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Jón Atli Benediktsson - Professor

Jón Atli Benediktsson

–

School of Engineering and Natural Sciences

Jón Atli Benediktsson

Professor

Location
Tæknigarður / Tg-225
Email
benedikt [at] hi.is

Unit
Faculty of Electrical and Computer Engineering
Website
https://benedikt.hi.is/
Published Work
Jón Atli Benediktsson - published work

Curriculum Vitae
Jón Atli Benediktsson - Curriculum Vitae
ORCID site
https://orcid.org/0000-0003-0621-9647
Research portal – Jón Atli Benediktsson

Professional Experience

2015 - , Professor, University of Iceland
2009 - 2015, Pro-Rector of Science and Academic Affairs, University of Iceland from Feb
2006 - 2009, Director of Academic Development Rector's/President's Office, University of Iceland
2005 - 2008, Member of Ad Hoc Graduate Faculty, University of Louisville Louisville
1999 - 2004, Chairman, Metan Ltd
1999 - 2004, Visiting Professor, Kingston University Kingston Upon Thames UK
1998 - 1998, Visiting Scholar DTU, DTU Lyngby Denmark
1998 - 1998, Visiting Scientist at JRC, Joint Research Centre (JRC), European Commission, Ispra, Italy
1991 - 1996, On the academic staff of the University - Full Professor from 1996, University of Iceland
1995 - 1995, Visiting Scholar Purdue University, Purdue University, W. Lafayette, Indiana, USA
1986 - 1990, Research Assistant, School of Electrical Engineering and Laboratory for Application of Remote Sensing (LARS) Purdue University
1984 - 1985, Employed by the Engineering Research Institute, University of Iceland

Published works

2026

Fully Blind Hyperspectral Unmixing Without Explicit Mixing Models or Endmember InitializationIEEE Transactions on Geoscience and Remote Sensing
Hyperspectral imagingNature Reviews Methods Primers
Dual-Branch Token Selection Fusion Network for Hyperspectral Image Classification with Few Labeled SamplesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
FlexiMoIEEE Transactions on Geoscience and Remote Sensing

2025

Physical Interpretation of Microwave Emission From Snow-Covered Stratified Sea Ice With Rough BoundariesIEEE Transactions on Geoscience and Remote Sensing
Hybrid Deep Learning Models for Remote Sensing Image ProcessingProceedings of the IEEE
Urban visual-spatial intelligencenpj Urban Sustainability
Land cover change detection with hyperspectral remote sensing imagesInformation Fusion
Quantum Computing for Remote Sensing Image Analysis
Hierarchical Feature Fusion Triple Network for Change Detection With Bitemporal Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Newly established forests dominated global carbon sequestration change induced by land cover conversionsNature Communications
MM-TrackerProceedings of the AAAI Conference on Artificial Intelligence

2024

Sample Iterative Enhancement Approach for Improving Classification Performance of Hyperspectral ImageryIEEE Geoscience and Remote Sensing Letters
DRBM-ClustNetIEEE Transactions on Neural Networks and Learning Systems
Multimodal artificial intelligence foundation modelsInnovation Geoscience
Exploring Transformer-Based Direction-of-Arrival Estimation Over Sea SurfaceIEEE Transactions on Geoscience and Remote Sensing
Iterative Sample Generation and Balance Approach for Improving Hyperspectral Remote Sensing Imagery Classification with Deep Learning NetworkIEEE Transactions on Geoscience and Remote Sensing
SpectralGPTIEEE Transactions on Pattern Analysis and Machine Intelligence
Proven Approaches of Using Innovative High-Performance Computing Architectures in Remote Sensing
Pansharpening Based on Multimodal Texture Correction and Adaptive Edge Detail FusionRemote Sensing
Interpretable foundation models as decryptors peering into the Earth systemInnovation
Small-sample classification for hyperspectral images with EPF-based smooth orderingIEEE Transactions on Geoscience and Remote Sensing

2023

Iterative Training Sample Augmentation for Enhancing Land Cover Change Detection Performance With Deep Learning Neural NetworkIEEE Transactions on Neural Networks and Learning Systems
Novel Land-Cover Classification Approach with Nonparametric Sample Augmentation for Hyperspectral Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Novel Adaptive Region Spectral-Spatial Features for Land Cover Classification With High Spatial Resolution Remotely Sensed ImageryIEEE Transactions on Geoscience and Remote Sensing
Comprehensive mapping of lunar surface chemistry by adding Chang'e-5 samples with deep learningNature Communications
Spatial-Contextual Information Utilization Framework for Land Cover Change Detection With Hyperspectral Remote Sensed ImagesIEEE Transactions on Geoscience and Remote Sensing
ForewordIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
IESRGANRemote Sensing
Novel Piecewise Distance Based on Adaptive Region Key-Points Extraction for LCCD with VHR Remote-Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Augmented GBM Nonlinear Model to Address Spectral Variability for Hyperspectral UnmixingRemote Sensing
Hierarchical Attention Feature Fusion-Based Network for Land Cover Change Detection with Homogeneous and Heterogeneous Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Deep-Learning-Based 3-D Surface Reconstruction-A SurveyProceedings of the IEEE
Novel Enhanced UNet for Change Detection Using Multimodal Remote Sensing ImageIEEE Geoscience and Remote Sensing Letters

2022

A Pan-Sharpening Method with Beta-Divergence Non-Negative Matrix Factorization in Non-Subsampled Shear Transform DomainRemote Sensing
A General Spline-Based Method for Centerline Extraction from Different Segmented Road Maps in Remote Sensing ImageryRemote Sensing
Asymmetric Hash Code Learning for Remote Sensing Image RetrievalIEEE Transactions on Geoscience and Remote Sensing
Welcome from the General ChairsICCC 2022 - IEEE 10th Jubilee International Conference on Computational Cybernetics and Cyber-Medical Systems, Proceedings
Landslide Inventory Mapping on VHR Images via Adaptive Region Shape SimilarityIEEE Transactions on Geoscience and Remote Sensing
Predicting Classification Performance for Benchmark Hyperspectral DatasetsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spatial-Spectral Attention Network Guided With Change Magnitude Image for Land Cover Change Detection Using Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Land Cover Change Detection TechniquesIEEE Geoscience and Remote Sensing Magazine
Object-Based Sorted-Histogram Similarity Measurement for Detecting Land Cover Change with VHR Remote Sensing ImagesIEEE Geoscience and Remote Sensing Letters
A Multispectral and Panchromatic Images Fusion Method Based on Weighted Mean Curvature Filter DecompositionApplied Sciences (Switzerland)
Remote sensing image fusion based on NSST and parameter adaptive PCNNJournal of Applied Remote Sensing
Simple Multiscale UNet for Change Detection With Heterogeneous Remote Sensing ImagesIEEE Geoscience and Remote Sensing Letters
Land Cover Change Detection With Heterogeneous Remote Sensing ImagesProceedings of the IEEE

2021

Distributed Computing for Remotely Sensed Data ProcessingProceedings of the IEEE
Training Samples Enriching Approach for Classification Improvement of VHR Remote Sensing ImageIEEE Geoscience and Remote Sensing Letters
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing ImagesIEEE Geoscience and Remote Sensing Magazine
Novel Automatic Approach for Land Cover Change Detection by Using VHR Remote Sensing ImagesIEEE Geoscience and Remote Sensing Letters
PRACTICE AND EXPERIENCE IN USING PARALLEL AND SCALABLE MACHINE LEARNING IN REMOTE SENSING FROM HPC OVER CLOUD TO QUANTUM COMPUTING
Iterative Training Sample Expansion to Increase and Balance the Accuracy of Land Classification from VHR ImageryIEEE Transactions on Geoscience and Remote Sensing
Deep Hashing Learning for Visual and Semantic Retrieval of Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
BS-McLIEEE Transactions on Geoscience and Remote Sensing
A novel optimal multi-pattern matching method with wildcards for DNA sequenceTechnology and Health Care
Adaptive region-based post-classification framework for land-cover mapping improvement using very high spatial resolution optical imageryJournal of Applied Remote Sensing
Functional Feature Extraction for Hyperspectral Image Classification With Adaptive Rational Function ApproximationIEEE Transactions on Geoscience and Remote Sensing
Local Histogram-Based Analysis for Detecting Land Cover Change Using VHR Remote Sensing ImagesIEEE Geoscience and Remote Sensing Letters
Diagnostic Analysis on Change Vector Analysis Methods for LCCD Using Remote Sensing ImagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Scheduling-Guided Automatic Processing of Massive Hyperspectral Image Classification on Cloud Computing ArchitecturesIEEE Transactions on Cybernetics

2020

Lunar impact crater identification and age estimation with Chang’E data by deep and transfer learningNature Communications
Supervised Functional Data Discriminant Analysis for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Supervised classification methods in hyperspectral imaging—recent advances
An Object-Oriented Color Visualization Method with Controllable Separation for Hyperspectral ImageryApplied Sciences
Hyperspectral Mixed Gaussian and Sparse Noise ReductionIEEE Geoscience and Remote Sensing Letters
Metrological hyperspectral image analysis through spectral differences
Spatially Enhanced Spectral Unmixing Through Data Fusion of Spectral and Visible Images from Different SensorsRemote Sensing
Feature Extraction for Hyperspectral ImageryIEEE Geoscience and Remote Sensing Magazine
Reconstruction Of Fraction Surfaces From Data With Corrupted Pixels
A Multispectral and Multiangle 3-D Convolutional Neural Network for the Classification of ZY-3 Satellite Images Over Urban AreasIEEE Transactions on Geoscience and Remote Sensing
Landslide Inventory Mapping with Bitemporal Aerial Remote Sensing Images Based on the Dual-Path Fully Convolutional NetworkIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Object-oriented key point vector distance for binary land cover change detection using vhr remote sensing imagesIEEE Transactions on Geoscience and Remote Sensing
Deep TECRemote Sensing
Automatic Landslide Inventory Mapping Approach Based on Change Detection Technique With Very-High-Resolution ImagesIEEE Geoscience and Remote Sensing Letters
Hyperspectral and Spatially Apadptive Unmixing for Analytical Reconstruction of Fraction Surfaces from Data with Corrupt Pixels

2019

A class-oriented visualization method for hyperspectral imagery
A metrological spectral difference space for the statistical modelling of hyperspectral images
FPA clustEvolutionary Intelligence
Deep learning for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Multisensor Composite Kernels Based on Extreme Learning MachinesIEEE Geoscience and Remote Sensing Letters
Hierarchical clustering approaches for flood assessment using multi-sensor satellite imagesInternational Journal of Image and Data Fusion
Multisource and multitemporal data fusion in remote sensingIEEE Geoscience and Remote Sensing Magazine
Novel Land Cover Change Detection Method Based on k-Means Clustering and Adaptive Majority Voting Using Bitemporal Remote Sensing ImagesIEEE Access
Feature extraction from hyperspectral images using learned edge structuresRemote Sensing Letters
Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial ClassificationRemote Sensing
Spatial–Spectral Feature Fusion Coupled with Multi-Scale Segmentation Voting Decision for Detecting Land Cover Change with VHR Remote Sensing ImagesRemote Sensing
Nomination-favoured opinion pool for optical-SAR-synergistic rice mapping in face of weakened flooding signalsISPRS Journal of Photogrammetry and Remote Sensing
Remotely sensed big dataProceedings of the IEEE
Remote sensing big data classification with high performance distributed deep learningRemote Sensing
Vegetation Cover Estimation Using Convolutional Neural NetworksIEEE Access
Fusion of multiple edge-preserving operations for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Novel adaptive histogram trend similarity approach for land cover change detection by using bitemporal very-high-resolution remote sensing imagesIEEE Transactions on Geoscience and Remote Sensing
A novel unsupervised sample collection method for urban land-cover mapping using landsat imageryIEEE Transactions on Geoscience and Remote Sensing
Training sample refining method using an adaptive neighbor to improve the classification performance of very high-spatial resolution remote sensing imagesJournal of Applied Remote Sensing
Hyperspectral Image Classification With Squeeze Multibias NetworkIEEE Transactions on Geoscience and Remote Sensing
Novel Multi-Scale Filter Profile-Based Framework for VHR Remote Sensing Image ClassificationRemote Sensing
Automatic design of convolutional neural network for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Spatial Density Peak Clustering for Hyperspectral Image Classification with Noisy LabelsIEEE Transactions on Geoscience and Remote Sensing
Classification of Multi-Spectral Satellite Image Using Hierarchical Clustering Algorithms
A Semi-Supervised Approach Towards Land Cover Mapping with Sentinel-2 Desnse Time-Series Imagery

2018

Hekla Volcano, Iceland, in the 20th Century: Lava Volumes, Production Rates, and Effusion RatesGeophysical Research Letters
Contextual Online Dictionary Learning for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Extended Random Walker for Shadow Detection in Very High Resolution Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Historical lava flow fields at Hekla volcano, South IcelandJökull
Multi-Scale Object Histogram Distance for LCCD Using Bi-Temporal Very-High-Resolution Remote Sensing ImagesRemote Sensing
Landslide Inventory Mapping from Bitemporal High-Resolution Remote Sensing Images Using Change Detection and Multiscale SegmentationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Land Cover Change Detection Based on Adaptive Contextual Information Using Bi-Temporal Remote Sensing ImagesRemote Sensing
Post-Processing Approach for Refining Raw Land Cover Change Detection of Very High-Resolution Remote Sensing ImagesRemote Sensing
Multi-scale structure extraction for hyperspectral image classification
Hyperspectral Image Denoising With Group Sparse and Low-Rank Tensor DecompositionIEEE Access
Refining Land Cover Classification Maps Based on Dual-Adaptive Majority Voting Strategy for Very High Resolution Remote Sensing ImagesRemote Sensing
Mathematical models and methods for remote sensing image analysis
A modified mean filter for improving the classification performance of very high-resolution remote-sensing imageryInternational Journal of Remote Sensing
Sparse Representation-Based Augmented Multinomial Logistic Extreme Learning Machine with Weighted Composite Features for Spectral-Spatial Classification of Hyperspectral ImagesIEEE Transactions on Geoscience and Remote Sensing
Detection and Correction of Mislabeled Training Samples for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Of mosses and men: Plant succession, soil development and soil carbon accretion in the sub-Arctic volcanic landscape of Hekla, IcelandProgress in Physical Geography: Earth and Environment
Simultaneous and constrained calibration of multiple hyperspectral images through a new generalized empirical line modelIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Decolorization-based hyperspectral image visualizationIEEE Transactions on Geoscience and Remote Sensing
Generative Adversarial Networks for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Mapping urban areas in China using multisource data with a novel ensemble SVM methodIEEE Transactions on Geoscience and Remote Sensing
Extinction Profiles Fusion for Hyperspectral Images ClassificationIEEE Transactions on Geoscience and Remote Sensing
Joint bilateral filtering and spectral similarity-based sparse representationPattern Recognition
Data Fusion of Spectral and Visible Images for Resolution Enhancement of Fraction Maps Through Neural Network and Spatial Statistical Features
Gaussian Pyramid Based Multiscale Feature Fusion for Hyperspectral Image ClassificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Remote Sensing Data Fusion
Classification of Multi-Spectral Satellite Image Using Hierarchical Clustering Algorithms Sushant Kulkarni
ACM NANOCOM 2018Proceedings of the 5th ACM International Conference on Nanoscale Computing and Communication, NANOCOM 2018
New Frontiers in Spectral-Spatial Hyperspectral Image ClassificationIEEE Geoscience and Remote Sensing Magazine

2017

A Novel Methodology to Label Urban Remote Sensing Images Based on Location-Based Social Media PhotosProceedings of the IEEE
Effective denoising and classification of hyperspectral images using curvelet transform and singular spectrum analysisIEEE Transactions on Geoscience and Remote Sensing
Automatic selection of molecular descriptors using random forestExpert Systems with Applications
Iterative clustering based active learning for hyperspectral image classification
Automatic Object-Oriented, Spectral-Spatial Feature Extraction Driven by Tobler’s First Law of Geography for Very High Resolution Aerial Imagery ClassificationRemote Sensing
A Stepwise Analytical Projected Gradient Descent Search for Hyperspectral Unmixing and Its Code VectorizationIEEE Transactions on Geoscience and Remote Sensing
Oil Spill Detection via Multitemporal Optical Remote Sensing ImagesIEEE Geoscience and Remote Sensing Letters
Hyperspectral Image Classification with Rotation Random Forest Via KPCAIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral images classification by fusing extinction profiles feature
Multiple composite kernel learning for hyperspectral image classification
Hyperspectral Anomaly Detection with Attribute and Edge-Preserving FiltersIEEE Transactions on Geoscience and Remote Sensing
Spectral-spatial online dictionary learning for hyperspectral image classification
Multiple Kernel Learning for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Automatic Attribute ProfilesIEEE Transactions on Image Processing
PCA-Based Edge-Preserving Features for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
From Subpixel to SuperpixelIEEE Transactions on Geoscience and Remote Sensing
Developing a general post-classification framework for land-cover mapping improvement using high-spatial-resolution remote sensing imageryRemote Sensing Letters
Spatial Technology and Social Media in Remote SensingProceedings of the IEEE
Spatial technology and social media in remote sensingProceedings of the IEEE
Interactive multi-image colour visualization for hyperspectral imageryInternational Journal of Remote Sensing
Spatial Technology and Social Media in Remote Sensing – Point of ViewProceedings of the IEEE
Random-walker-based collaborative learning for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Semi-Automatic System for Land Cover Change Detection Using Bi-Temporal Remote Sensing ImagesRemote Sensing
Tree-based supervised feature extraction method based on self-dual attribute profiles
Adaptive Spectral-Spatial Compression of Hyperspectral Image with Sparse RepresentationIEEE Transactions on Geoscience and Remote Sensing
Hyperspectral image classification via multiple-feature-based adaptive sparse representationIEEE Transactions on Instrumentation and Measurement
Spatial Technology and Social Media [Scanningthe Issue]Proceedings of the IEEE
Simultaneous empirical line calibration of multiple spectral images
Hyperspectral Image Classification Using Principal Components-Based Smooth Ordering and Multiple 1-D InterpolationIEEE Transactions on Geoscience and Remote Sensing
Hyperspectral image classification

2016

Fjármögnun Háskóla ÍslandsLæknablaðið
Extinction profiles
A novel hierarchical clustering technique based on splitting and mergingInternational Journal of Image and Data Fusion
Structural Sparse RepresentationSensing and Imaging
Quantitative Quality Evaluation of Pansharpened ImageryIEEE Transactions on Geoscience and Remote Sensing
Hyperspectral Image Classification Via Shape-Adaptive Joint Sparse RepresentationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Class-Separation-Based Rotation Forest for Hyperspectral Image ClassificationIEEE Geoscience and Remote Sensing Letters
One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing ImagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A Novel Approach for Multispectral Satellite Image Classification Based on the Bat AlgorithmIEEE Geoscience and Remote Sensing Letters
A Novel Automatic Change Detection Method for Urban High-Resolution Remotely Sensed Imagery Based on Multiindex Scene RepresentationIEEE Transactions on Geoscience and Remote Sensing
SAR Image Despeckling Via Structural Sparse RepresentationSensing and Imaging
Novel Object-Based Filter for Improving Land-Cover Classification of Aerial Imagery with Very High Spatial ResolutionRemote Sensing
Fjármögnun Háskóla ÍslandsLaeknabladid
Hyperspectral data classification using extended extinction profilesIEEE Geoscience and Remote Sensing Letters
Big Data for Remote SensingProceedings of the IEEE
A toolbox for unsupervised change detection analysisInternational Journal of Remote Sensing
Spatial-Spectral Hyperspectral Image Classification Using Random Multiscale RepresentationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A generalized image scene decomposition-based system for supervised classification of very high resolution remote sensing imageryRemote Sensing
A novel semi-supervised learning framework for hyperspectral image classificationInternational Journal of Wavelets, Multiresolution and Information Processing
Extinction Profiles for the Classification of Remote Sensing DataIEEE Transactions on Geoscience and Remote Sensing
Extended extinction profile for the classification of hyperspectral images
Set-to-Set Distance-Based Spectral-Spatial Classification of Hyperspectral ImagesIEEE Transactions on Geoscience and Remote Sensing
Nonlinear Multiple Kernel Learning with Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Support Tensor Machines for Classification of Hyperspectral Remote Sensing ImageryIEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatial Adaptive Sparse Representation for Hyperspectral Image DenoisingIEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatial Hyperspectral Image Classification Using Subspace-Based Support Vector Machines and Adaptive Markov Random FieldsRemote Sensing
Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening MethodsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysis
Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Fjármögnun Háskóla ÍslandsLæknablaðið
Computational Efficiency Active Learning for classification of hyperspectral images
Big DataProceedings of the IEEE
Region-based classification of remote sensing images with the morphological tree of shapes
Remote Sensing Image Classification Using Attribute Filters Defined over the Tree of ShapesIEEE Transactions on Geoscience and Remote Sensing
Generalized Differential Morphological Profiles for Remote Sensing Image ClassificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

2015

Land-cover classification using both hyperspectral and LiDAR dataInternational Journal of Image and Data Fusion
Mathematical morphology and its applications to signal and image processing
Processing high resolution images of urban areas with self-dual attribute filters
Enabling intelligent copernicus services for carbon and water balance modeling of boreal forest ecosystems - North state
Wavelet-Based Classification of Hyperspectral Images Using Extended Morphological Profiles on Graphics Processing UnitsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spectral and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute ProfilesIEEE Transactions on Geoscience and Remote Sensing
Classification of Hyperspectral Images by Exploiting Spectral-Spatial Information of Superpixel via Multiple KernelsIEEE Transactions on Geoscience and Remote Sensing
MTP deblurring preprocessing for CS and MRA pansharpening methods
PrefaceLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine MethodsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A Survey on Spectral–Spatial Classification Techniques Based on Attribute ProfilesIEEE Transactions on Geoscience and Remote Sensing
High resolution visible image completion of urban region using corresponding hyperspectral image
Feature Selection Based on Hybridization of Genetic Algorithm and Particle Swarm OptimizationIEEE Geoscience and Remote Sensing Letters
Automatic threshold selection for profiles of attribute filters based on granulometric characteristic functions
Analyzing remote sensing images with hierarchial morphological representations
A Novel Feature Selection Approach Based on FODPSO and SVMIEEE Transactions on Geoscience and Remote Sensing
Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral ImagesIEEE Geoscience and Remote Sensing Letters
A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area ClassificationIEEE Transactions on Geoscience and Remote Sensing
GPU implementation of iterative-constrained endmember extraction from remotely sensed hyperspectral imagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Challenges and Opportunities of Multimodality and Data Fusion in Remote SensingProceedings of the IEEE
On scalable data mining techniques for earth scienceProcedia Computer Science
A Novel Evolutionary Swarm Fuzzy Clustering Approach for Hyperspectral ImageryIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (Volume:8 , Issue: 6 )
Spectral-Spatial Classification of Hyperspectral Images with a Superpixel-Based Discriminative Sparse ModelIEEE Transactions on Geoscience and Remote Sensing
Scalable developments for big data analytics in remote sensing
An advanced classifier for the joint use of LiDAR and hyperspectral data
Foreword to the Special Issue on Big Data in Remote SensingIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
An interactive color visualization method with multi-image fusion for hyperspectral imagery
Model based pansharpening method based on TV and MTF deblurring
Spectral-Spatical Classification of Hyperspectral Remote Sensing Images
MTF-deblurring preprocessing for CS and MRA pansharpening methods
Automatic morphological attribute profiles
Intrinsic image decomposition for feature extraction of hyperspectral imagesIEEE Transactions on Geoscience and Remote Sensing
Extended random walker-based classification of hyperspectral imagesIEEE Transactions on Geoscience and Remote Sensing
Multiple feature learning for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Model-based fusion of multi-and hyperspectral images using PCA and waveletsIEEE Transactions on Geoscience and Remote Sensing

2014

Decision fusion, classification of multisource data
Remotely sensed image classification using sparse representations of morphological attribute profilesIEEE Transactions on Geoscience and Remote Sensing
Extended random walkers for hyperspectral image classification
Fusion of hyperspectral and LiDAR data in classification of urban areas
Pansharpening with Matting ModelIEEE Transactions on Geoscience and Remote Sensing
Spectral–Spatial Classification of Hyperspectral Images Based on Hidden Markov Random FieldsIEEE Transactions on Geoscience and Remote Sensing
Multilevel Image Segmentation Based on Fractional-Order Darwinian Particle Swarm OptimizationIEEE Transactions on Geoscience and Remote Sensing
Automatic spectral-spatial classification framework based on attribute profiles and supervised feature extractionIEEE Transactions on Geoscience and Remote Sensing
Integration of Segmentation Techniques for Classification of Hyperspectral Images
Smart data analytics methods for remote sensing applications
Spectral-spatial hyperspectral image classification via multiscale adaptive sparse representationIEEE Transactions on Geoscience and Remote Sensing
Automatic framework for spectral-spatial classification based on supervised feature extraction and morphological attribute profilesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A comparison of self-dual attribute profiles based on different filter rules for classification
Accurate point matching based on multi-objective Genetic Algorithm for multi-sensor satellite imageryApplied Mathematics and Computation
A new framework for hyperspectral image classification using multiple spectral and spatial features
Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classificationPattern Recognition Letters
Hyperspectral image denoising using first order spectral roughness penalty in wavelet domainIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Multiple morphological profiles from multicomponent-base images for hyperspectral image classificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
An ICA based approach to hyperspectral image feature reduction
Advances in hyperspectral image classificationIEEE Signal Processing Magazine
Pattern recognition and classification
Feature selection of hyperspectral data by considering the integration of genetic algorithms and particle swarm optimization
Automatic registration of multi-temporal remote sensing images based on nature-inspired techniquesInternational Journal of Image and Data Fusion
Feature extraction of hyperspectral images with image fusion and recursive filteringIEEE Transactions on Geoscience and Remote Sensing
Spectral-spatial hyperspectral classification via shape-adaptive sparse representation
Model based PCA/wavelet fusion of multispectral and hyperspectral images
Pansharpening Based on Intrinsic Image DecompositionSensing and Imaging
Spectral-spatial hyperspectral image classification with edge-preserving filteringIEEE Transactions on Geoscience and Remote Sensing
A study on the effectiveness of different independent component analysis algorithms for hyperspectral image classificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spectral-spatial classification of multispectral images using kernel feature space representationIEEE Geoscience and Remote Sensing Letters
Morphological profiles based on differently shaped structuring elements for classi fication of images with very high spatial resolutionIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
FODSPO based feature selection for hyperspectral remote sensing data

2013

Smooth spectral unmixing using total variation regularization and a first order roughness penalty
Land-cover mapping by markov modeling of spatial-contextual information in very-high-resolution remote sensing imagesProceedings of the IEEE
Wavelet based hyperspectral image restoration using spatial and spectral penalties
Pansharpening of remote sensing images with a matting model
A comparative study of different ICA algorithms for hyperspectral image analysis
Spectral derivative features for classification of hyperspectral remote sensing imagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral unmixing on GPUs and multi-core processorsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Unsupervised methods for the classification of hyperspectral images with low spatial resolutionPattern Recognition
A novel technique for optimal feature selection in attribute profiles based on genetic algorithmsIEEE Transactions on Geoscience and Remote Sensing
Semisupervised self-learning for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Advances in spectral-spatial classification of hyperspectral imagesProceedings of the IEEE
Spectral-spatial classification based on integrated segmentation
Parsimonious Mahalanobis kernel for the classification of high dimensional dataPattern Recognition
Advances in very-high-resolution remote sensing [Scanning the Issue]Proceedings of the IEEE
Hyperspectral image denoising using a new linear model and Sparse Regularization
Pansharpening via sparsity optimization using overcomplete transforms
Hyperspectral image restoration using wavelets
Extraction of spatial features in hyperspectral images based on the analysis of differential attribute profiles
The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization
Automatic generation of standard deviation attribute profiles for spectral-spatial classification of remote sensing dataIEEE Geoscience and Remote Sensing Letters
Change detection in VHR images based on morphological attribute profilesIEEE Geoscience and Remote Sensing Letters
Adaptive Markov random fields for joint unmixing and segmentation of hyperspectral imagesIEEE Transactions on Image Processing
Generalized composite kernel framework for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Sparse representation of hyperspectral data using CUR matrix decomposition
Detection of hedges in a rural landscape using a local orientation featureIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Classification of hyperspectral images with binary fractional order darwinian pso and random forests

2012

A smooth hyperspectral unmixing method using cyclic descent
Detection of hedges based on attribute filters
Input-output-consistent domain adaptation algorithm for remote sensing data classification
Classification of hyperspectral images based on weighted DMPS
Welcome from GRSS presidentInternational Geoscience and Remote Sensing Symposium (IGARSS)
An efficient method for segmentation of images based on fractional calculus and natural selectionExpert Systems with Applications
Linear versus nonlinear PCA for the classification of hyperspectral data based on the extended morphological profilesIEEE Geoscience and Remote Sensing Letters
A marker-based approach for the automated selection of a single segmentation from a hierarchical set of image segmentationsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A spatial-spectral kernel-based approach for the classification of remote-sensing imagesPattern Recognition
Classification of remote sensing optical and LiDAR data using Extended Attribute ProfilesIEEE Journal on Selected Topics in Signal Processing
Classification of hyperspectral data using extended attribute profiles based on supervised and unsupervised feature extraction techniquesInternational Journal of Image and Data Fusion
Spectral unmixing of multispectral satellite images with dimensionality expansion using morphological profiles
Spectral derivative features for supervised classification of remote sensing data
Markov random field models for supervised land cover classification from very high resolution multispectral remote sensing images
A new parallel tool for classification of remotely sensed imageryComputers and Geosciences
A new pansharpening method using an explicit image formation model regularized via Total Variation
Retrieval of the height of buildings from worldView-2 multi-angular imagery using attribute filters and geometric invariant momentsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Automatic extraction of ellipsoidal features for planetary image registrationIEEE Geoscience and Remote Sensing Letters
A novel supervised feature selection technique based on genetic algorithms
Random Forest Classifcation of Remote Sensing Data
When Spectral Derivative Features Working for the Supervised Classification of Remote Sensing Data
A new multiple classifier system for semi-supervised analysis of hyperspectral images
Integration of Full and Mixed Pixel Techniques to Obtain Thematic Maps with a Refined Resolution
SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameter
Hyperspectral image denoising using 3D wavelets
Extending the fractional order darwinian particle swarm optimization to segmentation of hyperspectral images
Hedges detection using local directional features and support vector data description
Crater Detection based on Marked Point Processes
Comparison of ITPCA and IRMAD for automatic change detection using initial change mask
Classification of pansharpened urban satellite imagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spectral-spatial classification of hyperspectral data based on a stochastic minimum spanning forest approachIEEE Transactions on Image Processing
Very High-resolution remote sensingProceedings of the IEEE

2011

A Parallel Simulated Annealing Approach to Band Selection for High-Dimensional Remote Sensing ImagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Marker-based hierarchical segmentation and classification approach for hyperspectral imagery
Hierarchical analysis of remote sensing data
Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysisIEEE Geoscience and Remote Sensing Letters
A stochastic minimum spanning forest approach for spectral-spatial classification of hyperspectral images
Hyperspectral image classification with Independent component discriminant analysisIEEE Transactions on Geoscience and Remote Sensing
A general approach to the spatial simplification of remote sensing images based on morphological connected filters
Unsupervised classification and spectral unmixing for sub-pixel labelling
Mahalanobis kernel based on probabilistic principal component
Self-dual attribute profiles for the analysis of remote sensing images
The Evolution of the Morphological Profile: from Panchromatic to Hyperspectral Images
Urban area product simulation for the EnMap hyperspectral sensor
Unsupervised Change Detection in Multitemporal Images of the Human Retina
Spectral unmixing for the classification of hyperspectral images at a finer spatial resolutionIEEE Journal on Selected Topics in Signal Processing
Hyperspectral change detection with IR-MAD and initial change maskWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Joint spectral classification and unmixing using adaptative pixel neighborhoodsWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Spectral-spatial classification of polarimetric SAR data using morphological attribute profiles
Hyperspectral change detection using IR-MAD and feature reduction
Scalable semi-supervised classification of hyperspectral remote sensing data with spectral and spatial information
ForewordWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Spectral-spatial classification of polarimetric SAR data using morphological profiles
IMAGE REGISTRATION FOR REMOTE SENSING Foreword
Classification using extended morphological attribute profiles based on different feature extraction techniques
Extended morphological profiles using auto-associative neural networks for hyperspectral data classificationWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Introduction to the Issue on advances in remote sensing image processingIEEE Journal on Selected Topics in Signal Processing
Fusion of hyperspectral and lidar data using morphological attribute profiles
Greetings from GRSS president

2010

On the influence of feature reduction for the classification of hyperspectral images based on the extended morphological profileInternational Journal of Remote Sensing
Crater detection based on marked point processes
Segmentation and classification of hyperspectral images using watershed transformationPattern Recognition
Independent component discriminant analysis for hyperspectral image classification
A classifier ensemble based on fusion of support vector machines for classifying hyperspectral dataInternational Journal of Image and Data Fusion
Sensitivity of support vector machines to random feature selection in classification of hyperspectral dataIEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatial Classification of Hyperspectral Images Using Segmentation-Derived Adaptive Neighborhoods
Classification of Remote Sensing Images with Atrribute Profiles and Extended Attribute Profiles
Supervised super-resolution to improve the resolution of hyperspectral images classification maps
Study on the capabilities of morphological attribute profiles in change detection on VHR images
Alternating sequential filters with morphological attribute operators for the analysis of remote sensing images
Classification of hyperspectral images with Extended Attribute Profiles and feature extraction techniques
Mahalanobis kernel for the classification of hyperspectral images
A multiple classifier approach for spectral-spatial classification of hyperspectral data
Morphological attribute profiles for the analysis of very high resolution imagesIEEE Transactions on Geoscience and Remote Sensing
Multiple spectral spatial classification approach for hyperspectral dataIEEE Transactions on Geoscience and Remote Sensing
SVM- and MRF-based method for accurate classification of hyperspectral imagesIEEE Geoscience and Remote Sensing Letters
Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markersIEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing imagesPattern Recognition Letters
Image fusion for classification of high resolution images based on mathematical morphology
Super-Resolution
Classification of hyperspectral images by using morphological attribute filters and independent component analysis
Extended profiles with morphological attribute filters for the analysis of hyperspectral dataInternational Journal of Remote Sensing

2009

Classification based marker selection for watershed transform of hyperspectral images
Speckle reduction of SAR images using SURE-based adaptive sigmoid thresholding in the wavelet domain
Hierarchical ensemble support cluster machine
Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniquesIEEE Transactions on Geoscience and Remote Sensing
Ensemble methods for spectral-spatial classification of urban hyperspectral data
Machine Learning Techniques in Remote Sensing Data Analysis
D´etection automatique du r´eseau vasculaire r´etinien bas´ee sur la morphologie directionnelle et la fusion de d´ecision
Ensemble strategies for classifying hyperspectral remote sensing data
Ensemble classification algorithm for hyperspectral remote sensing dataIEEE Geoscience and Remote Sensing Letters
Oxygen saturation in human retinal vessels is higher in dark than in lightInvestigative Ophthalmology and Visual Science
Directional mathematical morphology for the detection of the road network in very high resolution remote sensing images
Automatic extraction of planetary image features
Speckle reduction of TerraSAR-X imagery using TV segmentation
On the use of ICA for hyperspectral image analysis
Fusion of multisource data sets from agricultural areas for improved land cover classification
Kernel principal component analysis for the construction of the extended morphological profile
Band selection for hyperspectral images based on parallel particle swarm optimization schemes
Morphological attribute filters for the analysis of very high resolution remote sensing images
Automatic change detection of retinal images
Impact of different morphological profiles on the classification accuracy of urban hyperspectral data
Classification of hyperspectral images using automatic marker selection and minimum spanning forest
Modeling structural information for building extraction with morphological attribute filters
Spectral-spatial analysis in hyperspectral remote sensing
Classifying remote sensing data with support vector machines and imbalanced training data
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Recent advances in techniques for hyperspectral image processingRemote Sensing of Environment
Kernel principal component analysis for the classification of hyperspectral remote sensing data over urban areasEurasip Journal on Advances in Signal Processing
Glaucoma filtration surgery and retinal oxygen saturationInvestigative Ophthalmology and Visual Science
Mapping of hyperspectral AVIRIS data using machine-learning algorithmsCanadian Journal of Remote Sensing
Classification of Hyperspectral Data Using Support Vector Machines and Adaptive Neighborhoods
Algorithms and applications for land cover classification - A review

2008

Spectrally consistent pansharpening
Speckle reduction of SAR images in the bandlet domain
Combined wavelet and contourlet denoising of SAR images
Cluster-based ensemble classification for hyperspectral remote sensing images
Semi-supervised classifier ensembles for classifying remote sensing data
Automatic registration of retina images based on genetic techniques
Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernel
Spectral and spatial classification of hyperspectral data using SVMs and morphological profilesIEEE Transactions on Geoscience and Remote Sensing
Model-based satellite image fusionIEEE Transactions on Geoscience and Remote Sensing
On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separationNeurocomputing
Shadow extractionJournal of Physics: Conference Series
Gradient optimization for multiple kernel's parameters in support vector machines classification
An unsupervised technique based on morphological filters for change detection in very high resolution imagesIEEE Geoscience and Remote Sensing Letters
IEEE Transactions on Geoscience and Remote SensingIEEE Transactions on Geoscience and Remote Sensing
Ensemble methods for classification of hyperspectral data
Segmentation and classification of hyperspectral data using watershed

2007

Multiple classifier systems in remote sensing
Fusion of support vector machines for classifying SAR and multispectral imagery from agricultural areas
Random forest classification of remote sensing data
European perspectives in hyperspectral data analysis
How transferable are spatial features for the classification of very high resolution remote sensing data?
On spatial priors for satellite image fusion
Decision Fusion for Hyperspectral Classification
Decision Fusion of Multitemporal SAR and Multispectral Imagery for Improved Land Cover Classification
A Novel Technique Based on Morphological Filters for Change Detection in Optical Remote Sensing Images
Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles
Fusion of support vector machines for classification of multisensor dataIEEE Transactions on Geoscience and Remote Sensing
Combined wavelet and curvelet denoising of SAR images using TV segmentation
HYPER-I-NET
A joint spatial and spectral SVM's classification of panchromatic images
Smoothing of fused spectral consistent satellite images with TV-based edge detection

2006

Decision Fusion for Hyperspectral Classification
Feature selection for morphological feature extraction using random forests
Automatic retinal oximetryInvestigative Ophthalmology and Visual Science
Spectrally consistent satellite image fusion with improved image priors
Random forest classification of remote sensing data
Advanced processing of hyperspectral images
Automatic Evaluation of Fundus Image Quality
Combined curvelet and wavelet denoising
Smoothing of fused spectral consistent satellite images
The physical meaning of independent components and artifact removal of hyperspectral data from mars using ICA
Unsupervised change-detection in color fundus images of the human retina
Kernel principal component analysis for feature reduction in hyperspectrale images analysis
Feature selection for morphological feature extraction using random forests
Random forests for land cover classificationPattern Recognition Letters
Decision fusion for the classification of urban remote sensing imagesIEEE Transactions on Geoscience and Remote Sensing
A combined support vector machines classification based on decision fusion
Fusion of morphological and spectral information for classification of hyperspectal urban remote sensing data
Evaluation of kernels for multiclass classification of hyperspectral remote sensing data
HySenS data exploitation for urban land cover analysisAnnals of Geophysics
Classification of remote sensing images from urban areas using a fuzzy possibilistic modelIEEE Geoscience and Remote Sensing Letters

2005

Classification of hyperspectral ROSIS data from urban areas
Classification of hyperspectral data from urban areas based on extended morphological profilesIEEE Transactions on Geoscience and Remote Sensing
Spectral consistent satellite image fusion
Fusion of methods for the classification of remote sensing images from Urban areas
Street tracking based on SAR data from Urban areas
Classification of hyperspectral data from urban areas using morpholgical preprocessing and independent component analysis
Classification of remote sensing imagery with high spatial resolutionProceedings of SPIE - The International Society for Optical Engineering
Random forest classifiers for hyperspectral data
Translation invariant combined denoising algorithmProceedings - IEEE International Symposium on Circuits and Systems

2004

Time invariant curvelet denoisingReport - Helsinki University of Technology, Signal Processing Laboratory
Random forest classification of multisource remote sensing and geographic data
Combined wavelet and curvelet denoising of SAR images
Exploiting spectral and spatial information in hyperspectral urban data with high resolutionIEEE Geoscience and Remote Sensing Letters
Classification of remote sensing images from urban areas using a fuzzy model
Morphological pre-processing for classification of hyperspectral data from urban areas
Decision level fusion in classification of hyperspectral data from urban areas
Source based feature extraction for support vector machines in hyperspectral classification

2003

Wavelet Footprints for Speckle Reduction of SAR Images
IEE Transaction on Geoscience and Remote SensingIEEE Transactions on Geoscience and Remote Sensing
Morphological Transformations and Feature Extraction for Urban Data with High Spectral and Spatial Resolution
On the use of morphological alternated sequential filters for the classification of remote sensing images from urban areas
Multisource remote sensing data classification based on consensus and pruningIEEE Transactions on Geoscience and Remote Sensing
Foreword to the special issue on urban remote sensing by satelliteIEEE Transactions on Geoscience and Remote Sensing
Classification and feature extraction for remote sensing images from urban areas based on morphological transformationsIEEE Transactions on Geoscience and Remote Sensing
Classification Methods for Multisource Remote Sensing Data
Speckle Reduction of SAR Images using Adaptive Curvelet Domain
Support Vector Machines in Multisource Classification
Almost translation invariant wavelet transformations for speckle reduction of SAR imagesIEEE Transactions on Geoscience and Remote Sensing
Data fusion and feature extraction in the wavelet domainInternational Journal of Remote Sensing
IEEE Transactions on Geoscience and Remote SensingIEEE Transactions on Geoscience and Remote Sensing

2002

Wavelet feature extraction and genetic feature selection for multisource data
Multiple classifiers applied to multisource remote sensing dataIEEE Transactions on Geoscience and Remote Sensing
Review of applications of wavelets in speckle reduction and enhancement of SAR imagesProceedings of SPIE - The International Society for Optical Engineering
An investigation of multiple self-organizing feature maps for classification of multisource data
Double density wavelet transformation for speckle reduction of SAR images
ErratumIEEE Transactions on Geoscience and Remote Sensing
Morphological profiles used for classification of data from urban areas
Speckle reduction of SAR images in the curvelet domain
Denoising in the Curvelet DomainVerktækni - tímarit VFÍ

2001

A new approach for the morphological segmentation of high-resolution satellite imageryIEEE Transactions on Geoscience and Remote Sensing
The use of morphological profiles in classification of data from urban areas
Speckle reduction of SAR images in the complex wavelet domain
Cluster-based feature extraction and data fusion in the wavelet domain
Boosting, bagging, and consensus based classification of multisource remote sensing data
Feature extraction and classification of urban high-resolution satellite imagery based on morphological preporcessing
The effect of classifier agreement on the accuracy of the combined classifier in decision level fusionIEEE Transactions on Geoscience and Remote Sensing
Use of multiple classifiers in classification of data from multiple data sources
Wavelet Transformation for Classification and Filtering of Remote Sensing Data

2000

Consensus based classification of multisource remote sensing data
Classification of urban high-resolution satellite imagery using morphological and neural approaches
Effect of correlation on the accuracy of the combined classifier in decision level fusion
Speckle reduction of SAR images using wavelet-domain hidden Markov models
Absolute neuro-fuzzy classification of remote sensing data
Data fusion and feature extraction using tree structured filter banks

1999

Hybrid consensus theoretic classification with pruning and regularization
Speckle reduction and enhancement of SAR images using multiwavelets and adaptive thresholdingProceedings of SPIE - The International Society for Optical Engineering
Neuro-fuzzy and soft computing in classification of remote sensing dataProceedings of SPIE - The International Society for Optical Engineering
Multiple wavelet transforms for speckle reduction of SAR images
Classification of multisource and hyperspectral data based on decision fusionIEEE Transactions on Geoscience and Remote Sensing
Decision level fusion of multitype data

1998

Classification and integration of multitype data
Optimized combination, regularization, and pruning in parallel consensual neural networks
Extension of parametric decision boundary feature extraction (DBFE) for classification of hyperdimensional data
Translation invariant wavelets for speckle reduction of SAR images
Feature extraction based on LOOC estimation

1997

Feature Extraction for Neural Network Classifiers
Classification and feature extraction of hyperdimensional data using LOOC covariance estimation
Tree structured filter banks for speckle reduction of SAR images
Parallel principal component neural networks for classification of event-related potential waveformsMedical Engineering and Physics
Classification of hyperdimensional data using data fusion approaches
Wavelet-package transformation as a preprocessor of EEG waveforms for classificationAnnual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
Cancellation of nonlinear intersymbol interference in voiceband communication channels
Parallel consensual neural networksIEEE Transactions on Neural Networks
Feature extraction for multisource data classification with artificial neural networksInternational Journal of Remote Sensing
Multistage classifiers optimized by neural networks and genetic algorithmsNonlinear Analysis, Theory, Methods and Applications
Hybrid consensus theoretic classificationIEEE Transactions on Geoscience and Remote Sensing
Feature extraction for neural network classifiers using wavelets and tree structured filter banks

1996

Optimized consensus theoryICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Classification and feature extraction with enhanced statistics
Speckle reduction and enhancement of SAR images in the wavelet domain
Optimized Classification of Multisource Data
Optimized combination of neural networksProceedings - IEEE International Symposium on Circuits and Systems
Hybrid consensus theoretic classification

1995

Classification and Feature Extraction of AVIRIS DataIEEE Transactions on Geoscience and Remote Sensing
Wavelet packet parallel consensual neural networks
Classification of event-related potential waveforms with parallel principal component neural networksAnnual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
Classification of Very-High-Dimensional Data with Geological Applications
Parallel Consensus Neural Networks with Wavelet Packets

1994

Parallel Consensus Neural Networks with Optimally Weighted Outputs
Classification of AVIRIS data from Iceland - geological applications

1993

Parallel consensual neural networks
Classification of AVIRIS Data from Iceland Using New Approaches
Conjugate-gradient neural networks in classification of multisource and very-high-dimensional remote sensing dataInternational Journal of Remote Sensing

1992

Consensus Theoretic Classification MethodsIEEE Transactions on Systems, Man and Cybernetics
Feature selection for neural networks using Parzen density estimator

1991

A consensual neural network

1990

Classification of very high dimensional data using neural networks
Neural Network Approaches Versus Statistical Methods in Classification of Multisource Remote Sensing DataIEEE Transactions on Geoscience and Remote Sensing

1989

Method of statistical multisource classification with a mechanism to weight the influence of the data sources
Neural network approaches versus statistical methods in classification of multisource remote sensing data

1986

METHOD FOR COMBINING MULTISPECTRAL AND ANCILLARY DATA IN REMOTE SENSING AND GEOGRAPHIC INFORMATION PROCESSING.

Keywords for Specialisation:

Image analysis and signal processing

Analysis of biomedical signals

Pattern recognition

Neural networks

Artificial Intelligence