Generative Adversarial Networks-Based Semi-Supervised Learning for Hyperspectral Image Classification

Semisupervised Hyperspectral Image Classification Using Small Sample Sizes

(2017) Muhammet Said Aydemir et al.   IEEE Geoscience and Remote Sensing Letters

A Novel Multiple Kernel Learning Framework for Multiple Feature Classification

(2017) Saeid Niazmardi et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Exploring Structural Consistency in Graph Regularized Joint Spectral-Spatial Sparse Coding for Hyperspectral Image Classification

(2017) Changhong Liu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Sparse Spatio-Spectral LapSVM With Semisupervised Kernel Propagation for Hyperspectral Image Classification

(2017) Lixia Yang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Joint Sparse Representation and Multitask Learning for Hyperspectral Target Detection

(2017) Yuxiang Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Random-Walker-Based Collaborative Learning for Hyperspectral Image Classification

(2017) Bin Sun et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Unsupervised Classification in Hyperspectral Imagery With Nonlocal Total Variation and Primal-Dual Hybrid Gradient Algorithm

(2017) Wei Zhu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Sparse and Low-Rank Near-Isometric Linear Embedding Method for Feature Extraction in Hyperspectral Imagery Classification

(2017) Weiwei Sun et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Discriminative Low-Rank Gabor Filtering for Spectral–Spatial Hyperspectral Image Classification

(2017) Lin He et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

EXhype: A tool for mineral classification using hyperspectral data

(2017) Ramesh Nityanand Adep et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Optimized Kernel Minimum Noise Fraction Transformation for Hyperspectral Image Classification

(2017) Lianru Gao et al.   Remote Sensing

Hyperspectral Dimensionality Reduction by Tensor Sparse and Low-Rank Graph-Based Discriminant Analysis

(2017) Lei Pan et al.   Remote Sensing

A Probabilistic Weighted Archetypal Analysis Method with Earth Mover’s Distance for Endmember Extraction from Hyperspectral Imagery

(2017) Weiwei Sun et al.   Remote Sensing

Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network

(2017) Ying Li et al.   Remote Sensing

Dimensionality Reduction of Hyperspectral Image with Graph-Based Discriminant Analysis Considering Spectral Similarity

(2017) Fubiao Feng et al.   Remote Sensing

Combining Morphological Attribute Profiles via an Ensemble Method for Hyperspectral Image Classification

(2016) Rui Bao et al.   IEEE Geoscience and Remote Sensing Letters

Nonlinear Multiple Kernel Learning With Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification

(2016) Yanfeng Gu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Kernel Low-Rank and Sparse Graph for Unsupervised and Semi-Supervised Classification of Hyperspectral Images

(2016) Frank de Morsier et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Robust multitask learning with three-dimensional empirical mode decomposition-based features for hyperspectral classification

(2016) Zhi He et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Semisupervised classification for hyperspectral image based on multi-decision labeling and deep feature learning

(2016) Xiaorui Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Semi-supervised hyperspectral classification from a small number of training samples using a co-training approach

(2016) Michał Romaszewski et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Learning group-based sparse and low-rank representation for hyperspectral image classification

(2016) Zhi He et al.   PATTERN RECOGNITION

A Symmetric Sparse Representation Based Band Selection Method for Hyperspectral Imagery Classification

(2016) Weiwei Sun et al.   Remote Sensing

Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art

(2016) Liangpei Zhang et al.   IEEE Geoscience and Remote Sensing Magazine

Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images

(2015) Gabriele Cavallaro et al.   IEEE Geoscience and Remote Sensing Letters

Similarity-Guided and $\ell_p$-Regularized Sparse Unmixing of Hyperspectral Data

(2015) Yingying Xu 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

Low-Rank Subspace Representation for Estimating the Number of Signal Subspaces in Hyperspectral Imagery

(2015) Alex Sumarsono et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Spatial-Aware Dictionary Learning for Hyperspectral Image Classification

(2015) Ali Soltani-Farani et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Efficient Superpixel-Level Multitask Joint Sparse Representation for Hyperspectral Image Classification

(2015) Jiayi Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Gabor Feature-Based Collaborative Representation for Hyperspectral Imagery Classification

(2015) Sen Jia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Novel Two-Dimensional Singular Spectrum Analysis for Effective Feature Extraction and Data Classification in Hyperspectral Imaging

(2015) Jaime Zabalza et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Supervised Spectral–Spatial Hyperspectral Image Classification With Weighted Markov Random Fields

(2015) Le Sun et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Structured Priors for Sparse-Representation-Based Hyperspectral Image Classification

(2014) Xiaoxia Sun et al.   IEEE Geoscience and Remote Sensing Letters

PerTurbo Manifold Learning Algorithm for Weakly Labeled Hyperspectral Image Classification

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

An Adaptive Memetic Fuzzy Clustering Algorithm With Spatial Information for Remote Sensing Imagery

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

Modified Co-Training With Spectral and Spatial Views for Semisupervised Hyperspectral Image Classification

(2014) Xiangrong Zhang 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

Semi-supervised classification for hyperspectral imagery based on spatial-spectral Label Propagation

(2014) Liguo Wang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

An Improved FCM Algorithm Based on the SVDD for Unsupervised Hyperspectral Data Classification

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

A Kernel-Based Feature Selection Method for SVM With RBF Kernel for Hyperspectral Image Classification

(2013) Bor-Chen Kuo et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Semisupervised Self-Learning for Hyperspectral Image Classification

(2013) Inmaculada Dopido et al.   IEEE TRANSACTIONS ON GEOSCIENCE 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

Spectral–Spatial Hyperspectral Image Classification With Edge-Preserving Filtering

(2013) Xudong Kang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multivariate Gray Model-Based BEMD for Hyperspectral Image Classification

(2013) Zhi He et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Learning with transductive SVM for semisupervised pixel classification of remote sensing imagery

(2013) Ujjwal Maulik et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Semisupervised Hyperspectral Image Classification Using Soft Sparse Multinomial Logistic Regression

(2012) Jun Li et al.   IEEE Geoscience and Remote Sensing Letters

A Graph-Based Classification Method for Hyperspectral Images

(2012) Jun Bai et al.   IEEE TRANSACTIONS ON GEOSCIENCE 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

Hyperspectral Image Classification via Kernel Sparse Representation

(2012) Yi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Advances in Spectral-Spatial Classification of Hyperspectral Images

(2012) M. Fauvel et al.   PROCEEDINGS OF THE IEEE

Empirical Mode Decomposition of Hyperspectral Images for Support Vector Machine Classification

(2010) Begüm Demir et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Segmentation and classification of hyperspectral images using watershed transformation

(2010) Y. Tarabalka et al.   PATTERN RECOGNITION