.036507 ◽

2020 ◽

Vol 14 (03) ◽

pp. 1

Author(s):

Chippy Jayaprakash ◽

Bharath Bhushan Damodaran ◽

Sowmya Viswanathan ◽

Kutti Padannayil Soman

Keyword(s):

Discriminant Analysis ◽

Independent Component Analysis ◽

Dimensionality Reduction ◽

Linear Discriminant Analysis ◽

Image Classification ◽

Hyperspectral Image ◽

Independent Component ◽

Hyperspectral Image Classification ◽

Linear Discriminant ◽

Reduction Methods

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Assessment of the impact of dimensionality reduction methods on information classes and classifiers for hyperspectral image classification by multiple classifier system

Advances in Space Research ◽

10.1016/j.asr.2013.11.027 ◽

2014 ◽

Vol 53 (12) ◽

pp. 1720-1734 ◽

Author(s):

Bharath Bhushan Damodaran ◽

Rama Rao Nidamanuri

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Multiple Classifier System ◽

Classifier System ◽

Multiple Classifier ◽

Reduction Methods ◽

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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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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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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 ◽

Author(s):

Akrem Sellami ◽

Imed Riadh Farah

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

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 ◽

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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Noise-adjusted sparsity-preserving-based dimensionality reduction for hyperspectral image classification

7th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS) ◽

10.1109/pprs.2012.6398318 ◽

2012 ◽

Author(s):

Nam Ly ◽

Qian Du ◽

James E. Fowler

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

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Dimensionality Reduction Based on Group-Based Tensor Model for Hyperspectral Image Classification

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2016.2593789 ◽

2016 ◽

Vol 13 (10) ◽

pp. 1497-1501 ◽

Author(s):

Jinliang An ◽

Xiangrong Zhang ◽

L. C. Jiao

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Tensor Model ◽

Hyperspectral Image Classification

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Nonlinear Dimensionality Reduction via the ENH-LTSA Method for Hyperspectral Image Classification

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2013.2238890 ◽

2014 ◽

Vol 7 (2) ◽

pp. 375-388 ◽

Author(s):

Weiwei Sun ◽

Avner Halevy ◽

John J. Benedetto ◽

Wojciech Czaja ◽

Weiyue Li ◽

...

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Nonlinear Dimensionality Reduction ◽

Hyperspectral Image Classification

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Dimensionality reduction in hyperspectral image classification

2004 International Conference on Image Processing, 2004. ICIP '04. ◽

10.1109/icip.2004.1419448 ◽

2005 ◽

Author(s):

Huiwen Zeng ◽

H.J. Trussell

Keyword(s):

Dimensionality Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

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