Feature extraction for hyperspectral image classification: a review

Hyperspectral Band Selection: A Review

(2019) Weiwei Sun et al.   IEEE Geoscience and Remote Sensing Magazine

Hyperspectral classification based on spectral–spatial convolutional neural networks

(2018) Congcong Chen et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Classification of Hyperspectral Images by Gabor Filtering Based Deep Network

(2018) Xudong Kang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Two-Stream Deep Architecture for Hyperspectral Image Classification

(2018) Siyuan Hao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Hyperspectral Image Classification With Deep Feature Fusion Network

(2018) Weiwei Song et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Discriminant Analysis-Based Dimension Reduction for Hyperspectral Image Classification: A Survey of the Most Recent Advances and an Experimental Comparison of Different Techniques

(2018) Wei Li et al.   IEEE Geoscience and Remote Sensing Magazine

Hyperspectral image classification using k-sparse denoising autoencoder and spectral–restricted spatial characteristics

(2018) Rushi Lan et al.   APPLIED SOFT COMPUTING

Encoding Spectral and Spatial Context Information for Hyperspectral Image Classification

(2017) Xin Sun et al.   IEEE Geoscience and Remote Sensing Letters

Hyperspectral Image Spectral-Spatial Feature Extraction via Tensor Principal Component Analysis

(2017) Yuemei Ren et al.   IEEE Geoscience and Remote Sensing Letters

Learning and Transferring Deep Joint Spectral–Spatial Features for Hyperspectral Classification

(2017) Jingxiang Yang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Three-Dimensional Local Binary Patterns for Hyperspectral Imagery Classification

(2017) Sen Jia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Hyperspectral image classification based on morphological profiles and decision fusion

(2017) Brajesh Kumar et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Remote Sensing Image Classification Based on Ensemble Extreme Learning Machine With Stacked Autoencoder

(2017) Fei Lv et al.   IEEE Access

Spectral–Spatial Classification of Hyperspectral Images Using ICA and Edge-Preserving Filter via an Ensemble Strategy

(2016) Junshi Xia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Hyperspectral Feature Extraction Using Total Variation Component Analysis

(2016) Behnood Rasti et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

(2016) Wenzhi Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks

(2016) Yushi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Unsupervised Deep Feature Extraction for Remote Sensing Image Classification

(2016) Adriana Romero et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Moment-based feature extraction from high spatial resolution hyperspectral images

(2016) Fardin Mirzapour et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

The Brief Introduction of Different Laser Diagnostics Methods Used in Aeroengine Combustion Research

(2016) Fei Xing et al.   Journal of Sensors

Spectral–Spatial Classification of Hyperspectral Data Using 3-D Morphological Profile

(2015) Biao Hou et al.   IEEE Geoscience and Remote Sensing Letters

Unsupervised Spectral–Spatial Feature Learning With Stacked Sparse Autoencoder for Hyperspectral Imagery Classification

(2015) Chao Tao et al.   IEEE Geoscience and Remote Sensing Letters

Discriminant Tensor Spectral–Spatial Feature Extraction for Hyperspectral Image Classification

(2015) Zisha Zhong et al.   IEEE Geoscience and Remote Sensing Letters

Spectral–Spatial Classification of Hyperspectral Data Based on Deep Belief Network

(2015) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Spectral–Spatial Classification for Hyperspectral Data Using Rotation Forests With Local Feature Extraction and Markov Random Fields

(2015) Junshi Xia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Study on the Effectiveness of Different Independent Component Analysis Algorithms for Hyperspectral Image Classification

(2014) Nicola Falco et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Integrate Growing Temperature to Estimate the Nitrogen Content of Rice Plants at the Heading Stage Using Hyperspectral Imagery

(2014) Hiroyuki Onoyama et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Morphological Profiles Based on Differently Shaped Structuring Elements for Classification of Images With Very High Spatial Resolution

(2014) Zhi Yong Lv et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Deep Learning-Based Classification of Hyperspectral Data

(2014) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A Novel Spatial–Spectral Similarity Measure for Dimensionality Reduction and Classification of Hyperspectral Imagery

(2014) Hanye Pu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Classification Based on 3-D DWT and Decision Fusion for Hyperspectral Image Analysis

(2013) Zhen Ye et al.   IEEE Geoscience and Remote Sensing Letters

Hyperspectral Image Classification Using Band Selection and Morphological Profiles

(2013) Kun Tan et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Feature Extraction of Hyperspectral Image Cubes Using Three-Dimensional Gray-Level Cooccurrence

(2013) Fuan Tsai et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Feature Mining for Hyperspectral Image Classification

(2013) Xiuping Jia et al.   PROCEEDINGS OF THE IEEE

Discriminative Gabor Feature Selection for Hyperspectral Image Classification

(2012) Linlin Shen et al.   IEEE Geoscience and Remote Sensing Letters

Spectral–Spatial Pixel Characterization Using Gabor Filters for Hyperspectral Image Classification

(2012) O. Rajadell et al.   IEEE Geoscience and Remote Sensing Letters

Dimensionality Reduction of Hyperspectral Images Using Empirical Mode Decompositions and Wavelets

(2012) Esra Tunc Gormus et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A Quantitative and Comparative Assessment of Unmixing-Based Feature Extraction Techniques for Hyperspectral Image Classification

(2012) Inmaculada Dopido et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Tensor Discriminative Locality Alignment for Hyperspectral Image Spectral–Spatial Feature Extraction

(2012) Liangpei Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Hyperspectral Image Classification Based on Structured Sparse Logistic Regression and Three-Dimensional Wavelet Texture Features

(2012) Yuntao Qian et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A New Dimensionality Reduction Algorithm for Hyperspectral Image Using Evolutionary Strategy

(2012) Jihao Yin et al.   IEEE Transactions on Industrial Informatics

Classification of hyperspectral images by tensor modeling and additive morphological decomposition

(2012) Santiago Velasco-Forero et al.   PATTERN RECOGNITION

Locality-Preserving Discriminant Analysis in Kernel-Induced Feature Spaces for Hyperspectral Image Classification

(2011) Wei Li et al.   IEEE Geoscience and Remote Sensing Letters

Three-Dimensional Gabor Wavelets for Pixel-Based Hyperspectral Imagery Classification

(2011) Linlin Shen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Wavelet-fuzzy hybridization: Feature-extraction and land-cover classification of remote sensing images

(2010) B. Uma Shankar et al.   APPLIED SOFT COMPUTING

Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis

(2010) Mauro Dalla Mura et al.   IEEE Geoscience and Remote Sensing Letters

Hyperspectral Region Classification Using a Three-Dimensional Gabor Filterbank

(2010) Tien C. Bau et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Kernel Maximum Autocorrelation Factor and Minimum Noise Fraction Transformations

(2010) A A Nielsen   IEEE TRANSACTIONS ON IMAGE PROCESSING

An effective feature selection method for hyperspectral image classification based on genetic algorithm and support vector machine

(2010) Shijin Li et al.   KNOWLEDGE-BASED SYSTEMS

Kernel Nonparametric Weighted Feature Extraction for Hyperspectral Image Classification

(2009) Bor-Chen Kuo et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Nonparametric Feature Extraction and Its Application to Nearest Neighbor Classification for Hyperspectral Image Data

(2009) Jinn-Min Yang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Normalized Mutual Information Feature Selection

(2009) P.A. Estevez et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Object-oriented subspace analysis for airborne hyperspectral remote sensing imagery

(2009) Liangpei Zhang et al.   NEUROCOMPUTING

Three decades of hyperspectral remote sensing of the Earth: A personal view

(2009) Alexander F.H. Goetz   REMOTE SENSING OF ENVIRONMENT

Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles

(2008) Mathieu Fauvel et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Extracting the optimal dimensionality for local tensor discriminant analysis

(2008) Feiping Nie et al.   PATTERN RECOGNITION