A Novel Approach for Dimensionality Reduction and Classification of Hyperspectral Images based on Normalized Synergy

International Journal of Advanced Computer Science and Applications ◽

10.14569/ijacsa.2019.0100831 ◽

2019 ◽

Vol 10 (8) ◽

Author(s):

Asma Elmaizi ◽

Hasna Nhaila ◽

Elkebir Sarhrouni ◽

Ahmed Hammouch ◽

Nacir Chafik

Keyword(s):

Dimensionality Reduction ◽

Hyperspectral Images ◽

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Dimensionality Reduction and Classification of Hyperspectral Images Using Object-Based Image Analysis

Journal of the Indian Society of Remote Sensing ◽

10.1007/s12524-018-0803-1 ◽

2018 ◽

Vol 46 (8) ◽

pp. 1297-1306 ◽

Author(s):

Taskin Kavzoglu ◽

Hasan Tonbul ◽

Merve Yildiz Erdemir ◽

Ismail Colkesen

Keyword(s):

Image Analysis ◽

Dimensionality Reduction ◽

Hyperspectral Images ◽

Object Based Image Analysis ◽

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A Novel Approach to the Selection of Spatially Invariant Features for the Classification of Hyperspectral Images With Improved Generalization Capability

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2009.2019636 ◽

2009 ◽

Vol 47 (9) ◽

pp. 3180-3191 ◽

Author(s):

L. Bruzzone ◽

C. Persello

Keyword(s):

Hyperspectral Images ◽

Generalization Capability ◽

Invariant Features ◽

Novel Approach ◽

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Dimensionality Reduction and Classification of Hyperspectral Images Using Ensemble Discriminative Local Metric Learning

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2645703 ◽

2017 ◽

Vol 55 (5) ◽

pp. 2509-2524 ◽

Author(s):

Yanni Dong ◽

Bo Du ◽

Liangpei Zhang ◽

Lefei Zhang

Keyword(s):

Dimensionality Reduction ◽

Metric Learning ◽

Hyperspectral Images

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Probabilistic Classification of Hyperspectral Images by Learning Nonlinear Dimensionality Reduction Mapping

2006 9th International Conference on Information Fusion ◽

10.1109/icif.2006.301586 ◽

2006 ◽

Author(s):

X. Wang ◽

Suresh Kumar ◽

Fabio Ramos ◽

Tobias Kaupp ◽

Ben Upcroft ◽

...

Keyword(s):

Dimensionality Reduction ◽

Hyperspectral Images ◽

Nonlinear Dimensionality Reduction ◽

Probabilistic Classification

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A new filter for dimensionality reduction and classification of hyperspectral images using GLCM features and mutual information

International Journal of Signal and Imaging Systems Engineering ◽

10.1504/ijsise.2018.10015062 ◽

2018 ◽

Vol 11 (4) ◽

pp. 193

Author(s):

Hasna Nhaila ◽

Ahmed Hammouch ◽

Elkebir Sarhrouni

Keyword(s):

Mutual Information ◽

Dimensionality Reduction ◽

Hyperspectral Images

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Fast dimensionality reduction and classification of hyperspectral images with extreme learning machines

Journal of Real-Time Image Processing ◽

10.1007/s11554-018-0793-9 ◽

2018 ◽

Vol 15 (3) ◽

pp. 439-462 ◽

Author(s):

Juan Mario Haut ◽

Mercedes Eugenia Paoletti ◽

Javier Plaza ◽

Antonio Plaza

Keyword(s):

Dimensionality Reduction ◽

Hyperspectral Images ◽

Extreme Learning Machines ◽

Learning Machines

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A novel approach to the selection of spatially invariant features for classification of hyperspectral images

2009 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss.2009.5418001 ◽

2009 ◽

Author(s):

Claudio Persello ◽

Lorenzo Bruzzone

Keyword(s):

Hyperspectral Images ◽

Invariant Features ◽

Novel Approach ◽

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A Novel Approach to the Selection of Robust and Invariant Features for Classification of Hyperspectral Images

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

10.1109/igarss.2008.4778794 ◽

2008 ◽

Author(s):

Lorenzo Bruzzone ◽

Claudio Persello

Keyword(s):

Hyperspectral Images ◽

Invariant Features ◽

Novel Approach ◽

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A new filter for dimensionality reduction and classification of hyperspectral images using GLCM features and mutual information

International Journal of Signal and Imaging Systems Engineering ◽

10.1504/ijsise.2018.093824 ◽

2018 ◽

Vol 11 (4) ◽

pp. 193 ◽

Author(s):

Hasna Nhaila ◽

Elkebir Sarhrouni ◽

Ahmed Hammouch

Keyword(s):

Mutual Information ◽

Dimensionality Reduction ◽

Hyperspectral Images

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An Efficient Dimensionality Reduction Method for the Classification of Satellite Remote Sensing Hyperspectral Images

International Journal of Computer Applications ◽

10.5120/ijca2021921458 ◽

2021 ◽

Vol 183 (14) ◽

pp. 22-28

Author(s):

Md. Rashedul Islam ◽

Ayasha Siddiqa ◽

Nafisa Tasnim

Keyword(s):

Remote Sensing ◽

Dimensionality Reduction ◽

Satellite Remote Sensing ◽

Reduction Method ◽

Hyperspectral Images ◽

Dimensionality Reduction Method

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