Hyperspectral Image Classification Based on Spectral and Spatial Information Using Multi-Scale ResNet

SuperPCA: A Superpixelwise PCA Approach for Unsupervised Feature Extraction of Hyperspectral Imagery

(2018) Junjun Jiang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Recent Advances on Spectral–Spatial Hyperspectral Image Classification: An Overview and New Guidelines

(2018) Lin He et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Diverse Region-Based CNN for Hyperspectral Image Classification

(2018) Mengmeng Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

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

Superpixel-Based Multitask Learning Framework for Hyperspectral Image Classification

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

PCA-Based Edge-Preserving Features for Hyperspectral Image Classification

(2017) Xudong Kang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Recurrent Neural Networks for Hyperspectral Image Classification

(2017) Lichao Mou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Going Deeper With Contextual CNN for Hyperspectral Image Classification

(2017) Hyungtae Lee et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A Hyperspectral Image Classification Framework with Spatial Pixel Pair Features

(2017) Lingyan Ran et al.   SENSORS

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

(2017) Ying Li et al.   Remote Sensing

Gabor Cube Selection Based Multitask Joint Sparse Representation for Hyperspectral Image Classification

(2016) Sen Jia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Shapelet-Based Sparse Representation for Landcover Classification of Hyperspectral Images

(2016) Ribana Roscher et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Probabilistic-Kernel Collaborative Representation for Spatial–Spectral Hyperspectral Image Classification

(2016) Jianjun Liu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Rotation-Based Support Vector Machine Ensemble in Classification of Hyperspectral Data With Limited Training Samples

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

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

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

Efficient Multiple Feature Fusion With Hashing for Hyperspectral Imagery Classification: A Comparative Study

(2016) Zisha Zhong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Automatic Object-Based Hyperspectral Image Classification Using Complex Diffusions and a New Distance Metric

(2016) Amin Zehtabian et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Discriminative Multiple Kernel Learning for Hyperspectral Image Classification

(2016) Qingwang Wang 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

Local Binary Patterns and Extreme Learning Machine for Hyperspectral Imagery Classification

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

Deep learning

(2015) Yann LeCun et al.   NATURE

Spectral and Image Integrated Analysis of Hyperspectral Data for Waxy Corn Seed Variety Classification

(2015) Xiaoling Yang et al.   SENSORS

Spectral–spatial classification of hyperspectral images using deep convolutional neural networks

(2015) Jun Yue et al.   Remote Sensing Letters

Deep Convolutional Neural Networks for Hyperspectral Image Classification

(2015) Wei Hu et al.   Journal of Sensors

Harmonic Analysis for Hyperspectral Image Classification Integrated With PSO Optimized SVM

(2014) Zhaohui Xue 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

Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods

(2013) Gustavo Camps-Valls et al.   IEEE SIGNAL PROCESSING MAGAZINE

Hyperspectral Remote Sensing Data Analysis and Future Challenges

(2013) Jose M. Bioucas-Dias et al.   IEEE Geoscience and Remote Sensing Magazine

Sparse Kernel-Based Ensemble Learning With Fully Optimized Kernel Parameters for Hyperspectral Classification Problems

(2012) Prudhvi Gurram et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Semisupervised Neural Networks for Efficient Hyperspectral Image Classification

(2010) Frederic Ratle et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Classification of Heterogeneous Solids Using Infrared Hyperspectral Imaging

(2009) Helen T. Rutlidge et al.   APPLIED SPECTROSCOPY

Nearest Neighbor Classification of Remote Sensing Images With the Maximal Margin Principle

(2008) E. Blanzieri et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Customizing Kernel Functions for SVM-Based Hyperspectral Image Classification

(2008) Baofeng Guo et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING