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Jón Atli Benediktsson - Rector

Jón Atli Benediktsson

–

Senior Management

Jón Atli Benediktsson

Rector

Professor

Location
Aðalbygging / A-108
Phone
525 - 4302
Email
benedikt [at] hi.is

Unit
Office of the Rector
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 - , Rector/President, 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

2024

Sample Iterative Enhancement Approach for Improving Classification Performance of Hyperspectral ImageryIEEE Geoscience and Remote Sensing Letters
Iterative Training Sample Augmentation for Enhancing Land Cover Change Detection Performance With Deep Learning Neural NetworkIEEE Transactions on Neural Networks and Learning Systems
DRBM-ClustNet: A Deep Restricted Boltzmann–Kohonen Architecture for Data ClusteringIEEE Transactions on Neural Networks and Learning Systems

2023

Novel Enhanced UNet for Change Detection Using Multimodal Remote Sensing ImageIEEE Geoscience and Remote Sensing Letters
Augmented GBM Nonlinear Model to Address Spectral Variability for Hyperspectral UnmixingRemote Sensing
IESRGAN: Enhanced U-Net Structured Generative Adversarial Network for Remote Sensing Image Super-Resolution ReconstructionRemote Sensing
Comprehensive mapping of lunar surface chemistry by adding Chang'e-5 samples with deep learningNature Communications
Novel Adaptive Region Spectral–Spatial Features for Land Cover Classification With High Spatial Resolution Remotely Sensed ImageryIEEE Transactions on Geoscience and Remote Sensing
Deep-Learning-Based 3-D Surface Reconstruction—A SurveyProceedings of the IEEE
Novel Piecewise Distance Based on Adaptive Region Key-Points Extraction for LCCD With VHR 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
Hierarchical Attention Feature Fusion-Based Network for Land Cover Change Detection With Homogeneous and Heterogeneous Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
ForewordIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Novel Land-Cover Classification Approach With Nonparametric Sample Augmentation for Hyperspectral Remote-Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing

2022

Predicting Classification Performance for Benchmark Hyperspectral DatasetsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Simple Multiscale UNet for Change Detection With Heterogeneous Remote Sensing ImagesIEEE Geoscience and Remote Sensing Letters
Asymmetric Hash Code Learning for Remote Sensing Image RetrievalIEEE Transactions on Geoscience and Remote Sensing
Training Samples Enriching Approach for Classification Improvement of VHR Remote Sensing ImageIEEE Geoscience and Remote Sensing Letters
A Multispectral and Panchromatic Images Fusion Method Based on Weighted Mean Curvature Filter DecompositionApplied Sciences
BS-McL: Bilevel Segmentation Framework With Metacognitive Learning for Detection of the Power Lines in UAV ImageryIEEE Transactions on Geoscience and Remote Sensing
Landslide Inventory Mapping on VHR Images via Adaptive Region Shape SimilarityIEEE 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
Object-Based Sorted-Histogram Similarity Measurement for Detecting Land Cover Change With VHR Remote Sensing ImagesIEEE Geoscience and Remote Sensing Letters
Automatic Landslide Inventory Mapping Approach Based on Change Detection Technique With Very-High-Resolution ImagesIEEE Geoscience and Remote Sensing Letters
A General Spline-Based Method for Centerline Extraction from Different Segmented Road Maps in Remote Sensing ImageryRemote Sensing
Land Cover Change Detection With Heterogeneous Remote Sensing Images: Review, Progress, and PerspectiveProceedings of the IEEE
Novel Spatial–Spectral Channel Attention Neural Network for Land Cover Change Detection with Remote Sensed ImagesRemote 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
A Pan-Sharpening Method with Beta-Divergence Non-Negative Matrix Factorization in Non-Subsampled Shear Transform DomainRemote Sensing

2021

Functional Feature Extraction for Hyperspectral Image Classification With Adaptive Rational Function ApproximationIEEE Transactions on Geoscience and Remote Sensing
Iterative Training Sample Expansion to Increase and Balance the Accuracy of Land Classification From VHR ImageryIEEE 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
Scheduling-Guided Automatic Processing of Massive Hyperspectral Image Classification on Cloud Computing ArchitecturesIEEE Transactions on Cybernetics
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directionsIEEE Geoscience and Remote Sensing Magazine
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
Diagnostic Analysis on Change Vector Analysis Methods for LCCD Using Remote Sensing ImagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Deep Hashing Learning for Visual and Semantic Retrieval of Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing

2020

An Object-Oriented Color Visualization Method with Controllable Separation for Hyperspectral ImageryApplied Sciences
Spatially Enhanced Spectral Unmixing Through Data Fusion of Spectral and Visible Images from Different SensorsRemote Sensing
Lunar impact crater identification and age estimation with Chang’E data by deep and transfer learningNature Communications
Object-Oriented Key Point Vector Distance for Binary Land Cover Change Detection Using VHR Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Supervised Functional Data Discriminant Analysis for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Feature Extraction for Hyperspectral Imagery: The Evolution From Shallow to Deep: Overview and ToolboxIEEE Geoscience and Remote Sensing Magazine
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
Deep TEC: Deep Transfer Learning with Ensemble Classifier for Road Extraction from UAV ImageryRemote Sensing
Hyperspectral Mixed Gaussian and Sparse Noise ReductionIEEE Geoscience and Remote Sensing Letters

2019

Multisensor Composite Kernels Based on Extreme Learning MachinesIEEE Geoscience and Remote Sensing Letters
Novel Land Cover Change Detection Method Based on k-Means Clustering and Adaptive Majority Voting Using Bitemporal Remote Sensing ImagesIEEE Access
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
Spatial–Spectral Feature Fusion Coupled with Multi-Scale Segmentation Voting Decision for Detecting Land Cover Change with VHR Remote Sensing ImagesRemote Sensing
Hierarchical clustering approaches for flood assessment using multi-sensor satellite imagesInternational Journal of Image and Data Fusion
Feature extraction from hyperspectral images using learned edge structuresRemote Sensing Letters
Spatial Density Peak Clustering for Hyperspectral Image Classification With Noisy LabelsIEEE Transactions on Geoscience and Remote Sensing
Deep Learning for Hyperspectral Image Classification: An OverviewIEEE Transactions on Geoscience and Remote Sensing
Novel Multi-Scale Filter Profile-Based Framework for VHR Remote Sensing Image ClassificationRemote Sensing
Vegetation Cover Estimation Using Convolutional Neural NetworksIEEE Access
A Novel Unsupervised Sample Collection Method for Urban Land-Cover Mapping Using Landsat ImageryIEEE Transactions on Geoscience and Remote Sensing
Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial ClassificationRemote Sensing
Multisource and Multitemporal Data Fusion in Remote Sensing: A Comprehensive Review of the State of the ArtIEEE Geoscience and Remote Sensing Magazine
Fusion of Multiple Edge-Preserving Operations for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Remotely sensed big data: evolution in model development for information extraction [point of view]Proceedings of the IEEE
Automatic Design of Convolutional Neural Network for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Remote Sensing Big Data Classification with High Performance Distributed Deep LearningRemote Sensing
Hyperspectral Image Classification With Squeeze Multibias NetworkIEEE Transactions on Geoscience and Remote Sensing

2018

Contextual Online Dictionary Learning for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Hekla Volcano, Iceland, in the 20th Century: Lava Volumes, Production Rates, and Effusion RatesGeophysical Research Letters
Land Cover Change Detection Based on Adaptive Contextual Information Using Bi-Temporal Remote Sensing ImagesRemote Sensing
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
Refining Land Cover Classification Maps Based on Dual-Adaptive Majority Voting Strategy for Very High Resolution Remote Sensing ImagesRemote Sensing
Post-Processing Approach for Refining Raw Land Cover Change Detection of Very High-Resolution Remote Sensing ImagesRemote Sensing
Generative Adversarial Networks for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Hyperspectral Image Denoising With Group Sparse and Low-Rank Tensor DecompositionIEEE Access
Decolorization-Based Hyperspectral Image VisualizationIEEE Transactions on Geoscience and Remote Sensing
Gaussian Pyramid Based Multiscale Feature Fusion for Hyperspectral Image ClassificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Multi-Scale Object Histogram Distance for LCCD Using Bi-Temporal Very-High-Resolution Remote Sensing ImagesRemote Sensing
Extended Random Walker for Shadow Detection in Very High Resolution Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing
Extinction Profiles Fusion for Hyperspectral Images ClassificationIEEE Transactions on Geoscience and Remote Sensing
Land Cover Change Detection Based on Adaptive Contextual Information Using Bi-Temporal Remote Sensing Images
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
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
Mapping Urban Areas in China Using Multisource Data With a Novel Ensemble SVM MethodIEEE Transactions on Geoscience and Remote Sensing
Detection and Correction of Mislabeled Training Samples for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing

2017

A Stepwise Analytical Projected Gradient Descent Search for Hyperspectral Unmixing and Its Code VectorizationIEEE Transactions on Geoscience and Remote Sensing
Multiple Kernel Learning for Hyperspectral Image Classification: A ReviewIEEE Transactions on Geoscience and Remote Sensing
A Novel Methodology to Label Urban Remote Sensing Images Based on Location-Based Social Media PhotosProceedings of the IEEE
Automatic selection of molecular descriptors using random forest: Application to drug discoveryExpert Systems with Applications
Developing a general post-classification framework for land-cover mapping improvement using high-spatial-resolution remote sensing imageryRemote Sensing Letters
Interactive multi-image colour visualization for hyperspectral imageryInternational Journal of Remote Sensing
Automatic Attribute ProfilesIEEE Transactions on Image Processing
From Subpixel to Superpixel: A Novel Fusion Framework 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
Adaptive Spectral-Spatial Compression of Hyperspectral Image with Sparse RepresentationIEEE 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
Hyperspectral Image Classification with Rotation Random Forest Via KPCAIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Oil Spill Detection via Multitemporal Optical Remote Sensing Images: A Change Detection PerspectiveIEEE Geoscience and Remote Sensing Letters
Hyperspectral Image Classification via Multiple-Feature-Based Adaptive Sparse RepresentationIEEE Transactions on Instrumentation and Measurement
Effective denoising and classification of hyperspectral images using curvelet transform and singular spectrum analysisIEEE Transactions on Geoscience and Remote Sensing
Random-walker-based collaborative learning for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Spatial Technology and Social Media in Remote Sensing: A SurveyProceedings of the IEEE
Spatial Technology and Social Media [Scanningthe Issue]Proceedings of the IEEE
Joint bilateral filtering and spectral similarity-based sparse representation: A generic framework for effective feature extraction and data classification in hyperspectral imagingPattern Recognition
Automatic Object-Oriented, Spectral-Spatial Feature Extraction Driven by Tobler’s First Law of Geography for Very High Resolution Aerial Imagery Classification
Hyperspectral Anomaly Detection With Attribute and Edge-Preserving FiltersIEEE Transactions on Geoscience and Remote Sensing
PCA-Based Edge-Preserving Features for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Spatial technology and social media in remote sensing: Challenges and opportunities [point of view]Proceedings of the IEEE

2016

Fjármögnun Háskóla ÍslandsLaeknabladid
Novel Object-Based Filter for Improving Land-Cover Classification of Aerial Imagery with Very High Spatial ResolutionRemote Sensing
A Generalized Image Scene Decomposition-Based System for Supervised Classification of Very High Resolution Remote Sensing ImageryRemote Sensing
A Novel Automatic Change Detection Method for Urban High-Resolution Remotely Sensed Imagery Based on Multiindex Scene RepresentationIEEE Transactions on Geoscience and Remote Sensing
A novel semi-supervised learning framework for hyperspectral image classificationInternational Journal of Wavelets, Multiresolution and Information Processing
A toolbox for unsupervised change detection analysisInternational Journal of Remote Sensing
Big Data for Remote Sensing: Challenges and OpportunitiesProceedings of the IEEE
Extinction profiles: A novel approach for the analysis of remote sensing dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Big Data: Practical Applications [Scanning the Issue]Proceedings of the IEEE
Computational Efficiency Active Learning for classification of hyperspectral imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Generalized Differential Morphological Profiles for Remote Sensing Image ClassificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral Image Classification Via Shape-Adaptive Joint Sparse RepresentationIEEE Journal of Selected Topics in Applied Earth Observations 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
One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing ImagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Region-based classification of remote sensing images with the morphological tree of shapesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Remote Sensing Image Classification Using Attribute Filters Defined over the Tree of ShapesIEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatial Adaptive Sparse Representation for Hyperspectral Image DenoisingIEEE Transactions on Geoscience and Remote Sensing
Support Tensor Machines for Classification of Hyperspectral Remote Sensing ImageryIEEE Transactions on Geoscience and Remote Sensing
Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysisInternational Geoscience and Remote Sensing Symposium (IGARSS)
Hyperspectral Data Classification Using Extended Extinction ProfilesIeee Geoscience and Remote Sensing Letters
Set-to-Set Distance-Based Spectral-Spatial Classification of Hyperspectral ImagesIEEE Transactions on Geoscience and Remote Sensing
Spatial-Spectral Hyperspectral Image Classification Using Random Multiscale RepresentationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Extinction Profiles for the Classification of Remote Sensing DataIEEE Transactions on Geoscience and Remote Sensing
Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Class-Separation-Based Rotation Forest for Hyperspectral Image ClassificationIEEE Geoscience and Remote Sensing Letters
SAR Image Despeckling Via Structural Sparse RepresentationSensing and Imaging
A Novel Approach for Multispectral Satellite Image Classification Based on the Bat AlgorithmIEEE Geoscience and Remote Sensing Letters
A novel hierarchical clustering technique based on splitting and mergingInternational Journal of Image and Data Fusion
Nonlinear Multiple Kernel Learning with Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing
Spectral-spatial hyperspectral image classification using subspace-based support vector machines and adaptive Markov random fieldsRemote Sensing
Quantitative Quality Evaluation of Pansharpened Imagery: Consistency Versus SynthesisIEEE Transactions on Geoscience and Remote Sensing
Jon Atli BenediktssonLaeknabladid

2015

A survey on spectral-spatial classification techniques based on attribute profilesIEEE Transactions on Geoscience and Remote Sensing
A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area ClassificationIEEE Transactions on Geoscience and Remote Sensing
An interactive color visualization method with multi-image fusion for hyperspectral imageryInternational Geoscience and Remote Sensing Symposium (IGARSS)
A Novel Evolutionary Swarm Fuzzy Clustering Approach for Hyperspectral ImageryIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Automatic morphological attribute profilesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Automatic threshold selection for profiles of attribute filters based on granulometric characteristic functionsLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
An advanced classifier for the joint use of LiDAR and hyperspectral data: Case study in Queensland, AustraliaInternational Geoscience and Remote Sensing Symposium (IGARSS)
A novel feature selection approach based on FODPSO and SVMIEEE Transactions on Geoscience and Remote Sensing
Challenges and Opportunities of Multimodality and Data Fusion in Remote SensingProceedings of the IEEE
Enabling intelligent copernicus services for carbon and water balance modeling of boreal forest ecosystems - North stateInternational Geoscience and Remote Sensing Symposium (IGARSS)
Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral ImagesIEEE Geoscience and Remote Sensing Letters
High resolution visible image completion of urban region using corresponding hyperspectral imageInternational Geoscience and Remote Sensing Symposium (IGARSS)
Intrinsic image decomposition for feature extraction of hyperspectral imagesIEEE Transactions on Geoscience and Remote Sensing
Land-cover classification using both hyperspectral and LiDAR dataInternational Journal of Image and Data Fusion
Extended random walker-based classification of hyperspectral imagesIEEE Transactions on Geoscience and Remote Sensing
Spectral and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute ProfilesIEEE Transactions on Geoscience and Remote Sensing
Model-based fusion of multi-and hyperspectral images using PCA and waveletsIEEE Transactions on Geoscience and Remote Sensing
PrefaceLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
MTF-deblurring preprocessing for CS and MRA pansharpening methodsInternational Geoscience and Remote Sensing Symposium (IGARSS)
GPU Implementation of Iterative-Constrained Endmember Extraction from Remotely Sensed Hyperspectral ImagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Foreword to the Special Issue on Big Data in Remote SensingIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spectral–Spatial Classification of Hyperspectral Images With a Superpixel-Based Discriminative Sparse ModelIEEE Transactions on Geoscience and Remote Sensing
Model based pansharpening method based on TV and MTF deblurringInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification of Hyperspectral Images by Exploiting Spectral-Spatial Information of Superpixel via Multiple KernelsIEEE Transactions on Geoscience and Remote Sensing
Feature selection based on hybridization of genetic algorithm and particle swarm optimizationIEEE Geoscience and Remote Sensing Letters
Mathematical morphology and its applications to signal and image processing: 12th international symposium, ISMM 2015 Reykjavik, Iceland, may 27–29, 2015 proceedingsLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Processing high resolution images of urban areas with self-dual attribute filters2015 Joint Urban Remote Sensing Event, JURSE 2015
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
On scalable data mining techniques for earth scienceProcedia Computer Science
Scalable developments for big data analytics in remote sensingInternational Geoscience and Remote Sensing Symposium (IGARSS)
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
Multiple feature learning for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing

2014

Spectral-spatial classification of multispectral images using kernel feature space representationIEEE Geoscience and Remote Sensing Letters
Multiple morphological profiles from multicomponent-base images for hyperspectral image classificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A comparison of self-dual attribute profiles based on different filter rules for classificationInternational Geoscience and Remote Sensing Symposium (IGARSS)
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
Extended random walkers for hyperspectral image classificationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Smart data analytics methods for remote sensing applicationsInternational Geoscience and Remote Sensing Symposium (IGARSS)
Feature extraction of hyperspectral images with image fusion and recursive filteringIEEE Transactions on Geoscience and Remote Sensing
Advances in hyperspectral image classification: Earth monitoring with statistical learning methodsIEEE Signal Processing Magazine
An ICA based approach to hyperspectral image feature reductionInternational Geoscience and Remote Sensing Symposium (IGARSS)
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
Hyperspectral image denoising using first order spectral roughness penalty in wavelet domainIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Fusion of hyperspectral and LiDAR data in classification of urban areasInternational Geoscience and Remote Sensing Symposium (IGARSS)
Integration of segmentation techniques for classification of hyperspectral imagesIEEE Geoscience and Remote Sensing Letters
Model based PCA/wavelet fusion of multispectral and hyperspectral imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Pansharpening Based on Intrinsic Image DecompositionSensing and Imaging
Feature selection of hyperspectral data by considering the integration of genetic algorithms and particle swarm optimizationProceedings of SPIE - The International Society for Optical Engineering
Spectral-Spatial Hyperspectral Image Classification via Multiscale Adaptive Sparse RepresentationIeee Transactions on Geoscience and Remote Sensing
Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classificationPattern Recognition Letters
Multilevel image segmentation based on fractional-order darwinian particle swarm optimizationIEEE Transactions on Geoscience and Remote Sensing
A new framework for hyperspectral image classification using multiple spectral and spatial featuresInternational Geoscience and Remote Sensing Symposium (IGARSS)
Automatic registration of multi-temporal remote sensing images based on nature-inspired techniquesInternational Journal of Image and Data Fusion
Accurate point matching based on multi-objective Genetic Algorithm for multi-sensor satellite imageryApplied Mathematics and Computation
Spectral-spatial hyperspectral classification via shape-adaptive sparse representationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectral-spatial hyperspectral image classification with edge-preserving filteringIEEE 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
Morphological Profiles Based on Differently Shaped Structuring Elements for Classification of Images With Very High Spatial ResolutionIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Remotely sensed image classification using sparse representations of morphological attribute profilesIEEE Transactions on Geoscience and Remote Sensing
Spectral-spatial classification of hyperspectral images based on hidden markov random fieldsIEEE Transactions on Geoscience and Remote Sensing
Pansharpening with Matting ModelIEEE Transactions on Geoscience and Remote Sensing

2013

Spectral derivative features for classification of hyperspectral remote sensing images: Experimental evaluationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Adaptive Markov Random Fields for Joint Unmixing and Segmentation of Hyperspectral ImagesIeee Transactions on Image Processing
Extraction of Spatial Features in Hyperspectral Images Based on the Analysis of Differential Attribute ProfilesImage and Signal Processing For Remote Sensing Xix
Detection of Hedges in a Rural Landscape Using a Local Orientation Feature: From Linear Opening to Path OpeningIeee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Change detection in VHR images based on morphological attribute profilesIEEE Geoscience and Remote Sensing Letters
CLASSIFICATION OF HYPERSPECTRAL IMAGES WITH BINARY FRACTIONAL ORDER DARWINIAN PSO AND RANDOM FORESTSImage and Signal Processing For Remote Sensing Xix
Automatic Generation of Standard Deviation Attribute Profiles for Spectral-Spatial Classification of Remote Sensing DataIeee Geoscience and Remote Sensing Letters
Advances in very-high-resolution remote sensing [Scanning the Issue]Proceedings of the IEEE
Advances in spectral-spatial classification of hyperspectral imagesProceedings of the IEEE
Hyperspectral image restoration using waveletsProceedings of SPIE - The International Society for Optical Engineering
Hyperspectral unmixing on GPUs and multi-core processors: A comparisonIEEE 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
Generalized Composite Kernel Framework for Hyperspectral Image ClassificationIeee Transactions on Geoscience and Remote Sensing
Hyperspectral image denoising using a new linear model and Sparse RegularizationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Wavelet based hyperspectral image restoration using spatial and spectral penaltiesProceedings of SPIE - The International Society for Optical Engineering
Land-cover mapping by markov modeling of spatial-contextual information in very-high-resolution remote sensing imagesProceedings of the IEEE
Pansharpening of remote sensing images with a matting modelInternational Geoscience and Remote Sensing Symposium (IGARSS)
Pansharpening via sparsity optimization using overcomplete transformsInternational Geoscience and Remote Sensing Symposium (IGARSS)
Parsimonious Mahalanobis kernel for the classification of high dimensional dataPattern Recognition
Semisupervised self-learning for hyperspectral image classificationIEEE Transactions on Geoscience and Remote Sensing
Smooth spectral unmixing using total variation regularization and a first order roughness penaltyInternational Geoscience and Remote Sensing Symposium (IGARSS)
Sparse representation of hyperspectral data using CUR matrix decompositionInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectral-spatial classification based on integrated segmentationInternational Geoscience and Remote Sensing Symposium (IGARSS)
The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-MaximizationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Unsupervised methods for the classification of hyperspectral images with low spatial resolutionPattern Recognition

2012

SAR IMAGE DENOISING USING TOTAL VARIATION BASED REGULARIZATION WITH SURE-BASED OPTIMIZATION OF THE REGULARIZATION PARAMETER2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
A spatial-spectral kernel-based approach for the classification of remote-sensing imagesPattern Recognition
Automatic extraction of ellipsoidal features for planetary image registrationIEEE Geoscience and Remote Sensing Letters
COMPARISON OF ITPCA AND IRMAD FOR AUTOMATIC CHANGE DETECTION USING INITIAL CHANGE MASK2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Welcome from GRSS presidentInternational Geoscience and Remote Sensing Symposium (IGARSS)
Very High-resolution remote sensing: Challenges and opportunities [point of view]Proceedings of the IEEE
A NEW PANSHARPENING METHOD USING AN EXPLICIT IMAGE FORMATION MODEL REGULARIZED VIA TOTAL VARIATION2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
CLASSIFICATION OF HYPERSPECTRAL IMAGES BASED ON WEIGHTED DMPs2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
INPUT-OUTPUT-CONSISTENT DOMAIN ADAPTATION ALGORITHM FOR REMOTE SENSING DATA CLASSIFICATION2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Classification of hyperspectral data using extended attribute profiles based on supervised and unsupervised feature extraction techniquesInternational Journal of Image and Data Fusion
Classification of hyperspectral images based on weighted DMPSInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification of pansharpened urban satellite imagesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Classification of remote sensing optical and LiDAR data using Extended Attribute ProfilesIEEE Journal on Selected Topics in Signal Processing
Comparison of ITPCA and IRMAD for automatic change detection using initial change maskInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectral unmixing of multispectral satellite images with dimensionality expansion using morphological profilesProceedings of SPIE - The International Society for Optical Engineering
HEDGES DETECTION USING LOCAL DIRECTIONAL FEATURES AND SUPPORT VECTOR DATA DESCRIPTION2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
A new pansharpening method using an explicit image formation model regularized via Total VariationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Markov random field models for supervised land cover classification from very high resolution multispectral remote sensing imagesProceedings of the 2012 Tyrrhenian Workshop on Advances in Radar and Remote Sensing: From Earth Observation to Homeland Security, TyWRRS 2012
A novel supervised feature selection technique based on genetic algorithmsInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectral-spatial classification of hyperspectral data based on a stochastic minimum spanning forest approachIEEE Transactions on Image Processing
A NOVEL SUPERVISED FEATURE SELECTION TECHNIQUE BASED ON GENETIC ALGORITHMS2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
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
Linear versus nonlinear PCA for the classification of hyperspectral data based on the extended morphological profilesIEEE Geoscience and Remote Sensing Letters
Input-output-consistent domain adaptation algorithm for remote sensing data classificationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Hyperspectral image denoising using 3D waveletsInternational Geoscience and Remote Sensing Symposium (IGARSS)
Hedges detection using local directional features and support vector data descriptionInternational Geoscience and Remote Sensing Symposium (IGARSS)
A new multiple classifier system for semi-supervised analysis of hyperspectral imagesICPRAM 2012 - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods
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
Detection of hedges based on attribute filtersProceedings of SPIE - The International Society for Optical Engineering
A smooth hyperspectral unmixing method using cyclic descentInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectral derivative features for supervised classification of remote sensing data: An experimental evaluationWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameterInternational Geoscience and Remote Sensing Symposium (IGARSS)
A new parallel tool for classification of remotely sensed imageryComputers and Geosciences
Extending the fractional order darwinian particle swarm optimization to segmentation of hyperspectral imagesProceedings of SPIE - The International Society for Optical Engineering
A SMOOTH HYPERSPECTRAL UNMIXING METHOD USING CYCLIC DESCENT2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
HYPERSPECTRAL IMAGE DENOISING USING 3D WAVELETS2012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)

2011

SCALABLE SEMI-SUPERVISED CLASSIFICATION OF HYPERSPECTRAL REMOTE SENSING DATA WITH SPECTRAL AND SPATIAL INFORMATION2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Hierarchical analysis of remote sensing data: Morphological attribute profiles and binary partition treesLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
ForewordWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Hyperspectral image classification with Independent component discriminant analysisIEEE Transactions on Geoscience and Remote Sensing
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
Introduction to the Issue on advances in remote sensing image processingIEEE Journal on Selected Topics in Signal Processing
Urban area product simulation for the EnMap hyperspectral sensorInternational Geoscience and Remote Sensing Symposium (IGARSS)
Unsupervised classification and spectral unmixing for sub-pixel labellingInternational Geoscience and Remote Sensing Symposium (IGARSS)
UNSUPERVISED CLASSIFICATION AND SPECTRAL UNMIXING FOR SUB-PIXEL LABELLING2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Spectral-spatial classification of polarimetric SAR data using morphological profiles2011 3rd International Asia-Pacific Conference on Synthetic Aperture Radar, APSAR 2011
Spectral-spatial classification of polarimetric SAR data using morphological attribute profilesProceedings of SPIE - The International Society for Optical Engineering
Spectral unmixing for the classification of hyperspectral images at a finer spatial resolutionIEEE Journal on Selected Topics in Signal Processing
Self-dual attribute profiles for the analysis of remote sensing imagesLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Scalable semi-supervised classification of hyperspectral remote sensing data with spectral and spatial informationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Marker-based hierarchical segmentation and classification approach for hyperspectral imageryICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Mahalanobis kernel based on probabilistic principal componentInternational Geoscience and Remote Sensing Symposium (IGARSS)
MARKER-BASED HIERARCHICAL SEGMENTATION AND CLASSIFICATION APPROACH FOR HYPERSPECTRAL IMAGERY2011 Ieee International Conference on Acoustics, Speech, and Signal Processing
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
Hyperspectral change detection using IR-MAD and feature reductionInternational Geoscience and Remote Sensing Symposium (IGARSS)
Greetings from GRSS presidentInternational Geoscience and Remote Sensing Symposium (IGARSS)
Fusion of hyperspectral and lidar data using morphological attribute profilesProceedings of SPIE - The International Society for Optical Engineering
Extended morphological profiles using auto-associative neural networks for hyperspectral data classificationWorkshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
Classification using extended morphological attribute profiles based on different feature extraction techniquesInternational Geoscience and Remote Sensing Symposium (IGARSS)
A general approach to the spatial simplification of remote sensing images based on morphological connected filtersInternational Geoscience and Remote Sensing Symposium (IGARSS)
A stochastic minimum spanning forest approach for spectral-spatial classification of hyperspectral imagesProceedings - International Conference on Image Processing, ICIP
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 IMAGES2011 18th Ieee International Conference on Image Processing (Icip)
CLASSIFICATION USING EXTENDED MORPHOLOGICAL ATTRIBUTE PROFILES BASED ON DIFFERENT FEATURE EXTRACTION TECHNIQUES2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
MAHALANOBIS KERNEL BASED ON PROBABILISTIC PRINCIPAL COMPONENT2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
HYPERSPECTRAL CHANGE DETECTION USING IR-MAD AND FEATURE REDUCTION2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
IMAGE REGISTRATION FOR REMOTE SENSING ForewordImage Registration For Remote Sensing
The Evolution of the Morphological Profile: from Panchromatic to Hyperspectral ImagesOptical Remote Sensing: Advances in Signal Processing and Exploitation Techniques
Unsupervised Change Detection in Multitemporal Images of the Human RetinaMulti Modality State-of-the-Art Medical Image Segmentation and Registration Methodologies, Vol 1
A GENERAL APPROACH TO THE SPATIAL SIMPLIFICATION OF REMOTE SENSING IMAGES BASED ON MORPHOLOGICAL CONNECTED FILTERS2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
URBAN AREA PRODUCT SIMULATION FOR THE ENMAP HYPERSPECTRAL SENSOR2011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)

2010

Classification of hyperspectral images by using morphological attribute filters and independent component analysis2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2010 - Workshop Program
Crater detection based on marked point processesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Independent component discriminant analysis for hyperspectral image classification2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2010 - Workshop Program
Supervised super-resolution to improve the resolution of hyperspectral images classification mapsProceedings of SPIE - The International Society for Optical Engineering
Extended profiles with morphological attribute filters for the analysis of hyperspectral dataInternational Journal of Remote Sensing
Super-Resolution: An efficient method to improve spatial resolution of hyperspectral imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Mahalanobis kernel for the classification of hyperspectral imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Multiple spectral spatial classification approach for hyperspectral dataIEEE Transactions on Geoscience and Remote Sensing
Study on the capabilities of morphological attribute profiles in change detection on VHR imagesProceedings of SPIE - The International Society for Optical Engineering
On the influence of feature reduction for the classification of hyperspectral images based on the extended morphological profileInternational Journal of Remote Sensing
A classifier ensemble based on fusion of support vector machines for classifying hyperspectral dataInternational Journal of Image and Data Fusion
A multiple classifier approach for spectral-spatial classification of hyperspectral dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Sensitivity of support vector machines to random feature selection in classification of hyperspectral dataIEEE Transactions on Geoscience and Remote Sensing
Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing imagesPattern Recognition Letters
SVM- and MRF-based method for accurate classification of hyperspectral imagesIEEE Geoscience and Remote Sensing Letters
Segmentation and classification of hyperspectral images using watershed transformationPattern Recognition
Image fusion for classification of high resolution images based on mathematical morphologyInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperspectral images with Extended Attribute Profiles and feature extraction techniquesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markersIEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Alternating sequential filters with morphological attribute operators for the analysis of remote sensing imagesProceedings of SPIE - The International Society for Optical Engineering

2009

FUSION OF MULTISOURCE DATA SETS FROM AGRICULTURAL AREAS FOR IMPROVED LAND COVER CLASSIFICATION2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
CLASSIFICATION OF HYPERSPECTRAL IMAGES USING AUTOMATIC MARKER SELECTION AND MINIMUM SPANNING FOREST2009 First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
DIRECTIONAL MATHEMATICAL MORPHOLOGY FOR THE DETECTION OF THE ROAD NETWORK IN VERY HIGH RESOLUTION REMOTE SENSING IMAGES2009 16th Ieee International Conference on Image Processing, Vols 1-6
ON THE USE OF ICA FOR HYPERSPECTRAL IMAGE ANALYSIS2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Automatic Change Detection of Retinal ImagesWorld Congress on Medical Physics and Biomedical Engineering, Vol 25, Pt 11
Band Selection for Hyperspectral Images Based on Parallel Particle Swarm Optimization Schemes2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
IMPACT OF DIFFERENT MORPHOLOGICAL PROFILES ON THE CLASSIFICATION ACCURACY OF URBAN HYPERSPECTRAL DATA2009 First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
SPECKLE REDUCTION OF SAR IMAGES USING SURE-BASED ADAPTIVE SIGMOID THRESHOLDING IN THE WAVELET DOMAIN2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
SPECKLE REDUCTION OF TERRASAR-X IMAGERY USING TV SEGMENTATION2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Algorithms and applications for land cover classification - A reviewGeospatial Technology for Earth Observation
Automatic change detection of retinal imagesIFMBE Proceedings
Automatic extraction of planetary image featuresProceedings - 2009 3rd IEEE International Conference on Space Mission Challenges for Information Technology, SMC-IT 2009
Band selection for hyperspectral images based on parallel particle swarm optimization schemesInternational Geoscience and Remote Sensing Symposium (IGARSS)
CLASSIFICATION BASED MARKER SELECTION FOR WATERSHED TRANSFORM OF HYPERSPECTRAL IMAGES2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Classifying Remote Sensing Data with Support Vector Machines and Imbalanced Training DataMultiple Classifier Systems, Proceedings
Classifying remote sensing data with support vector machines and imbalanced training dataLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Fusion of multisource data sets from agricultural areas for improved land cover classificationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Directional mathematical morphology for the detection of the road network in very high resolution remote sensing imagesProceedings - International Conference on Image Processing, ICIP
ENSEMBLE METHODS FOR SPECTRAL-SPATIAL CLASSIFICATION OF URBAN HYPERSPECTRAL DATA2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Ensemble classification algorithm for hyperspectral remote sensing dataIEEE Geoscience and Remote Sensing Letters
Ensemble strategies for classifying hyperspectral remote sensing dataLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Glaucoma filtration surgery and retinal oxygen saturationInvestigative Ophthalmology and Visual Science
Hierarchical Ensemble Support Cluster MachineMultiple Classifier Systems, Proceedings
Hierarchical ensemble support cluster machineLecture 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): PrefaceLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Impact of different morphological profiles on the classification accuracy of urban hyperspectral dataWHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
Mapping of hyperspectral AVIRIS data using machine-learning algorithmsCanadian Journal of Remote Sensing
KERNEL PRINCIPAL COMPONENT ANALYSIS FOR THE CONSTRUCTION OF THE EXTENDED MORPHOLOGICAL PROFILE2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Kernel principal component analysis for the classification of hyperspectral remote sensing data over urban areasEurasip Journal on Advances in Signal Processing
Kernel principal component analysis for the construction of the extended morphological profileInternational Geoscience and Remote Sensing Symposium (IGARSS)
MORPHOLOGICAL ATTRIBUTE FILTERS FOR THE ANALYSIS OF VERY HIGH RESOLUTION REMOTE SENSING IMAGES2009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Machine Learning Techniques in Remote Sensing Data AnalysisKernel Methods for Remote Sensing Data Analysis
Mapping of hyperspectral AVIRIS data using machine-learning algorithmsCanadian Journal of Remote Sensing
On the use of ICA for hyperspectral image analysisInternational Geoscience and Remote Sensing Symposium (IGARSS)
Oxygen saturation in human retinal vessels is higher in dark than in lightInvestigative Ophthalmology and Visual Science
Recent advances in techniques for hyperspectral image processingRemote Sensing of Environment
Speckle reduction of SAR images using SURE-based adaptive sigmoid thresholding in the wavelet domainInternational Geoscience and Remote Sensing Symposium (IGARSS)
Speckle reduction of TerraSAR-X imagery using TV segmentationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification based marker selection for watershed transform of hyperspectral imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperspectral images using automatic marker selection and minimum spanning forestWHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
Ensemble methods for spectral-spatial classification of urban hyperspectral dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniquesIEEE Transactions on Geoscience and Remote Sensing
Modeling structural information for building extraction with morphological attribute filtersProceedings of SPIE - The International Society for Optical Engineering
Spectral-spatial analysis in hyperspectral remote sensing: From morphological profiles to classified segmentationProceedings of SPIE - The International Society for Optical Engineering
Morphological attribute filters for the analysis of very high resolution remote sensing imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)

2008

IEEE Transactions on Geoscience and Remote Sensing: EditorialIEEE Transactions on Geoscience and Remote Sensing
Model-based satellite image fusionIEEE Transactions on Geoscience and Remote Sensing
Combined wavelet and contourlet denoising of SAR imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Automatic registration of retina images based on genetic techniquesProceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"
UntitledIeee Transactions on Geoscience and Remote Sensing
Shadow ExtractionSeventh International Workshop on Information Optics
Spectrally consistent pansharpeningAdvances in Land Remote Sensing: System, Modeling, Inversion and Application
Cluster-based ensemble classification for hyperspectral remote sensing imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
AUTOMATIC REGISTRATION OF RETINA IMAGES BASED ON GENETIC TECHNIQUES2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-8
Ensemble methods for classification of hyperspectral dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separationNeurocomputing
Segmentation and classification of hyperspectral data using watershedInternational Geoscience and Remote Sensing Symposium (IGARSS)
Gradient optimization for multiple kernel's parameters in support vector machines classificationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectrally consistent pansharpeningAdvances in Land Remote Sensing: System, Modeling, Inversion and Application
Automatic registration of retina images based on genetic techniques.Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference
Michael J. BarnsleyIeee Transactions on Geoscience and Remote Sensing
Semi-supervised classifier ensembles for classifying remote sensing dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Speckle reduction of SAR images in the bandlet domainInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectral and spatial classification of hyperspectral data using SVMs and morphological profilesIEEE Transactions on Geoscience and Remote Sensing
Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernelProceedings - International Conference on Image Processing, ICIP
An unsupervised technique based on morphological filters for change detection in very high resolution imagesIEEE Geoscience and Remote Sensing Letters

2007

HYPER-I-NET: European research network on hyperspectral imagingInternational Geoscience and Remote Sensing Symposium (IGARSS)
A joint spatial and spectral SVM's classification of panchromatic imagesIgarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
A joint spatial and spectral SVM's classification of panchromatic imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Automatic retinal oximetry6th International Workshop on Information Optics (Wio '07)
The physical meaning of independent components and artifact removal of hyperspectral data from mars using ICAProceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Spectral and spatial classification of hyperspectral data using SVMs and morphological profilesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Smoothing of fused spectral consistent satellite images with TV-based edge detectionInternational Geoscience and Remote Sensing Symposium (IGARSS)
Smoothing of fused spectral consistent satellite images with TV-based edge detectionIgarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Spectral and spatial classification of hyperspectral data using SVMs and morphological profilesIgarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
HYPER-I-NET: European research network on hyperspectral ImagingIgarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Unsupervised change-detection in color fundus images of the human retinaProceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
On spatial priors for satellite image fusionInternational Geoscience and Remote Sensing Symposium (IGARSS)
Multiple classifier systems in remote sensing: from basics to recent developmentsLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
How transferable are spatial features for the classification of very high resolution remote sensing data?2007 Urban Remote Sensing Joint Event, URS
Kernel principal component analysis for feature reduction in hyperspectrale images analysisProceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Fusion of support vector machines for classifying SAR and multispectral imagery from agricultural areasInternational Geoscience and Remote Sensing Symposium (IGARSS)
Fusion of support vector machines for classifying SAR and multispectral imagery from agricultural areasIgarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Feature selection for morphological feature extraction using random forestsProceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Feature selection for morphological feature extraction using random forestsProceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
European perspectives in hyperspectral data analysisInternational Geoscience and Remote Sensing Symposium (IGARSS)
Combined wavelet and curvelet denoising of SAR images using TV segmentationInternational Geoscience and Remote Sensing Symposium (IGARSS)
European perspectives in hyperspectral data analysisIgarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
A novel technique based on morphological filters for change detection in optical remote sensing images6th International Workshop on Information Optics (Wio '07)
Multiple classifier systems in remote sensing: From basics to recent developmentsMultiple Classifier Systems, Proceedings
Fusion of support vector machines for classification of multisensor dataIEEE Transactions on Geoscience and Remote Sensing
Spectrally consistent satellite image fusion with improved image priorsProceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006
Combined curvelet and wavelet denoisingProceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006

2006

Fusion of morphological and spectral information for classification of hyperspectal urban remote sensing dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Feature selection for morphological feature extraction using random forests2006 7th Nordic Signal Processing Symposium
Advanced processing of hyperspectral imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Automatic retinal oximetryInvestigative Ophthalmology and Visual Science
A combined support vector machines classification based on decision fusionInternational Geoscience and Remote Sensing Symposium (IGARSS)
Decision fusion for the classification of urban remote sensing imagesIEEE Transactions on Geoscience and Remote Sensing
Spectrally consistent satellite image fusion with improved image priors2006 7th Nordic Signal Processing Symposium
Smoothing of fused spectral consistent satellite imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Random forests for land cover classificationPattern Recognition Letters
Combined curvelet and wavelet denoising2006 7th Nordic Signal Processing Symposium
Decision Fusion for Hyperspectral ClassificationHyperspectral Data Exploitation: Theory and Applications
Unsupervised change-detection in color fundus images of the human retina2006 7th Nordic Signal Processing Symposium
Kernel principal component analysis for feature reduction in hyperspectrale images analysis2006 7th Nordic Signal Processing Symposium
The physical meaning of independent components and artifact removal of hyperspectral data from mars using ICA2006 7th Nordic Signal Processing Symposium
Classification of remote sensing images from urban areas using a fuzzy possibilistic modelIEEE Geoscience and Remote Sensing Letters
Evaluation of kernels for multiclass classification of hyperspectral remote sensing data2006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13
Evaluation of kernels for multiclass classification of hyperspectral remote sensing dataICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Classification of remote sensing images from urban areas using a fuzzy possibilistic modelIeee Geoscience and Remote Sensing Letters
HySenS data exploitation for urban land cover analysisAnnals of Geophysics
HySenS data exploitation for urban land cover analysisAnnals of Geophysics

2005

Spectral consistent satellite image fusion: Using a high resolution panchromatic and low resolution multi-spectral imagesIGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Street tracking based on SAR data from urban areasIGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Classification of hyperspectral ROSIS data from urban areasRAST 2005 - Proceedings of 2nd International Conference on Recent Advances in Space Technologies
Classification of hyperspectral data from urban areas based on extended morphological profilesIEEE Transactions on Geoscience and Remote Sensing
Classification of remote sensing imagery with high spatial resolutionProceedings of SPIE - The International Society for Optical Engineering
Fusion of methods for the classification of remote sensing images from Urban areasInternational Geoscience and Remote Sensing Symposium (IGARSS)
Random forest classifiers for hyperspectral dataIGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Random forest classifiers for hyperspectral dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Spectral consistent satellite image fusion: Using a high resolution panchromatic and low resolution multi-spectral imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Street tracking based on SAR data from Urban areasInternational Geoscience and Remote Sensing Symposium (IGARSS)
Translation invariant combined denoising algorithmProceedings - IEEE International Symposium on Circuits and Systems
Classification of hyperspectral ROSIS data from urban areasRAST 2005: Proceedings of the 2nd International Conference on Recent Advances in Space Technologies
Fusion of methods for the classification of remote sensing images from urban areasIGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Classification of hyperspectral data from urban areas using morpholgical preprocessing and independent component analysisInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification of hyperspectral data from urban areas using morpholgical preprocessing and independent component analysisIGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings

2004

Source based feature extraction for support vector machines in hyperspectral classificationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Time invariant curvelet denoisingReport - Helsinki University of Technology, Signal Processing Laboratory
Time invariant curvelet denoisingNorsig 2004: Proceedings of the 6th Nordic Signal Processing Symposium
Spectrophotometric retinal oximetry of retinal arterioles and venules.Investigative Ophthalmology & Visual Science
Morphological pre-processing for classification of hyperspectral data from urban areas2003 Ieee Workshop on Advances in Techniques For Analysis of Remotely Sensed Data
Combined wavelet and curvelet denoising of SAR imagesIgarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Exploiting spectral and spatial information in hyperspectral urban data with high resolutionIEEE Geoscience and Remote Sensing Letters
Combined wavelet and curvelet denoising of SAR imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification of remote sensing images from urban areas using a fuzzy modelInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification of remote sensing images from urban areas using a fuzzy modelIgarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Automatic selection of measurement points in multispectral fundus images for retinal oximetryInvestigative Ophthalmology & Visual Science
Random forest classification of multisource remote sensing and geographic dataIgarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Source based feature extraction for support vector machines in hyperspectral classificationIgarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Random forest classification of multisource remote sensing and geographic dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Morphological pre-processing for classification of hyperspectral data from urban areas2003 IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data
Decision level fusion in classification of hyperspectral data from urban areasIgarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Decision level fusion in classification of hyperspectral data from urban areasInternational Geoscience and Remote Sensing Symposium (IGARSS)

2003

Speckle Reduction of SAR Images using Adaptive Curvelet DomainInternational Geoscience and Remote Sensing Symposium (IGARSS)
IEE Transaction on Geoscience and Remote Sensing: EditorialIEEE Transactions on Geoscience and Remote Sensing
Multisource remote sensing data classification based on consensus and pruningIEEE Transactions on Geoscience and Remote Sensing
Support Vector Machines in Multisource ClassificationInternational Geoscience and Remote Sensing Symposium (IGARSS)
IEEE Transactions on Geoscience and Remote Sensing: EditorialIEEE Transactions on Geoscience and Remote Sensing
Morphological Transformations and Feature Extraction for Urban Data with High Spectral and Spatial ResolutionInternational Geoscience and Remote Sensing Symposium (IGARSS)
Wavelet footprints for speckle reduction of SAR imagesIgarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Speckle reduction of SAR images using adaptive curvelet domainIgarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Morphological transformations and feature extraction for urban data with high spectral and spatial resolutionIgarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
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
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
Support vector machines in multisource classificationIgarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
On the use of morphological alternated sequential filters for the classification of remote sensing images from urban areasInternational Geoscience and Remote Sensing Symposium (IGARSS)
On the use of morphological altemated sequential filters for the classification of remote sensing images from urban areasIgarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Wavelet Footprints for Speckle Reduction of SAR ImagesInternational Geoscience and Remote Sensing Symposium (IGARSS)

2002

Wavelet feature extraction and genetic feature selection for multisource dataIgarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
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 dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Double density wavelet transformation for speckle reduction of SAR imagesIgarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
Erratum: Correction to "the effect of classifier agreement on the accuracy of the combined classifier in decision level fusion" (IEEE transactions on geoscience and remote sensing)IEEE Transactions on Geoscience and Remote Sensing
Multiple classifiers applied to multisource remote sensing dataIEEE Transactions on Geoscience and Remote Sensing
Speckle reduction of SAR images in the curvelet domainInternational Geoscience and Remote Sensing Symposium (IGARSS)
Double density wavelet transformation for speckle reduction of SAR imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Morphological profiles used for classification of data from urban areasInternational Geoscience and Remote Sensing Symposium (IGARSS)
Wavelet feature extraction and genetic feature selection for multisource dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion (vol 39, pg 2539, 2001)Ieee Transactions on Geoscience and Remote Sensing
Morphological profiles used for classification of data from urban areasIgarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
An investigation of multiple self-organizing feature maps for classification of multisource dataIgarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
Speckle reduction of SAR images in the curvelet domainIgarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings

2001

The use of morphological profiles in classification of data from urban areasIEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, DFUA 2001
Speckle reduction of SAR images in the complex wavelet domainIgarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
Feature extraction and classification of urban high-resolution satellite imagery based on morphological preporcessingIgarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
A new approach for the morphological segmentation of high-resolution satellite imageryIEEE Transactions on Geoscience and Remote Sensing
Cluster-based feature extraction and data fusion in the wavelet domainInternational Geoscience and Remote Sensing Symposium (IGARSS)
Boosting, bagging, and consensus based classification of multisource remote sensing dataLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
The effect of classifier agreement on the accuracy of the combined classifier in decision level fusionIEEE Transactions on Geoscience and Remote Sensing
Feature extraction and classification of urban high-resolution satellite imagery based on morphological preporcessingInternational Geoscience and Remote Sensing Symposium (IGARSS)
Use of multiple classifiers in classification of data from multiple data sourcesIgarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
A new approach for the morphological segmentation of high-resolution satellite imageryIeee Transactions on Geoscience and Remote Sensing
Cluster-based feature extraction and data fusion in the wavelet domainIgarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
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 sourcesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Speckle reduction of SAR images in the complex wavelet domainInternational Geoscience and Remote Sensing Symposium (IGARSS)

2000

Speckle reduction of SAR images using wavelet-domain hidden Markov modelsInternational Geoscience and Remote Sensing Symposium (IGARSS)
Consensus based classification of multisource remote sensing dataMultiple Classifier Systems
Data fusion and feature extraction using tree structured filter banksIgarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
The effect of correlation on the accuracy of the combined classifier in decision level fusionIgarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Data fusion and feature extraction using tree structured filter banksInternational Geoscience and Remote Sensing Symposium (IGARSS)
Effect of correlation on the accuracy of the combined classifier in decision level fusionInternational Geoscience and Remote Sensing Symposium (IGARSS)
Absolute neuro-fuzzy classification of remote sensing dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Absolute neuro-fuzzy classification of remote sensing dataIgarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Classification of urban high-resolution satellite imagery using morphological and neural approachesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Image segmentation based on the derivative of the morphological profileMathematical Morphology and Its Applications To Image and Signal Processing
Speckle reduction of SAR images using wavelet-domain hidden Markov modelsIgarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Consensus based classification of multisource remote sensing dataLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

1999

Multiple wavelet transforms for speckle reduction of SAR imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Decision level fusion of multitype dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
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
Classification of multisource and hyperspectral data based on decision fusionIeee Transactions on Geoscience and Remote Sensing
Neuro-fuzzy and soft computing in classification of remote sensing data.Image and Signal Processing For Remote Sensing V
Special issue on data fusion - IntroductionIeee Transactions on Geoscience and Remote Sensing
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 thresholdingImage and Signal Processing For Remote Sensing V
Hybrid consensus theoretic classification with pruning and regularizationInternational Geoscience and Remote Sensing Symposium (IGARSS)

1998

An extension of parametric decision boundary feature extraction (DBFE) for classification of hyperdimensional dataIgarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Optimized combination, regularization, and pruning in Parallel Consensual Neural NetworksImage and Signal Processing For Remote Sensing Iv
Classification and integration of multitype dataIgarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Translation invariant wavelets for speckle reduction of SAR imagesIgarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Feature extraction based on LOOC estimationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification and integration of multitype dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Translation invariant wavelets for speckle reduction of SAR imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Extension of parametric decision boundary feature extraction (DBFE) for classification of hyperdimensional dataInternational Geoscience and Remote Sensing Symposium (IGARSS)
Feature extraction based on LOOC estimationIgarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5

1997

Feature extraction for neural network classifiers using wavelets and tree structured filter banksIgarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Multistage classifiers optimized by neural networks and genetic algorithmsNonlinear Analysis, Theory, Methods and Applications
Wavelet-package transformation as a preprocessor of EEG waveforms for classificationAnnual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
Feature extraction for multisource data classification with artificial neural networksInternational Journal of Remote Sensing
Classification of hyperdimensional data using data fusion approachesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Hybrid consensus theoretic classificationIeee Transactions on Geoscience and Remote Sensing
Feature extraction for multisource data classification with artificial neural networksInternational Journal of Remote Sensing
Feature extraction for neural network classifiers using wavelets and tree structured filter banksInternational Geoscience and Remote Sensing Symposium (IGARSS)
Tree structured filter banks for speckle reduction of SAR imagesInternational Geoscience and Remote Sensing Symposium (IGARSS)
Parallel consensual neural networksIEEE Transactions on Neural Networks
Wavelet-package transformation as a preprocessor of EEG waveforms for classification.Proceedings of the 19th Annual International Conference of the Ieee Engineering in Medicine and Biology Society, Vol 19, Pts 1-6
Hybrid consensus theoretic classificationIEEE Transactions on Geoscience and Remote Sensing
Parallel principal component neural networks for classification of event-related potential waveformsMedical Engineering & Physics
Parallel consensual neural networksIeee Transactions on Neural Networks
Parallel principal component neural networks for classification of event-related potential waveformsMedical Engineering and Physics
Classification and feature extraction of hyperdimensional data using LOOC covariance estimationIgarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Cancellation of nonlinear intersymbol interference in voiceband communication channelsIEEE Pacific RIM Conference on Communications, Computers, and Signal Processing - Proceedings
Tree structured filter banks for speckle reduction of SAR imagesIgarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Cancellation of nonlinear intersymbol interference in voiceband communication channels1997 Ieee Pacific Rim Conference on Communications, Computers and Signal Processing, Vols 1 and 2
Multistage classifiers optimized by neural networks and genetic algorithmsNonlinear Analysis-Theory Methods & Applications
Classification of hyperdimensional data using data fusion approachesIgarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Classification and feature extraction of hyperdimensional data using LOOC covariance estimationInternational Geoscience and Remote Sensing Symposium (IGARSS)

1996

Optimized combination of neural networksProceedings - IEEE International Symposium on Circuits and Systems
Optimized consensus theory1996 Ieee International Conference on Acoustics, Speech, and Signal Processing, Conference Proceedings, Vols 1-6
Speckle reduction and enhancement of SAR images in the wavelet domainIgarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
Speckle reduction and enhancement of SAR images in the wavelet domainInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification and feature extraction with enhanced statisticsInternational Geoscience and Remote Sensing Symposium (IGARSS)
Classification and feature extraction with enhanced statisticsIgarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
Hybrid consensus theoretic classificationIgarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
Optimized combination of neural networksIscas 96: 1996 Ieee International Symposium on Circuits and Systems - Circuits and Systems Connecting the World, Vol 3
Hybrid consensus theoretic classificationInternational Geoscience and Remote Sensing Symposium (IGARSS)
Optimized consensus theoryICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

1995

Auditory event-related potentials in normal and schizophrenic subjects: Analysis using wavelet packet transformationEuropean Journal of Clinical Investigation
Classification of event-related potential waveforms with parallel principal component neural networksAnnual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
Wavelet packet parallel consensual neural networksIntelligent Engineering Systems Through Artificial Neural Networks
CLASSIFICATION AND FEATURE-EXTRACTION OF AVIRIS DATAIeee Transactions on Geoscience and Remote Sensing
Classification and Feature Extraction of AVIRIS DataIEEE Transactions on Geoscience and Remote Sensing

1994

CLASSIFICATION OF AVIRIS DATA FROM ICELAND - GEOLOGICAL APPLICATIONSIgarss '94 - 1994 International Geoscience and Remote Sensing Symposium Volumes 1-4
PARALLEL CONSENSUAL NEURAL NETWORKS WITH OPTIMALLY WEIGHTED OUTPUTWorld Congress on Neural Networks-San Diego, - 1994 International Neural Network Society Annual Meeting, Vol 3
Classification of AVIRIS data from Iceland - geological applicationsInternational Geoscience and Remote Sensing Symposium (IGARSS)

1993

Parallel consensual neural networksIEEE International Conference on Neural Networks - Conference Proceedings
CLASSIFICATION OF AVIRIS DATA FROM ICELAND USING NEW APPROACHESProceedings of the Twenty-Fifth International Symposium on Remote Sensing and Global Environmental Change: Tools For Sustainable Development, Vols I and Ii
CONJUGATE-GRADIENT NEURAL NETWORKS IN CLASSIFICATION OF MULTISOURCE AND VERY-HIGH-DIMENSIONAL REMOTE-SENSING DATAInternational Journal of Remote Sensing
PARALLEL CONSENSUAL NEURAL NETWORKS1993 Ieee International Conference on Neural Networks, Vols 1-3
Auditory event-related potentials in normal and schizophrenic subjects: Analysis using artificial neural network and signal processingEuropean Journal of Clinical Investigation
Parallel consensual neural networks1993 IEEE International Conference on Neural Networks
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 estimatorInternational Geoscience and Remote Sensing Symposium (IGARSS)
FEATURE-SELECTION FOR NEURAL NETWORKS USING PARZEN DENSITY ESTIMATORInternational Space Year : Space Remote Sensing, Vols 1 and 2
Consensus Theoretic Classification MethodsIEEE Transactions on Systems, Man and Cybernetics

1991

A CONSENSUAL NEURAL NETWORKIgarss 91 - Remote Sensing : Global Monitoring For Earth Management, Vols 1-4
A consensual neural networkDigest - International Geoscience and Remote Sensing Symposium (IGARSS)

1990

CLASSIFICATION OF VERY HIGH DIMENSIONAL DATA USING NEURAL NETWORKSRemote Sensing Science For the Nineties, Vols 1-3
Classification of very high dimensional data using neural networksDigest - International Geoscience and Remote Sensing Symposium (IGARSS)
NEURAL NETWORK APPROACHES VERSUS STATISTICAL-METHODS IN CLASSIFICATION OF MULTISOURCE REMOTE-SENSING DATAIeee Transactions on Geoscience and Remote Sensing
Neural Network Approaches Versus Statistical Methods in Classification of Multisource Remote Sensing DataIEEE Transactions on Geoscience and Remote Sensing

1989

Neural network approaches versus statistical methods in classification of multisource remote sensing dataDigest - International Geoscience and Remote Sensing Symposium (IGARSS)
Method of statistical multisource classification with a mechanism to weight the influence of the data sourcesDigest - International Geoscience and Remote Sensing Symposium (IGARSS)

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