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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

FlexiMoIEEE Transactions on Geoscience and Remote Sensing
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

2025

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

2024

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

2023

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
IESRGANRemote Sensing
Augmented GBM Nonlinear Model to Address Spectral Variability for Hyperspectral UnmixingRemote Sensing
Iterative Training Sample Augmentation for Enhancing Land Cover Change Detection Performance With Deep Learning Neural NetworkIEEE Transactions on Neural Networks and Learning Systems
ForewordIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Novel Piecewise Distance Based on Adaptive Region Key-Points Extraction for LCCD with VHR Remote-Sensing ImagesIEEE Transactions on Geoscience and Remote 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
Spatial-Contextual Information Utilization Framework for Land Cover Change Detection With Hyperspectral Remote Sensed 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
Novel Land-Cover Classification Approach with Nonparametric Sample Augmentation for Hyperspectral Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Comprehensive mapping of lunar surface chemistry by adding Chang'e-5 samples with deep learningNature Communications

2022

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

2021

Local Histogram-Based Analysis for Detecting Land Cover Change 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
Novel Automatic Approach for Land Cover Change Detection by Using VHR Remote Sensing ImagesIEEE Geoscience and Remote Sensing Letters
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing ImagesIEEE Geoscience and Remote Sensing Magazine
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
Distributed Computing for Remotely Sensed Data ProcessingProceedings of the IEEE
Deep Hashing Learning for Visual and Semantic Retrieval of Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Training Samples Enriching Approach for Classification Improvement of VHR Remote Sensing ImageIEEE 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

Automatic Landslide Inventory Mapping Approach Based on Change Detection Technique With Very-High-Resolution ImagesIEEE Geoscience and Remote Sensing Letters
Deep TECRemote Sensing
Supervised Functional Data Discriminant Analysis for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Supervised classification methods in hyperspectral imaging—recent advances
Hyperspectral and Spatially Apadptive Unmixing for Analytical Reconstruction of Fraction Surfaces from Data with Corrupt Pixels
Reconstruction Of Fraction Surfaces From Data With Corrupted Pixels
Spatially Enhanced Spectral Unmixing Through Data Fusion of Spectral and Visible Images from Different SensorsRemote Sensing
Hyperspectral Mixed Gaussian and Sparse Noise ReductionIEEE Geoscience and Remote Sensing Letters
Lunar impact crater identification and age estimation with Chang’E data by deep and transfer learningNature Communications
An Object-Oriented Color Visualization Method with Controllable Separation for Hyperspectral ImageryApplied Sciences
Feature Extraction for Hyperspectral ImageryIEEE Geoscience and Remote Sensing Magazine
Metrological hyperspectral image analysis through spectral differences
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

2019

Remotely sensed big dataProceedings of the IEEE
Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial ClassificationRemote Sensing
Nomination-favoured opinion pool for optical-SAR-synergistic rice mapping in face of weakened flooding signalsISPRS Journal of Photogrammetry and Remote Sensing
Remote sensing big data classification with high performance distributed deep learningRemote Sensing
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
A class-oriented visualization method for hyperspectral imagery
Vegetation Cover Estimation Using Convolutional Neural NetworksIEEE Access
A Semi-Supervised Approach Towards Land Cover Mapping with Sentinel-2 Desnse Time-Series Imagery
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
Automatic design of convolutional neural network for hyperspectral image classificationIEEE 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
A novel unsupervised sample collection method for urban land-cover mapping using landsat imageryIEEE 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
Hierarchical clustering approaches for flood assessment using multi-sensor satellite imagesInternational Journal of Image and Data Fusion
Hyperspectral Image Classification With Squeeze Multibias NetworkIEEE Transactions on Geoscience and Remote Sensing
A metrological spectral difference space for the statistical modelling of hyperspectral images
Multisource and multitemporal data fusion in remote sensingIEEE Geoscience and Remote Sensing Magazine
FPA clustEvolutionary Intelligence
Novel Multi-Scale Filter Profile-Based Framework for VHR Remote Sensing Image ClassificationRemote Sensing
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
Spatial–Spectral Feature Fusion Coupled with Multi-Scale Segmentation Voting Decision for Detecting Land Cover Change with VHR Remote Sensing ImagesRemote Sensing
Fusion of multiple edge-preserving operations for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing

2018

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
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
Decolorization-based hyperspectral image visualizationIEEE Transactions on Geoscience and Remote 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
New Frontiers in Spectral-Spatial Hyperspectral Image ClassificationIEEE Geoscience and Remote Sensing Magazine
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
Contextual Online Dictionary Learning for Hyperspectral Image ClassificationIEEE 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
Historical lava flow fields at Hekla volcano, South IcelandJökull
Gaussian Pyramid Based Multiscale Feature Fusion for Hyperspectral Image ClassificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral Image Denoising With Group Sparse and Low-Rank Tensor DecompositionIEEE Access
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
Remote Sensing Data Fusion
Multi-scale structure extraction for hyperspectral image classification
Multi-Scale Object Histogram Distance for LCCD Using Bi-Temporal Very-High-Resolution Remote Sensing ImagesRemote Sensing
Hekla Volcano, Iceland, in the 20th Century: Lava Volumes, Production Rates, and Effusion RatesGeophysical Research Letters
Refining Land Cover Classification Maps Based on Dual-Adaptive Majority Voting Strategy for Very High Resolution Remote Sensing ImagesRemote Sensing
Data Fusion of Spectral and Visible Images for Resolution Enhancement of Fraction Maps Through Neural Network and Spatial Statistical Features
Extended Random Walker for Shadow Detection in Very High Resolution Remote Sensing ImagesIEEE Transactions on Geoscience and Remote 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

2017

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

2016

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

2015

Automatic threshold selection for profiles of attribute filters based on granulometric characteristic functions
Foreword to the Special Issue on Big Data in Remote SensingIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
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
An advanced classifier for the joint use of LiDAR and hyperspectral data
Scalable developments for big data analytics in remote sensing
Spectral-Spatial Classification of Hyperspectral Images with a Superpixel-Based Discriminative Sparse ModelIEEE Transactions on Geoscience and Remote Sensing
Challenges and Opportunities of Multimodality and Data Fusion in Remote SensingProceedings of the IEEE
GPU implementation of iterative-constrained endmember extraction from remotely sensed hyperspectral imagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Land-cover classification using both hyperspectral and LiDAR dataInternational Journal of Image and Data Fusion
Classification of Hyperspectral Images by Exploiting Spectral-Spatial Information of Superpixel via Multiple KernelsIEEE Transactions on Geoscience and Remote Sensing
PrefaceLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
High resolution visible image completion of urban region using corresponding hyperspectral image
MTP deblurring preprocessing for CS and MRA pansharpening methods
A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area ClassificationIEEE Transactions on Geoscience and Remote Sensing
Model based pansharpening method based on TV and MTF deblurring
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
An interactive color visualization method with multi-image fusion for hyperspectral imagery
Feature Selection Based on Hybridization of Genetic Algorithm and Particle Swarm OptimizationIEEE Geoscience and Remote Sensing Letters
Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral ImagesIEEE Geoscience and Remote Sensing Letters
On scalable data mining techniques for earth scienceProcedia Computer Science
Automatic morphological attribute profiles
Analyzing remote sensing images with hierarchial morphological representations
A Novel Feature Selection Approach Based on FODPSO and SVMIEEE Transactions on Geoscience and Remote Sensing
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 and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute ProfilesIEEE Transactions on Geoscience and Remote Sensing
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
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
MTF-deblurring preprocessing for CS and MRA pansharpening methods
A Survey on Spectral–Spatial Classification Techniques Based on Attribute ProfilesIEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatical Classification of Hyperspectral Remote Sensing Images

2014

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

2013

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

2012

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

2011

Spectral-spatial classification of polarimetric SAR data using morphological profiles
ForewordWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
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
Scalable semi-supervised classification of hyperspectral remote sensing data with spectral and spatial information
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
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
Greetings from GRSS president
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
Hyperspectral change detection using IR-MAD and feature reduction
Spectral-spatial classification of polarimetric SAR data using morphological attribute profiles
Joint spectral classification and unmixing using adaptative pixel neighborhoodsWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Hyperspectral change detection with IR-MAD and initial change maskWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Self-dual attribute profiles for the analysis of remote sensing images
The Evolution of the Morphological Profile: from Panchromatic to Hyperspectral Images
Spectral unmixing for the classification of hyperspectral images at a finer spatial resolutionIEEE Journal on Selected Topics in Signal Processing
Urban area product simulation for the EnMap hyperspectral sensor
Unsupervised Change Detection in Multitemporal Images of the Human Retina

2010

A multiple classifier approach for spectral-spatial classification of hyperspectral data
Super-Resolution
Morphological attribute profiles for the analysis of very high resolution imagesIEEE 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
Multiple spectral spatial classification approach for hyperspectral dataIEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatial Classification of Hyperspectral Images Using Segmentation-Derived Adaptive Neighborhoods
Image fusion for classification of high resolution images based on mathematical morphology
Mahalanobis kernel for the classification of hyperspectral images
Classification of hyperspectral images with Extended Attribute Profiles and feature extraction techniques
Alternating sequential filters with morphological attribute operators for the analysis of remote sensing images
Study on the capabilities of morphological attribute profiles in change detection on VHR images
Supervised super-resolution to improve the resolution of hyperspectral images classification maps
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
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
Classification of Remote Sensing Images with Atrribute Profiles and Extended Attribute Profiles
Sensitivity of support vector machines to random feature selection in classification of hyperspectral dataIEEE Transactions on Geoscience and Remote Sensing

2009

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

2008

Gradient optimization for multiple kernel's parameters in support vector machines classification
Cluster-based ensemble classification for hyperspectral remote sensing images
Shadow extractionJournal of Physics: Conference Series
Combined wavelet and contourlet denoising of SAR images
Ensemble methods for classification of hyperspectral data
IEEE Transactions on Geoscience and Remote SensingIEEE Transactions on Geoscience and Remote Sensing
An unsupervised technique based on morphological filters for change detection in very high resolution imagesIEEE Geoscience and Remote Sensing Letters
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
Segmentation and classification of hyperspectral data using watershed
On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separationNeurocomputing
Spectrally consistent pansharpening
Speckle reduction of SAR images in the bandlet domain

2007

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

2006

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

2005

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

2004

Decision level fusion in classification of hyperspectral data from urban areas
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
Time invariant curvelet denoisingReport - Helsinki University of Technology, Signal Processing Laboratory
Classification of remote sensing images from urban areas using a fuzzy model
Morphological pre-processing for 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
Data fusion and feature extraction in the wavelet domainInternational Journal of Remote Sensing
Classification and feature extraction for remote sensing images from urban areas based on morphological transformationsIEEE Transactions on Geoscience and Remote Sensing
Speckle Reduction of SAR Images using Adaptive Curvelet Domain
Foreword to the special issue on urban remote sensing by satelliteIEEE Transactions on Geoscience and Remote Sensing
Support Vector Machines in Multisource Classification
Classification Methods for Multisource Remote Sensing Data
Morphological Transformations and Feature Extraction for Urban Data with High Spectral and Spatial Resolution
Multisource remote sensing data classification based on consensus and pruningIEEE Transactions on Geoscience and Remote Sensing
On the use of morphological alternated sequential filters for the classification of remote sensing images from urban areas
IEEE Transactions on Geoscience and Remote SensingIEEE Transactions on Geoscience and Remote Sensing
Almost translation invariant wavelet transformations for speckle reduction of SAR imagesIEEE Transactions on Geoscience and Remote Sensing
IEE Transaction on Geoscience and Remote SensingIEEE Transactions on Geoscience and Remote Sensing

2002

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

2001

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

2000

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

1999

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

1998

Feature extraction based on LOOC estimation
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

1997

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

1996

Classification and feature extraction with enhanced statistics
Hybrid consensus theoretic classification
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
Optimized consensus theoryICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

1995

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

1994

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

1993

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
Parallel consensual neural networks

1992

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

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