Advances in Hyperspectral Image and Signal Processing: A Comprehensive Overview of the State of the Art

Pedram Ghamisi, Naoto Yokoya, Jun Li, +5

IEEE Geoscience and Remote Sensing Magazine

EngineeringMultispectral ImagingEarth ScienceGeophysicsImage Analysis +15

A Quantitative and Comparative Analysis of Endmember Extraction Algorithms From Hyperspectral Data

Antonio Plaza, P. Martinez, R. Pérez, +1

IEEE Transactions on Geoscience and Remote Sensing

Environmental MonitoringEngineeringMultispectral ImagingImage AnalysisData Science +16

A new deep convolutional neural network for fast hyperspectral image classification

Mercedes E. Paoletti, Juan M. Haut, Javier Plaza, +1

ISPRS Journal of Photogrammetry and Remote Sensing

Image ClassificationConvolutional Neural NetworkEngineeringImage AnalysisMachine Learning +3

Spatial/spectral endmember extraction by multidimensional morphological operations

Antonio Plaza, R. Pérez, Javier Plaza

IEEE Transactions on Geoscience and Remote Sensing

Spectral TheoryEngineeringBiometricsMultispectral ImagingFeature Extraction +18

Deep Pyramidal Residual Networks for Spectral–Spatial Hyperspectral Image Classification

Mercedes E. Paoletti, Juan M. Haut, Rubén Fernández-Beltrán, +3

IEEE Transactions on Geoscience and Remote Sensing

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningConvolutional Filters +17

Dimensionality reduction and classification of hyperspectral image data using sequences of extended morphological transformations

Antonio Plaza, P. Martinez, Javier Plaza, +1

IEEE Transactions on Geoscience and Remote Sensing

Precision AgricultureEnvironmental MonitoringEngineeringMultispectral ImagingHyperspectral Datasets +17

Capsule Networks for Hyperspectral Image Classification

Mercedes E. Paoletti, Juan M. Haut, Rubén Fernández-Beltrán, +4

IEEE Transactions on Geoscience and Remote Sensing

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningCapsule Networks +15

Active Learning With Convolutional Neural Networks for Hyperspectral Image Classification Using a New Bayesian Approach

Juan M. Haut, Mercedes E. Paoletti, Javier Plaza, +2

IEEE Transactions on Geoscience and Remote Sensing

Convolutional Neural NetworkEngineeringMachine LearningImage ClassificationImage Analysis +16

Remote Sensing Scene Classification Using Multilayer Stacked Covariance Pooling

Nanjun He, Leyuan Fang, Shutao Li, +2

IEEE Transactions on Geoscience and Remote Sensing

Convolutional Neural NetworkCovariance MatrixEngineeringMachine LearningMulti-image Fusion +14

Feature Extraction With Multiscale Covariance Maps for Hyperspectral Image Classification

Nanjun He, Mercedes E. Paoletti, Juan M. Haut, +4

IEEE Transactions on Geoscience and Remote Sensing

Convolutional Neural NetworkEngineeringMachine LearningMultispectral ImagingFeature Extraction +17