A Comparison of Supervised and Unsupervised Dimension Reduction Methods for Hyperspectral Image Classification

2019 International Conference on Electrical, Computer and Communication Engineering (ECCE) ◽

10.1109/ecace.2019.8679360 ◽

2019 ◽

Cited By ~ 1

Author(s):

Asif Ahmmed Joy ◽

Md. Al Mehedi Hasan ◽

Md. Ali Hossain

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Reduction Methods

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Artifacts of different dimension reduction methods on hybrid CNN feature hierarchy for Hyperspectral Image Classification

Optik ◽

10.1016/j.ijleo.2021.167757 ◽

2021 ◽

pp. 167757

Author(s):

Muhammad Ahmad ◽

Sidrah Shabbir ◽

Rana Aamir Raza ◽

Manuel Mazzara ◽

Salvatore Distefano ◽

...

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Reduction Methods

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Dimension reduction with randomized anisotropic transform for hyperspectral image classification

2013 IEEE International Conference on Cybernetics (CYBCO) ◽

10.1109/cybconf.2013.6617465 ◽

2013 ◽

Cited By ~ 3

Author(s):

Huiwu Luo ◽

Lina Yang ◽

Haoliang Yuan ◽

Yuan Yan Tang

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

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An improved adaptive band selecting method for hyperspectral image classification and dimension reduction

2012 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER) ◽

10.1109/cyber.2012.6320016 ◽

2012 ◽

Author(s):

Qian Zhang ◽

Meiping Song ◽

Bin Lin ◽

Jubai An

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

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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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Supervised Locally Linear Embedding based dimension reduction for hyperspectral image classification

2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS ◽

10.1109/igarss.2013.6723603 ◽

2013 ◽

Cited By ~ 5

Author(s):

Yushi Chen ◽

Changbo Qu ◽

Zhouhan Lin

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Locally Linear Embedding ◽

Hyperspectral Image Classification ◽

Linear Embedding ◽

Locally Linear

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Spectral–Spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2543748 ◽

2016 ◽

Vol 54 (8) ◽

pp. 4544-4554 ◽

Cited By ~ 404

Author(s):

Wenzhi Zhao ◽

Shihong Du

Keyword(s):

Feature Extraction ◽

Deep Learning ◽

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Learning Approach ◽

Hyperspectral Image Classification ◽

Spatial Feature

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Effect of Dynamic Mode Decomposition-Based Dimension Reduction Technique on Hyperspectral Image Classification

Lecture Notes in Electrical Engineering - Computational Signal Processing and Analysis ◽

10.1007/978-981-10-8354-9_9 ◽

2018 ◽

pp. 89-99 ◽

Cited By ~ 4

Author(s):

P. Megha ◽

V. Sowmya ◽

K. P. Soman

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Reduction Technique ◽

Dynamic Mode Decomposition ◽

Dynamic Mode ◽

Hyperspectral Image Classification ◽

Mode Decomposition

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Weighted Low-Rank Representation-Based Dimension Reduction for Hyperspectral Image Classification

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2017.2743018 ◽

2017 ◽

Vol 14 (11) ◽

pp. 1938-1942 ◽

Cited By ~ 6

Author(s):

Xiaotao Wang ◽

Fang Liu

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Low Rank ◽

Hyperspectral Image Classification ◽

Low Rank Representation

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Dimension Reduction for Hyperspectral Image Classification via Support Vector based Feature Extraction

IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss.2008.4780110 ◽

2008 ◽

Cited By ~ 1

Author(s):

Cheng-Hsuan Li ◽

Bor-Chen Kuo ◽

Chin-Teng Lin ◽

Chih-Cheng Hung

Keyword(s):

Feature Extraction ◽

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Support Vector ◽

Hyperspectral Image Classification

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Dimension Reduction Aided Hyperspectral Image Classification with a Small-sized Training Dataset: Experimental Comparisons

Sensors ◽

10.3390/s17122726 ◽

2017 ◽

Vol 17 (12) ◽

pp. 2726 ◽

Cited By ~ 16

Author(s):

Jinya Su ◽

Dewei Yi ◽

Cunjia Liu ◽

Lei Guo ◽

Wen-Hua Chen

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Hyperspectral Image ◽

Training Dataset ◽

Hyperspectral Image Classification ◽

Experimental Comparisons

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