Jon Atli Benediktsson

According to our database1, Jon Atli Benediktsson authored at least 311 papers between 1992 and 2019.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Awards

IEEE Fellow

IEEE Fellow 2004, "For contributions to pattern recognition and data fusion in remote sensing.".

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Other 

Links

Homepages:

On csauthors.net:

Bibliography

2019
Spatial Density Peak Clustering for Hyperspectral Image Classification With Noisy Labels.
IEEE Trans. Geoscience and Remote Sensing, 2019

Deep Learning for Hyperspectral Image Classification: An Overview.
IEEE Trans. Geoscience and Remote Sensing, 2019

A Novel Unsupervised Sample Collection Method for Urban Land-Cover Mapping Using Landsat Imagery.
IEEE Trans. Geoscience and Remote Sensing, 2019

Hyperspectral Image Classification With Squeeze Multibias Network.
IEEE Trans. Geoscience and Remote Sensing, 2019

Automatic Design of Convolutional Neural Network for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2019

Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial Classification.
Remote Sensing, 2019

Spatial-Spectral Feature Fusion Coupled with Multi-Scale Segmentation Voting Decision for Detecting Land Cover Change with VHR Remote Sensing Images.
Remote Sensing, 2019

Multisensor Composite Kernels Based on Extreme Learning Machines.
IEEE Geosci. Remote Sensing Lett., 2019

Novel Land Cover Change Detection Method Based on k-Means Clustering and Adaptive Majority Voting Using Bitemporal Remote Sensing Images.
IEEE Access, 2019

2018
Generative Adversarial Networks for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2018

Extended Random Walker for Shadow Detection in Very High Resolution Remote Sensing Images.
IEEE Trans. Geoscience and Remote Sensing, 2018

Detection and Correction of Mislabeled Training Samples for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2018

Decolorization-Based Hyperspectral Image Visualization.
IEEE Trans. Geoscience and Remote Sensing, 2018

Mapping Urban Areas in China Using Multisource Data With a Novel Ensemble SVM Method.
IEEE Trans. Geoscience and Remote Sensing, 2018

Contextual Online Dictionary Learning for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2018

Extinction Profiles Fusion for Hyperspectral Images Classification.
IEEE Trans. Geoscience and Remote Sensing, 2018

Sparse Representation-Based Augmented Multinomial Logistic Extreme Learning Machine With Weighted Composite Features for Spectral-Spatial Classification of Hyperspectral Images.
IEEE Trans. Geoscience and Remote Sensing, 2018

Landslide Inventory Mapping From Bitemporal High-Resolution Remote Sensing Images Using Change Detection and Multiscale Segmentation.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2018

Gaussian Pyramid Based Multiscale Feature Fusion for Hyperspectral Image Classification.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2018

Simultaneous and Constrained Calibration of Multiple Hyperspectral Images Through a New Generalized Empirical Line Model.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2018

Land Cover Change Detection Based on Adaptive Contextual Information Using Bi-Temporal Remote Sensing Images.
Remote Sensing, 2018

Post-Processing Approach for Refining Raw Land Cover Change Detection of Very High-Resolution Remote Sensing Images.
Remote Sensing, 2018

Multi-Scale Object Histogram Distance for LCCD Using Bi-Temporal Very-High-Resolution Remote Sensing Images.
Remote Sensing, 2018

Refining Land Cover Classification Maps Based on Dual-Adaptive Majority Voting Strategy for Very High Resolution Remote Sensing Images.
Remote Sensing, 2018

Joint bilateral filtering and spectral similarity-based sparse representation: A generic framework for effective feature extraction and data classification in hyperspectral imaging.
Pattern Recognition, 2018

Hyperspectral Image Denoising With Group Sparse and Low-Rank Tensor Decomposition.
IEEE Access, 2018

Data Fusion of Spectral and Visible Images for Resolution Enhancement of Fraction Maps Through Neural Network and Spatial Statistical Features.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Classification of Multi-Spectral Satellite Image Using Hierarchical Clustering Algorithms.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2018

Multi-Scale Structure Extraction for Hyperspectral Image Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017
Automatic Attribute Profiles.
IEEE Trans. Image Processing, 2017

Hyperspectral Image Classification via Multiple-Feature-Based Adaptive Sparse Representation.
IEEE Trans. Instrumentation and Measurement, 2017

Hyperspectral Image Classification Using Principal Components-Based Smooth Ordering and Multiple 1-D Interpolation.
IEEE Trans. Geoscience and Remote Sensing, 2017

Random-Walker-Based Collaborative Learning for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2017

Effective Denoising and Classification of Hyperspectral Images Using Curvelet Transform and Singular Spectrum Analysis.
IEEE Trans. Geoscience and Remote Sensing, 2017

From Subpixel to Superpixel: A Novel Fusion Framework for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2017

A Stepwise Analytical Projected Gradient Descent Search for Hyperspectral Unmixing and Its Code Vectorization.
IEEE Trans. Geoscience and Remote Sensing, 2017

Hyperspectral Anomaly Detection With Attribute and Edge-Preserving Filters.
IEEE Trans. Geoscience and Remote Sensing, 2017

PCA-Based Edge-Preserving Features for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2017

Multiple Kernel Learning for Hyperspectral Image Classification: A Review.
IEEE Trans. Geoscience and Remote Sensing, 2017

Adaptive Spectral-Spatial Compression of Hyperspectral Image With Sparse Representation.
IEEE Trans. Geoscience and Remote Sensing, 2017

Hyperspectral Image Classification With Rotation Random Forest Via KPCA.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2017

Automatic Object-Oriented, Spectral-Spatial Feature Extraction Driven by Tobler's First Law of Geography for Very High Resolution Aerial Imagery Classification.
Remote Sensing, 2017

Semi-Automatic System for Land Cover Change Detection Using Bi-Temporal Remote Sensing Images.
Remote Sensing, 2017

Spatial Technology and Social Media [Scanningthe Issue].
Proceedings of the IEEE, 2017

Spatial Technology and Social Media in Remote Sensing: A Survey.
Proceedings of the IEEE, 2017

Spatial technology and social media in remote sensing: challenges and opportunities [point of view].
Proceedings of the IEEE, 2017

A Novel Methodology to Label Urban Remote Sensing Images Based on Location-Based Social Media Photos.
Proceedings of the IEEE, 2017

Oil Spill Detection via Multitemporal Optical Remote Sensing Images: A Change Detection Perspective.
IEEE Geosci. Remote Sensing Lett., 2017

Automatic selection of molecular descriptors using random forest: Application to drug discovery.
Expert Syst. Appl., 2017

Iterative clustering based active learning for hyperspectral image classification.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Simultaneous empirical line calibration of multiple spectral images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Hyperspectral image classification: A benchmark.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Hyperspectral images classification by fusing extinction profiles feature.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Spectral-spatial online dictionary learning for hyperspectral image classification.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Multiple composite kernel learning for hyperspectral image classification.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Tree-based supervised feature extraction method based on self-dual attribute profiles.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016
A Novel Automatic Change Detection Method for Urban High-Resolution Remotely Sensed Imagery Based on Multiindex Scene Representation.
IEEE Trans. Geoscience and Remote Sensing, 2016

Quantitative Quality Evaluation of Pansharpened Imagery: Consistency Versus Synthesis.
IEEE Trans. Geoscience and Remote Sensing, 2016

Spectral-Spatial Adaptive Sparse Representation for Hyperspectral Image Denoising.
IEEE Trans. Geoscience and Remote Sensing, 2016

Set-to-Set Distance-Based Spectral-Spatial Classification of Hyperspectral Images.
IEEE Trans. Geoscience and Remote Sensing, 2016

Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2016

Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2016

Support Tensor Machines for Classification of Hyperspectral Remote Sensing Imagery.
IEEE Trans. Geoscience and Remote Sensing, 2016

Nonlinear Multiple Kernel Learning With Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2016

Extinction Profiles for the Classification of Remote Sensing Data.
IEEE Trans. Geoscience and Remote Sensing, 2016

Remote Sensing Image Classification Using Attribute Filters Defined Over the Tree of Shapes.
IEEE Trans. Geoscience and Remote Sensing, 2016

MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening Methods.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2016

Spatial-Spectral Hyperspectral Image Classification Using Random Multiscale Representation.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2016

One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing Images.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2016

Hyperspectral Image Classification Via Shape-Adaptive Joint Sparse Representation.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2016

Generalized Differential Morphological Profiles for Remote Sensing Image Classification.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2016

Spectral-Spatial Hyperspectral Image Classification Using Subspace-Based Support Vector Machines and Adaptive Markov Random Fields.
Remote Sensing, 2016

Novel Object-Based Filter for Improving Land-Cover Classification of Aerial Imagery with Very High Spatial Resolution.
Remote Sensing, 2016

A Generalized Image Scene Decomposition-Based System for Supervised Classification of Very High Resolution Remote Sensing Imagery.
Remote Sensing, 2016

Big Data: Practical Applications [Scanning the Issue].
Proceedings of the IEEE, 2016

Big Data for Remote Sensing: Challenges and Opportunities.
Proceedings of the IEEE, 2016

Class-Separation-Based Rotation Forest for Hyperspectral Image Classification.
IEEE Geosci. Remote Sensing Lett., 2016

A Novel Approach for Multispectral Satellite Image Classification Based on the Bat Algorithm.
IEEE Geosci. Remote Sensing Lett., 2016

Hyperspectral Data Classification Using Extended Extinction Profiles.
IEEE Geosci. Remote Sensing Lett., 2016

A novel semi-supervised learning framework for hyperspectral image classification.
IJWMIP, 2016

Extended extinction profile for the classification of hyperspectral images.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Computational Efficiency Active Learning for classification of hyperspectral images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Extinction profiles: A novel approach for the analysis of remote sensing data.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysis.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Region-based classification of remote sensing images with the morphological tree of shapes.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Analyzing Remote Sensing Images with Hierarchial Morphological Representations.
Proceedings of the Handbook of Pattern Recognition and Computer Vision, 5th Ed., 2016

2015
Model-Based Fusion of Multi- and Hyperspectral Images Using PCA and Wavelets.
IEEE Trans. Geoscience and Remote Sensing, 2015

Multiple Feature Learning for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2015

Extended Random Walker-Based Classification of Hyperspectral Images.
IEEE Trans. Geoscience and Remote Sensing, 2015

Intrinsic Image Decomposition for Feature Extraction of Hyperspectral Images.
IEEE Trans. Geoscience and Remote Sensing, 2015

A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area Classification.
IEEE Trans. Geoscience and Remote Sensing, 2015

A Survey on Spectral-Spatial Classification Techniques Based on Attribute Profiles.
IEEE Trans. Geoscience and Remote Sensing, 2015

A Novel Feature Selection Approach Based on FODPSO and SVM.
IEEE Trans. Geoscience and Remote Sensing, 2015

Spectral-Spatial Classification of Hyperspectral Images With a Superpixel-Based Discriminative Sparse Model.
IEEE Trans. Geoscience and Remote Sensing, 2015

Classification of Hyperspectral Images by Exploiting Spectral-Spatial Information of Superpixel via Multiple Kernels.
IEEE Trans. Geoscience and Remote Sensing, 2015

Spectral and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute Profiles.
IEEE Trans. Geoscience and Remote Sensing, 2015

GPU Implementation of Iterative-Constrained Endmember Extraction from Remotely Sensed Hyperspectral Images.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2015

Wavelet-Based Classification of Hyperspectral Images Using Extended Morphological Profiles on Graphics Processing Units.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2015

A Novel Evolutionary Swarm Fuzzy Clustering Approach for Hyperspectral Imagery.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2015

Foreword to the Special Issue on Big Data in Remote Sensing.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2015

On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2015

Challenges and Opportunities of Multimodality and Data Fusion in Remote Sensing.
Proceedings of the IEEE, 2015

Feature Selection Based on Hybridization of Genetic Algorithm and Particle Swarm Optimization.
IEEE Geosci. Remote Sensing Lett., 2015

Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images.
IEEE Geosci. Remote Sensing Lett., 2015

Processing high resolution images of urban areas with self-dual attribute filters.
Proceedings of the Joint Urban Remote Sensing Event, 2015

Automatic Threshold Selection for Profiles of Attribute Filters Based on Granulometric Characteristic Functions.
Proceedings of the Mathematical Morphology and Its Applications to Signal and Image Processing, 2015

MTF-deblurring preprocessing for CS and MRA pansharpening methods.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Model based pansharpening method based on TV and MTF deblurring.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

An interactive color visualization method with multi-image fusion for hyperspectral imagery.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

High resolution visible image completion of urban region using corresponding hyperspectral image.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Enabling intelligent copernicus services for carbon and water balance modeling of boreal forest ecosystems - North state.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

An advanced classifier for the joint use of LiDAR and hyperspectral data: Case study in Queensland, Australia.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Scalable developments for big data analytics in remote sensing.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Automatic morphological attribute profiles.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

On Scalable Data Mining Techniques for Earth Science.
Proceedings of the International Conference on Computational Science, 2015

2014
Pattern Recognition and Classification.
Proceedings of the Encyclopedia of Remote Sensing, 2014

Decision Fusion, Classification of Multisource Data.
Proceedings of the Encyclopedia of Remote Sensing, 2014

Remotely Sensed Image Classification Using Sparse Representations of Morphological Attribute Profiles.
IEEE Trans. Geoscience and Remote Sensing, 2014

Pansharpening With Matting Model.
IEEE Trans. Geoscience and Remote Sensing, 2014

Feature Extraction of Hyperspectral Images With Image Fusion and Recursive Filtering.
IEEE Trans. Geoscience and Remote Sensing, 2014

Spectral-Spatial Hyperspectral Image Classification With Edge-Preserving Filtering.
IEEE Trans. Geoscience and Remote Sensing, 2014

Multilevel Image Segmentation Based on Fractional-Order Darwinian Particle Swarm Optimization.
IEEE Trans. Geoscience and Remote Sensing, 2014

Spectral-Spatial Classification of Hyperspectral Images Based on Hidden Markov Random Fields.
IEEE Trans. Geoscience and Remote Sensing, 2014

Automatic Spectral-Spatial Classification Framework Based on Attribute Profiles and Supervised Feature Extraction.
IEEE Trans. Geoscience and Remote Sensing, 2014

Spectral-Spatial Hyperspectral Image Classification via Multiscale Adaptive Sparse Representation.
IEEE Trans. Geoscience and Remote Sensing, 2014

Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2014

Morphological Profiles Based on Differently Shaped Structuring Elements for Classification of Images With Very High Spatial Resolution.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2014

Automatic Framework for Spectral-Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2014

A Study on the Effectiveness of Different Independent Component Analysis Algorithms for Hyperspectral Image Classification.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2014

Multiple Morphological Profiles From Multicomponent-Base Images for Hyperspectral Image Classification.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2014

Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods.
IEEE Signal Process. Mag., 2014

Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classification.
Pattern Recognition Letters, 2014

Integration of Segmentation Techniques for Classification of Hyperspectral Images.
IEEE Geosci. Remote Sensing Lett., 2014

Spectral-Spatial Classification of Multispectral Images Using Kernel Feature Space Representation.
IEEE Geosci. Remote Sensing Lett., 2014

Accurate point matching based on multi-objective Genetic Algorithm for multi-sensor satellite imagery.
Applied Mathematics and Computation, 2014

FODSPO based feature selection for hyperspectral remote sensing data.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Model based PCA/wavelet fusion of multispectral and hyperspectral images.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A new framework for hyperspectral image classification using multiple spectral and spatial features.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Extended random walkers for hyperspectral image classification.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Fusion of hyperspectral and LiDAR data in classification of urban areas.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Spectral-spatial hyperspectral classification via shape-adaptive sparse representation.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

An ICA based approach to hyperspectral image feature reduction.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Smart data analytics methods for remote sensing applications.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A comparison of self-dual attribute profiles based on different filter rules for classification.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013
Adaptive Markov Random Fields for Joint Unmixing and Segmentation of Hyperspectral Images.
IEEE Trans. Image Processing, 2013

A Novel Technique for Optimal Feature Selection in Attribute Profiles Based on Genetic Algorithms.
IEEE Trans. Geoscience and Remote Sensing, 2013

Generalized Composite Kernel Framework for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2013

Semisupervised Self-Learning for Hyperspectral Image Classification.
IEEE Trans. Geoscience and Remote Sensing, 2013

Detection of Hedges in a Rural Landscape Using a Local Orientation Feature: From Linear Opening to Path Opening.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2013

Hyperspectral Unmixing on GPUs and Multi-Core Processors: A Comparison.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2013

Spectral Derivative Features for Classification of Hyperspectral Remote Sensing Images: Experimental Evaluation.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2013

Unsupervised methods for the classification of hyperspectral images with low spatial resolution.
Pattern Recognition, 2013

Parsimonious Mahalanobis kernel for the classification of high dimensional data.
Pattern Recognition, 2013

Land-Cover Mapping by Markov Modeling of Spatial-Contextual Information in Very-High-Resolution Remote Sensing Images.
Proceedings of the IEEE, 2013

Advances in Spectral-Spatial Classification of Hyperspectral Images.
Proceedings of the IEEE, 2013

Advances in Very-High-Resolution Remote Sensing [Scanning the Issue].
Proceedings of the IEEE, 2013

Automatic Generation of Standard Deviation Attribute Profiles for Spectral-Spatial Classification of Remote Sensing Data.
IEEE Geosci. Remote Sensing Lett., 2013

Change Detection in VHR Images Based on Morphological Attribute Profiles.
IEEE Geosci. Remote Sensing Lett., 2013

A comparative study of different ICA algorithms for hyperspectral image analysis.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Smooth spectral unmixing using total variation regularization and a first order roughness penalty.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Sparse representation of hyperspectral data using CUR matrix decomposition.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Hyperspectral image denoising using a new linear model and Sparse Regularization.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Pansharpening via sparsity optimization using overcomplete transforms.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Pansharpening of remote sensing images with a matting model.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Spectral-spatial classification based on integrated segmentation.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012
Spectral-Spatial Classification of Hyperspectral Data Based on a Stochastic Minimum Spanning Forest Approach.
IEEE Trans. Image Processing, 2012

A Marker-Based Approach for the Automated Selection of a Single Segmentation From a Hierarchical Set of Image Segmentations.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2012

Classification of Pansharpened Urban Satellite Images.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2012

Retrieval of the Height of Buildings From WorldView-2 Multi-Angular Imagery Using Attribute Filters and Geometric Invariant Moments.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2012

A spatial-spectral kernel-based approach for the classification of remote-sensing images.
Pattern Recognition, 2012

Very High-Resolution Remote Sensing: Challenges and Opportunities [Point of View].
Proceedings of the IEEE, 2012

Automatic Extraction of Ellipsoidal Features for Planetary Image Registration.
IEEE Geosci. Remote Sensing Lett., 2012

Linear Versus Nonlinear PCA for the Classification of Hyperspectral Data Based on the Extended Morphological Profiles.
IEEE Geosci. Remote Sensing Lett., 2012

Classification of Remote Sensing Optical and LiDAR Data Using Extended Attribute Profiles.
J. Sel. Topics Signal Processing, 2012

A new parallel tool for classification of remotely sensed imagery.
Computers & Geosciences, 2012

An efficient method for segmentation of images based on fractional calculus and natural selection.
Expert Syst. Appl., 2012

Spectral derivative features for supervised classification of remote sensing data: An experimental evaluation.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Markov random field models for supervised land cover classification from very high resolution multispectral remote sensing images.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012

A smooth hyperspectral unmixing method using cyclic descent.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hyperspectral image denoising using 3D wavelets.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A novel supervised feature selection technique based on genetic algorithms.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A new pansharpening method using an explicit image formation model regularized via Total Variation.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameter.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hedges detection using local directional features and support vector data description.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Comparison of ITPCA and IRMAD for automatic change detection using initial change mask.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Input-output-consistent domain adaptation algorithm for remote sensing data classification.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Classification of hyperspectral images based on weighted DMPS.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A New Multiple Classifier System for Semi-supervised Analysis of Hyperspectral Images.
Proceedings of the ICPRAM 2012, 2012

2011
Hyperspectral Image Classification With Independent Component Discriminant Analysis.
IEEE Trans. Geoscience and Remote Sensing, 2011

A Parallel Simulated Annealing Approach to Band Selection for High-Dimensional Remote Sensing Images.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2011

Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis.
IEEE Geosci. Remote Sensing Lett., 2011

Spectral Unmixing for the Classification of Hyperspectral Images at a Finer Spatial Resolution.
J. Sel. Topics Signal Processing, 2011

Introduction to the Issue on Advances in Remote Sensing Image Processing.
J. Sel. Topics Signal Processing, 2011

Hyperspectral change detection with IR-MAD and initial change mask.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Extended morphological profiles using auto-associative neural networks for hyperspectral data classification.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Joint spectral classification and unmixing using adaptative pixel neighborhoods.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Self-dual Attribute Profiles for the Analysis of Remote Sensing Images.
Proceedings of the Mathematical Morphology and Its Applications to Image and Signal Processing, 2011

Hierarchical Analysis of Remote Sensing Data: Morphological Attribute Profiles and Binary Partition Trees.
Proceedings of the Mathematical Morphology and Its Applications to Image and Signal Processing, 2011

Unsupervised classification and spectral unmixing for sub-pixel labelling.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Classification using Extended Morphological Attribute Profiles based on different feature extraction techniques.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

A general approach to the spatial simplification of remote sensing images based on morphological connected filters.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Hyperspectral change detection using IR-MAD and feature reduction.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Urban area product simulation for the EnMap hyperspectral sensor.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Mahalanobis kernel based on probabilistic principal component.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Scalable semi-supervised classification of hyperspectral remote sensing data with spectral and spatial information.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Greetings from GRSS president.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

A Stochastic Minimum Spanning Forest approach for spectral-spatial classification of hyperspectral images.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Marker-based Hierarchical Segmentation and classification approach for hyperspectral imagery.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
Segmentation and Classification of Hyperspectral Images Using Minimum Spanning Forest Grown From Automatically Selected Markers.
IEEE Trans. Systems, Man, and Cybernetics, Part B, 2010

Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data.
IEEE Trans. Geoscience and Remote Sensing, 2010

Multiple Spectral-Spatial Classification Approach for Hyperspectral Data.
IEEE Trans. Geoscience and Remote Sensing, 2010

Morphological Attribute Profiles for the Analysis of Very High Resolution Images.
IEEE Trans. Geoscience and Remote Sensing, 2010

Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images.
Pattern Recognition Letters, 2010

Segmentation and classification of hyperspectral images using watershed transformation.
Pattern Recognition, 2010

SVM- and MRF-Based Method for Accurate Classification of Hyperspectral Images.
IEEE Geosci. Remote Sensing Lett., 2010

Independent Component Discriminant Analysis for hyperspectral image classification.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Classification of hyperspectral images by using morphological attribute filters and Independent Component Analysis.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Unsupervised Change-Detection in Retinal Images by a Multiple-Classifier Approach.
Proceedings of the Multiple Classifier Systems, 9th International Workshop, 2010

Super-resolution: an efficient method to improve spatial resolution of hyperspectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Crater detection based on marked point processes.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

A multiple classifier approach for spectral-spatial classification of hyperspectral data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Image fusion for classification of high resolution images based on mathematical morphology.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Classification of hyperspectral images with Extended Attribute Profiles and feature extraction techniques.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Mahalanobis kernel for the classification of hyperspectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

2009
Spectral-Spatial Classification of Hyperspectral Imagery Based on Partitional Clustering Techniques.
IEEE Trans. Geoscience and Remote Sensing, 2009

Ensemble Classification Algorithm for Hyperspectral Remote Sensing Data.
IEEE Geosci. Remote Sensing Lett., 2009

Kernel Principal Component Analysis for the Classification of Hyperspectral Remote Sensing Data over Urban Areas.
EURASIP J. Adv. Sig. Proc., 2009

Impact of different morphological profiles on the classification accuracy of urban hyperspectral data.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Classification of hyperspectral images using automatic marker selection and Minimum Spanning Forest.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Classifying Remote Sensing Data with Support Vector Machines and Imbalanced Training Data.
Proceedings of the Multiple Classifier Systems, 8th International Workshop, 2009

Hierarchical Ensemble Support Cluster Machine.
Proceedings of the Multiple Classifier Systems, 8th International Workshop, 2009

Ensemble Strategies for Classifying Hyperspectral Remote Sensing Data.
Proceedings of the Multiple Classifier Systems, 8th International Workshop, 2009

Fusion of Multisource Data Sets from Agricultural Areas for Improved Land Cover Classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Ensemble Methods for Spectral-spatial Classification of Urban Hyperspectral Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

On the Use of ICA for Hyperspectral Image Analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Classification based Marker Selection for Watershed Transform of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Speckle Reduction of TerraSAR-X Imagery using TV Segmentation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Speckle Reduction of SAR Images using Sure-based Adaptive Sigmoid Thresholding in the Wavelet Domain.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Morphological Attribute Filters for the Analysis of Very High Resolution Remote Sensing Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Kernel Principal Component Analysis for the Construction of the Extended Morphological Profile.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Band Selection for Hyperspectral Images based on Parallel Particle Swarm Optimization Schemes.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Directional mathematical morphology for the detection of the road network in Very High Resolution remote sensing images.
Proceedings of the International Conference on Image Processing, 2009

2008
Michael J. Barnsley.
IEEE Trans. Geoscience and Remote Sensing, 2008

Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles.
IEEE Trans. Geoscience and Remote Sensing, 2008

Editorial.
IEEE Trans. Geoscience and Remote Sensing, 2008

Model-Based Satellite Image Fusion.
IEEE Trans. Geoscience and Remote Sensing, 2008

An Unsupervised Technique Based on Morphological Filters for Change Detection in Very High Resolution Images.
IEEE Geosci. Remote Sensing Lett., 2008

On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separation.
Neurocomputing, 2008

Semi-Supervised Classifier Ensembles for Classifying Remote Sensing Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Gradient Optimization for multiple kernel's parameters in support vector machines classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Segmentation and Classification of Hyperspectral Data using Watershed.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Speckle Reduction of SAR Images in the Bandlet Domain.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Combined Wavelet and Contourlet Denoising of SAR Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Cluster-Based Ensemble Classification for Hyperspectral Remote Sensing Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Ensemble Methods for Classification of Hyperspectral Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernel.
Proceedings of the International Conference on Image Processing, 2008

2007
Fusion of Support Vector Machines for Classification of Multisensor Data.
IEEE Trans. Geoscience and Remote Sensing, 2007

Multiple Classifier Systems in Remote Sensing: From Basics to Recent Developments.
Proceedings of the Multiple Classifier Systems, 7th International Workshop, 2007

Fusion of support vector machines for classifying SAR and multispectral imagery from agricultural areas.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Combined wavelet and curvelet denoising of SAR images using TV segmentation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Smoothing of fused spectral consistent satellite images with TV-based edge detection.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007


European perspectives in hyperspectral data analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

A joint spatial and spectral SVM's classification of panchromatic images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

On spatial priors for satellite image fusion.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

2006
Decision Fusion for the Classification of Urban Remote Sensing Images.
IEEE Trans. Geoscience and Remote Sensing, 2006

Random Forests for land cover classification.
Pattern Recognition Letters, 2006

Classification of remote sensing images from urban areas using a fuzzy possibilistic model.
IEEE Geosci. Remote Sensing Lett., 2006

Smoothing of Fused Spectral Consistent Satellite Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Advanced Processing of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Fusion of Morphological and Spectral Information for Classification of Hyperspectal Urban Remote Sensing Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

A Combined Support Vector Machines Classification Based on Decision Fusion.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Evaluation of Kernels for Multiclass Classification of Hyperspectral Remote Sensing Data.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

2005
Classification of hyperspectral data from urban areas based on extended morphological profiles.
IEEE Trans. Geoscience and Remote Sensing, 2005

Translation invariant combined denoising algorithm.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2005), 2005

Spectral consistent satellite image fusion: using a high resolution panchromatic and low resolution multi-spectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Street tracking based on SAR data from urban areas.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Random forest classifiers for hyperspectral data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Fusion of methods for the classification of remote sensing images from urban areas.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

2004
Exploiting spectral and spatial information in hyperspectral urban data with high resolution.
IEEE Geosci. Remote Sensing Lett., 2004

Combined wavelet and curvelet denoising of SAR images.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Source based feature extraction for support vector machines in hyperspectral classification.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Random Forest classification of multisource remote sensing and geographic data.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Classification of remote sensing images from urban areas using a fuzzy model.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Decision level fusion in classification of hyperspectral data from urban areas.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

2003
Almost translation invariant wavelet transformations for speckle reduction of SAR images.
IEEE Trans. Geoscience and Remote Sensing, 2003

Foreword to the special issue on urban remote sensing by satellite.
IEEE Trans. Geoscience and Remote Sensing, 2003

Editorial.
IEEE Trans. Geoscience and Remote Sensing, 2003

Multisource remote sensing data classification based on consensus and pruning.
IEEE Trans. Geoscience and Remote Sensing, 2003

Classification and feature extraction for remote sensing images from urban areas based on morphological transformations.
IEEE Trans. Geoscience and Remote Sensing, 2003

2002
Correction to "the effect of classifier agreement on the accuracy of the combined classifier in decision level fusion".
IEEE Trans. Geoscience and Remote Sensing, 2002

Multiple classifiers applied to multisource remote sensing data.
IEEE Trans. Geoscience and Remote Sensing, 2002

Speckle reduction of SAR images in the curvelet domain.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

Wavelet feature extraction and genetic feature selection for multisource data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

Double density wavelet transformation for speckle reduction of SAR images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

An investigation of multiple self-organizing feature maps for classification of multisource data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

Morphological profiles used for classification of data from urban areas.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

2001
The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion.
IEEE Trans. Geoscience and Remote Sensing, 2001

A new approach for the morphological segmentation of high-resolution satellite imagery.
IEEE Trans. Geoscience and Remote Sensing, 2001

Boosting, Bagging, and Consensus Based Classification of Multisource Remote Sensing Data.
Proceedings of the Multiple Classifier Systems, Second International Workshop, 2001

2000
Consensus Based Classification of Multisource Remote Sensing Data.
Proceedings of the Multiple Classifier Systems, First International Workshop, 2000

Image Segmentation Based on the Derivative of the Morphological Profile.
Proceedings of the 5th International Symposium on Mathematical Morphology and its Applications to Image and Signal Processing, 2000

1999
Classification of multisource and hyperspectral data based on decision fusion.
IEEE Trans. Geoscience and Remote Sensing, 1999

1997
Hybrid consensus theoretic classification.
IEEE Trans. Geoscience and Remote Sensing, 1997

1996
Optimized consensus theory.
Proceedings of the 1996 IEEE International Conference on Acoustics, 1996

1995
Classification and feature extraction of AVIRIS data.
IEEE Trans. Geoscience and Remote Sensing, 1995

1993
Parallel consensual neural networks.
Proceedings of International Conference on Neural Networks (ICNN'88), San Francisco, CA, USA, March 28, 1993

1992
Consensus theoretic classification methods.
IEEE Trans. Systems, Man, and Cybernetics, 1992


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