Jón Atli Benediktsson

Rector

Háskóli Íslands

Collaboration

Prof. Antonio J. Plaza, University of Extremadura, Spain
Prof. Lorenzo Bruzzone, University of Trento, Italy
Prof. Sebastiano B. Serpico, University of Genoa, Italy
Prof. Jocelyn Chanussot, Grenoble Institute of Tecnology, France
Prof. Uwe Stilla, TUM, Munich, Germany
Prof. Melba M. Crawford, Purdue University, W. Lafayette, Indiana, USA
Prof. Björn Waske, University of Berlin, Germany
Prof. Shutao Li, Hunan University, China
Dr. Jacqueline LeMoigne, NASA Goddard, USA
Dr. James C. Tilton, NASA Goddard, USA

Education

YearDegreeInstituteStudies
1990Ph.D.Purdue University, W. Lafayette, IndianaElectrical Engineering
1987M.S.E.E.Purdue University, W. Lafayette, IndianaM.S.E.E.
1984Cand. Scient,University of IcelandElectrical Engineering

Professional Experience

FromToTitleLocation
2015Rector/PresidentUniversity of Iceland
20092015Pro-Rector of Science and Academic AffairsUniversity of Iceland from Feb
20062009Director of Academic Development Rector's/President's OfficeUniversity of Iceland
20052008Member of Ad Hoc Graduate FacultyUniversity of Louisville Louisville
19992004ChairmanMetan Ltd
19992004Visiting ProfessorKingston University Kingston Upon Thames UK
19981998Visiting Scholar DTUDTU Lyngby Denmark
19981998Visiting Scientist at JRCJoint Research Centre (JRC), European Commission, Ispra, Italy
19911996On the academic staff of the University - Full Professor from 1996University of Iceland
19951995Visiting Scholar Purdue UniversityPurdue University, W. Lafayette, Indiana, USA
19861990Research AssistantSchool of Electrical Engineering and Laboratory for Application of Remote Sensing (LARS) Purdue University
19841985Employed by the Engineering Research InstituteUniversity of Iceland

Published Work

TitleYearPublication
Automatic Object-Oriented, Spectral-Spatial Feature Extraction Driven by Tobler’s First Law of Geography for Very High Resolution Aerial Imagery Classification2017Remote Sensing
Adaptive Spectral-Spatial Compression of Hyperspectral Image With Sparse Representation2017Ieee Transactions on Geoscience and Remote Sensing
Automatic selection of molecular descriptors using random forest: Application to drug discovery2017Expert Systems With Applications
Effective Denoising and Classification of Hyperspectral Images Using Curvelet Transform and Singular Spectrum Analysis2017Ieee Transactions on Geoscience and Remote Sensing
Hyperspectral Image Classification Using Principal Components-Based Smooth Ordering and Multiple 1-D Interpolation2017Ieee Transactions on Geoscience and Remote Sensing
Random-Walker-Based Collaborative Learning for Hyperspectral Image Classification2017Ieee Transactions on Geoscience and Remote Sensing
Novel Object-Based Filter for Improving Land-Cover Classification of Aerial Imagery with Very High Spatial Resolution2016Remote Sensing
A Generalized Image Scene Decomposition-Based System for Supervised Classification of Very High Resolution Remote Sensing Imagery2016Remote Sensing
A Generalized Image Scene Decomposition-Based System for Supervised Classification of Very High Resolution Remote Sensing Imagery2016Remote Sensing
A Novel Approach for Multispectral Satellite Image Classification Based on the Bat Algorithm2016Ieee Geoscience and Remote Sensing Letters
A Novel Automatic Change Detection Method for Urban High-Resolution Remotely Sensed Imagery Based on Multiindex Scene Representation2016Ieee Transactions on Geoscience and Remote Sensing
A novel hierarchical clustering technique based on splitting and merging2016International Journal of Image and Data Fusion
A novel semi-supervised learning framework for hyperspectral image classification2016International Journal of Wavelets Multiresolution and Information Processing
A toolbox for unsupervised change detection analysis2016International Journal of Remote Sensing
Big Data for Remote Sensing: Challenges and Opportunities2016Proceedings of the Ieee
Big Data: Practical Applications2016Proceedings of the Ieee
Class-Separation-Based Rotation Forest for Hyperspectral Image Classification2016Ieee Geoscience and Remote Sensing Letters
Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image Classification2016Ieee Transactions on Geoscience and Remote Sensing
Extinction Profiles for the Classification of Remote Sensing Data2016Ieee Transactions on Geoscience and Remote Sensing
Generalized Differential Morphological Profiles for Remote Sensing Image Classification2016Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral Data Classification Using Extended Extinction Profiles2016Ieee Geoscience and Remote Sensing Letters
Hyperspectral Image Classification Via Shape-Adaptive Joint Sparse Representation2016Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Jon Atli Benediktsson2016Laeknabladid
MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening Methods2016Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Nonlinear Multiple Kernel Learning With Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification2016Ieee Transactions on Geoscience and Remote Sensing
Novel Object-Based Filter for Improving Land-Cover Classification of Aerial Imagery with Very High Spatial Resolution2016Remote Sensing
One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing Images2016Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification2016Ieee Transactions on Geoscience and Remote Sensing
Quantitative Quality Evaluation of Pansharpened Imagery: Consistency Versus Synthesis2016Ieee Transactions on Geoscience and Remote Sensing
Remote Sensing Image Classification Using Attribute Filters Defined Over the Tree of Shapes2016Ieee Transactions on Geoscience and Remote Sensing
SAR Image Despeckling Via Structural Sparse Representation2016Sensing and Imaging
Set-to-Set Distance-Based Spectral-Spatial Classification of Hyperspectral Images2016Ieee Transactions on Geoscience and Remote Sensing
Spatial-Spectral Hyperspectral Image Classification Using Random Multiscale Representation2016Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spectral-Spatial Adaptive Sparse Representation for Hyperspectral Image Denoising2016Ieee Transactions on Geoscience and Remote Sensing
Spectral-Spatial Hyperspectral Image Classification Using Subspace-Based Support Vector Machines and Adaptive Markov Random Fields2016Remote Sensing
Support Tensor Machines for Classification of Hyperspectral Remote Sensing Imagery2016Ieee Transactions on Geoscience and Remote Sensing
A Novel Evolutionary Swarm Fuzzy Clustering Approach for Hyperspectral Imagery2015Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A Novel Feature Selection Approach Based on FODPSO and SVM2015Ieee Transactions on Geoscience and Remote Sensing
A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area Classification2015Ieee Transactions on Geoscience and Remote Sensing
A Survey on Spectral-Spatial Classification Techniques Based on Attribute Profiles2015Ieee Transactions on Geoscience and Remote Sensing
Challenges and Opportunities of Multimodality and Data Fusion in Remote Sensing2015Proceedings of the Ieee
Classification of Hyperspectral Images by Exploiting Spectral-Spatial Information of Superpixel via Multiple Kernels2015Ieee Transactions on Geoscience and Remote Sensing
Extended Random Walker-Based Classification of Hyperspectral Images2015Ieee Transactions on Geoscience and Remote Sensing
Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images2015Ieee Geoscience and Remote Sensing Letters
Feature Selection Based on Hybridization of Genetic Algorithm and Particle Swarm Optimization2015Ieee Geoscience and Remote Sensing Letters
Foreword to the Special Issue on Big Data in Remote Sensing2015Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
GPU Implementation of Iterative-Constrained Endmember Extraction from Remotely Sensed Hyperspectral Images2015Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Intrinsic Image Decomposition for Feature Extraction of Hyperspectral Images2015Ieee Transactions on Geoscience and Remote Sensing
Land-cover classification using both hyperspectral and LiDAR data2015International Journal of Image and Data Fusion
Model-Based Fusion of Multi-and Hyperspectral Images Using PCA and Wavelets2015Ieee Transactions on Geoscience and Remote Sensing
Multiple Feature Learning for Hyperspectral Image Classification2015Ieee Transactions on Geoscience and Remote Sensing
On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods2015Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Spectral and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute Profiles2015Ieee Transactions on Geoscience and Remote Sensing
Spectral-Spatial Classification of Hyperspectral Images With a Superpixel-Based Discriminative Sparse Model2015Ieee Transactions on Geoscience and Remote Sensing
Wavelet-Based Classification of Hyperspectral Images Using Extended Morphological Profiles on Graphics Processing Units2015Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A Study on the Effectiveness of Different Independent Component Analysis Algorithms for Hyperspectral Image Classification2014Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Accurate point matching based on multi-objective Genetic Algorithm for multi-sensor satellite imagery2014Applied Mathematics and Computation
Advances in Hyperspectral Image Classification2014Ieee Signal Processing Magazine
Automatic Framework for Spectral-Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles2014Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Automatic Spectral-Spatial Classification Framework Based on Attribute Profiles and Supervised Feature Extraction2014Ieee Transactions on Geoscience and Remote Sensing
Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classification2014Pattern Recognition Letters
Feature Extraction of Hyperspectral Images With Image Fusion and Recursive Filtering2014Ieee Transactions on Geoscience and Remote Sensing
Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain2014Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Integration of Segmentation Techniques for Classification of Hyperspectral Images2014Ieee Geoscience and Remote Sensing Letters
Morphological Profiles Based on Differently Shaped Structuring Elements for Classification of Images With Very High Spatial Resolution2014Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Multilevel Image Segmentation Based on Fractional-Order Darwinian Particle Swarm Optimization2014Ieee Transactions on Geoscience and Remote Sensing
Multiple Morphological Profiles From Multicomponent-Base Images for Hyperspectral Image Classification2014Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Pansharpening With Matting Model2014Ieee Transactions on Geoscience and Remote Sensing
Remotely Sensed Image Classification Using Sparse Representations of Morphological Attribute Profiles2014Ieee Transactions on Geoscience and Remote Sensing
Spectral-Spatial Classification of Hyperspectral Images Based on Hidden Markov Random Fields2014Ieee Transactions on Geoscience and Remote Sensing
Spectral-Spatial Classification of Multispectral Images Using Kernel Feature Space Representation2014Ieee Geoscience and Remote Sensing Letters
Spectral-Spatial Hyperspectral Image Classification With Edge-Preserving Filtering2014Ieee Transactions on Geoscience and Remote Sensing
Spectral-Spatial Hyperspectral Image Classification via Multiscale Adaptive Sparse Representation2014Ieee Transactions on Geoscience and Remote Sensing
A Novel Technique for Optimal Feature Selection in Attribute Profiles Based on Genetic Algorithms2013Ieee Transactions on Geoscience and Remote Sensing
Adaptive Markov Random Fields for Joint Unmixing and Segmentation of Hyperspectral Images2013Ieee Transactions on Image Processing
Advances in Spectral-Spatial Classification of Hyperspectral Images2013Proceedings of the Ieee
Advances in Very-High-Resolution Remote Sensing2013Proceedings of the Ieee
Automatic Generation of Standard Deviation Attribute Profiles for Spectral-Spatial Classification of Remote Sensing Data2013Ieee Geoscience and Remote Sensing Letters
CLASSIFICATION OF HYPERSPECTRAL IMAGES WITH BINARY FRACTIONAL ORDER DARWINIAN PSO AND RANDOM FORESTS2013Image and Signal Processing For Remote Sensing Xix
Detection of Hedges in a Rural Landscape Using a Local Orientation Feature: From Linear Opening to Path Opening2013Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Extraction of Spatial Features in Hyperspectral Images Based on the Analysis of Differential Attribute Profiles2013Image and Signal Processing For Remote Sensing Xix
Generalized Composite Kernel Framework for Hyperspectral Image Classification2013Ieee Transactions on Geoscience and Remote Sensing
Hyperspectral Image Restoration Using Wavelets2013Image and Signal Processing For Remote Sensing Xix
Hyperspectral Unmixing on GPUs and Multi-Core Processors: A Comparison2013Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Land-Cover Mapping by Markov Modeling of Spatial-Contextual Information in Very-High-Resolution Remote Sensing Images2013Proceedings of the Ieee
Parsimonious Mahalanobis kernel for the classification of high dimensional data2013Pattern Recognition
Semisupervised Self-Learning for Hyperspectral Image Classification2013Ieee Transactions on Geoscience and Remote Sensing
Spectral Derivative Features for Classification of Hyperspectral Remote Sensing Images: Experimental Evaluation2013Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Unsupervised methods for the classification of hyperspectral images with low spatial resolution2013Pattern Recognition
Wavelet Based Hyperspectral Image Restoration Using Spatial and Spectral Penalties2013Image and Signal Processing For Remote Sensing Xix
A Marker-Based Approach for the Automated Selection of a Single Segmentation From a Hierarchical Set of Image Segmentations2012Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A NEW PANSHARPENING METHOD USING AN EXPLICIT IMAGE FORMATION MODEL REGULARIZED VIA TOTAL VARIATION20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
A NOVEL SUPERVISED FEATURE SELECTION TECHNIQUE BASED ON GENETIC ALGORITHMS20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
A SMOOTH HYPERSPECTRAL UNMIXING METHOD USING CYCLIC DESCENT20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
A new parallel tool for classification of remotely sensed imagery2012Computers & Geosciences
A spatial-spectral kernel-based approach for the classification of remote-sensing images2012Pattern Recognition
An efficient method for segmentation of images based on fractional calculus and natural selection2012Expert Systems With Applications
Automatic Extraction of Ellipsoidal Features for Planetary Image Registration2012Ieee Geoscience and Remote Sensing Letters
CLASSIFICATION OF HYPERSPECTRAL IMAGES BASED ON WEIGHTED DMPs20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
COMPARISON OF ITPCA AND IRMAD FOR AUTOMATIC CHANGE DETECTION USING INITIAL CHANGE MASK20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Classification of Pansharpened Urban Satellite Images2012Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Classification of Remote Sensing Optical and LiDAR Data Using Extended Attribute Profiles2012Ieee Journal of Selected Topics in Signal Processing
Detection of hedges based on attribute filters2012Image and Signal Processing For Remote Sensing Xviii
Extending the Fractional Order Darwinian Particle Swarm Optimization to Segmentation of Hyperspectral Images2012Image and Signal Processing For Remote Sensing Xviii
HEDGES DETECTION USING LOCAL DIRECTIONAL FEATURES AND SUPPORT VECTOR DATA DESCRIPTION20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
HYPERSPECTRAL IMAGE DENOISING USING 3D WAVELETS20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
INPUT-OUTPUT-CONSISTENT DOMAIN ADAPTATION ALGORITHM FOR REMOTE SENSING DATA CLASSIFICATION20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Linear Versus Nonlinear PCA for the Classification of Hyperspectral Data Based on the Extended Morphological Profiles2012Ieee Geoscience and Remote Sensing Letters
Retrieval of the Height of Buildings From WorldView-2 Multi-Angular Imagery Using Attribute Filters and Geometric Invariant Moments2012Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
SAR IMAGE DENOISING USING TOTAL VARIATION BASED REGULARIZATION WITH SURE-BASED OPTIMIZATION OF THE REGULARIZATION PARAMETER20122012 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Spectral Unmixing of Multispectral Satellite Images with Dimensionality Expansion Using Morphological Profiles2012Satellite Data Compression, Communications, and Processing Viii
Spectral-Spatial Classification of Hyperspectral Data Based on a Stochastic Minimum Spanning Forest Approach2012Ieee Transactions on Image Processing
Very High-Resolution Remote Sensing: Challenges and Opportunities2012Proceedings of the Ieee
A GENERAL APPROACH TO THE SPATIAL SIMPLIFICATION OF REMOTE SENSING IMAGES BASED ON MORPHOLOGICAL CONNECTED FILTERS20112011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
A Parallel Simulated Annealing Approach to Band Selection for High-Dimensional Remote Sensing Images2011Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing
A STOCHASTIC MINIMUM SPANNING FOREST APPROACH FOR SPECTRAL-SPATIAL CLASSIFICATION OF HYPERSPECTRAL IMAGES20112011 18th Ieee International Conference on Image Processing (Icip)
CLASSIFICATION USING EXTENDED MORPHOLOGICAL ATTRIBUTE PROFILES BASED ON DIFFERENT FEATURE EXTRACTION TECHNIQUES20112011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis2011Ieee Geoscience and Remote Sensing Letters
Fusion of Hyperspectral and LiDAR Data Using Morphological Attribute Profiles2011Image and Signal Processing For Remote Sensing Xvii
HYPERSPECTRAL CHANGE DETECTION USING IR-MAD AND FEATURE REDUCTION20112011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Hyperspectral Image Classification With Independent Component Discriminant Analysis2011Ieee Transactions on Geoscience and Remote Sensing
IMAGE REGISTRATION FOR REMOTE SENSING Foreword2011Image Registration For Remote Sensing
Introduction to the Issue on Advances in Remote Sensing Image Processing2011Ieee Journal of Selected Topics in Signal Processing
MAHALANOBIS KERNEL BASED ON PROBABILISTIC PRINCIPAL COMPONENT20112011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
MARKER-BASED HIERARCHICAL SEGMENTATION AND CLASSIFICATION APPROACH FOR HYPERSPECTRAL IMAGERY20112011 Ieee International Conference on Acoustics, Speech, and Signal Processing
SCALABLE SEMI-SUPERVISED CLASSIFICATION OF HYPERSPECTRAL REMOTE SENSING DATA WITH SPECTRAL AND SPATIAL INFORMATION20112011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Spectral Unmixing for the Classification of Hyperspectral Images at a Finer Spatial Resolution2011Ieee Journal of Selected Topics in Signal Processing
Spectral-spatial classification of polarimetric SAR data using morphological attribute profiles2011Image and Signal Processing For Remote Sensing Xvii
The Evolution of the Morphological Profile: from Panchromatic to Hyperspectral Images2011Optical Remote Sensing: Advances in Signal Processing and Exploitation Techniques
UNSUPERVISED CLASSIFICATION AND SPECTRAL UNMIXING FOR SUB-PIXEL LABELLING20112011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
URBAN AREA PRODUCT SIMULATION FOR THE ENMAP HYPERSPECTRAL SENSOR20112011 Ieee International Geoscience and Remote Sensing Symposium (Igarss)
Unsupervised Change Detection in Multitemporal Images of the Human Retina2011Multi Modality State-of-the-Art Medical Image Segmentation and Registration Methodologies, Vol 1
A MULTIPLE CLASSIFIER APPROACH FOR SPECTRAL-SPATIAL CLASSIFICATION OF HYPERSPECTRAL DATA20102010 Ieee International Geoscience and Remote Sensing Symposium
Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images2010Pattern Recognition Letters
Alternating Sequential Filters with Morphological Attribute Operators for the Analysis of Remote Sensing Images2010Image and Signal Processing For Remote Sensing Xvi
CLASSIFICATION OF HYPERSPECTRAL IMAGES WITH EXTENDED ATTRIBUTE PROFILES AND FEATURE EXTRACTION TECHNIQUES20102010 Ieee International Geoscience and Remote Sensing Symposium
CRATER DETECTION BASED ON MARKED POINT PROCESSES20102010 Ieee International Geoscience and Remote Sensing Symposium
Extended profiles with morphological attribute filters for the analysis of hyperspectral data2010International Journal of Remote Sensing
IMAGE FUSION FOR CLASSIFICATION OF HIGH RESOLUTION IMAGES BASED ON MATHEMATICAL MORPHOLOGY20102010 Ieee International Geoscience and Remote Sensing Symposium
MAHALANOBIS KERNEL FOR THE CLASSIFICATION OF HYPERSPECTRAL IMAGES20102010 Ieee International Geoscience and Remote Sensing Symposium
Morphological Attribute Profiles for the Analysis of Very High Resolution Images2010Ieee Transactions on Geoscience and Remote Sensing
Multiple Spectral-Spatial Classification Approach for Hyperspectral Data2010Ieee Transactions on Geoscience and Remote Sensing
On the influence of feature reduction for the classification of hyperspectral images based on the extended morphological profile2010International Journal of Remote Sensing
SUPER-RESOLUTION: AN EFFICIENT METHOD TO IMPROVE SPATIAL RESOLUTION OF HYPERSPECTRAL IMAGES20102010 Ieee International Geoscience and Remote Sensing Symposium
SVM- and MRF-Based Method for Accurate Classification of Hyperspectral Images2010Ieee Geoscience and Remote Sensing Letters
Segmentation and Classification of Hyperspectral Images Using Minimum Spanning Forest Grown From Automatically Selected Markers2010Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics
Segmentation and classification of hyperspectral images using watershed transformation2010Pattern Recognition
Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data2010Ieee Transactions on Geoscience and Remote Sensing
Study on the Capabilities of Morphological Attribute Profiles in Change Detection on VHR Images2010Image and Signal Processing For Remote Sensing Xvi
Supervised super resolution to improve the resolution of hyperspectral images classification maps2010Image and Signal Processing For Remote Sensing Xvi
ALGORITHMS AND APPLICATIONS FOR LAND COVER CLASSIFICATION - A REVIEW2009Geospatial Technology For Earth Observation
Automatic Change Detection of Retinal Images2009World Congress on Medical Physics and Biomedical Engineering, Vol 25, Pt 11
Automatic Extraction of Planetary Image Features2009Smc-It 2009: Third Ieee International Conference on Space Mission Challenges For Information Technology, Proceedings
Band Selection for Hyperspectral Images Based on Parallel Particle Swarm Optimization Schemes20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
CLASSIFICATION BASED MARKER SELECTION FOR WATERSHED TRANSFORM OF HYPERSPECTRAL IMAGES20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
CLASSIFICATION OF HYPERSPECTRAL IMAGES USING AUTOMATIC MARKER SELECTION AND MINIMUM SPANNING FOREST20092009 First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
Classifying Remote Sensing Data with Support Vector Machines and Imbalanced Training Data2009Multiple Classifier Systems, Proceedings
DIRECTIONAL MATHEMATICAL MORPHOLOGY FOR THE DETECTION OF THE ROAD NETWORK IN VERY HIGH RESOLUTION REMOTE SENSING IMAGES20092009 16th Ieee International Conference on Image Processing, Vols 1-6
ENSEMBLE METHODS FOR SPECTRAL-SPATIAL CLASSIFICATION OF URBAN HYPERSPECTRAL DATA20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Ensemble Classification Algorithm for Hyperspectral Remote Sensing Data2009Ieee Geoscience and Remote Sensing Letters
FUSION OF MULTISOURCE DATA SETS FROM AGRICULTURAL AREAS FOR IMPROVED LAND COVER CLASSIFICATION20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Glaucoma Filtration Surgery and Retinal Oxygen Saturation2009Investigative Ophthalmology & Visual Science
Hierarchical Ensemble Support Cluster Machine2009Multiple Classifier Systems, Proceedings
IMPACT OF DIFFERENT MORPHOLOGICAL PROFILES ON THE CLASSIFICATION ACCURACY OF URBAN HYPERSPECTRAL DATA20092009 First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
KERNEL PRINCIPAL COMPONENT ANALYSIS FOR THE CONSTRUCTION OF THE EXTENDED MORPHOLOGICAL PROFILE20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Kernel Principal Component Analysis for the Classification of Hyperspectral Remote Sensing Data over Urban Areas2009Eurasip Journal on Advances in Signal Processing
MORPHOLOGICAL ATTRIBUTE FILTERS FOR THE ANALYSIS OF VERY HIGH RESOLUTION REMOTE SENSING IMAGES20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Mapping of hyperspectral AVIRIS data using machine-learning algorithms2009Canadian Journal of Remote Sensing
ON THE USE OF ICA FOR HYPERSPECTRAL IMAGE ANALYSIS20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Oxygen Saturation in Human Retinal Vessels Is Higher in Dark Than in Light2009Investigative Ophthalmology & Visual Science
Recent advances in techniques for hyperspectral image processing2009Remote Sensing of Environment
SPECKLE REDUCTION OF SAR IMAGES USING SURE-BASED ADAPTIVE SIGMOID THRESHOLDING IN THE WAVELET DOMAIN20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
SPECKLE REDUCTION OF TERRASAR-X IMAGERY USING TV SEGMENTATION20092009 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-5
Spectral-Spatial Classification of Hyperspectral Imagery Based on Partitional Clustering Techniques2009Ieee Transactions on Geoscience and Remote Sensing
ADAPTIVE PIXEL NEIGHBORHOOD DEFINITION FOR THE CLASSIFICATION OF HYPERSPECTRAL IMAGES WITH SUPPORT VECTOR MACHINES AND COMPOSITE KERNEL20082008 15th Ieee International Conference on Image Processing, Vols 1-5
AUTOMATIC REGISTRATION OF RETINA IMAGES BASED ON GENETIC TECHNIQUES20082008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-8
An unsupervised technique based on morphological filters for change detection in very high resolution images2008Ieee Geoscience and Remote Sensing Letters
Michael J. Barnsley2008Ieee Transactions on Geoscience and Remote Sensing
Model-based satellite image fusion2008Ieee Transactions on Geoscience and Remote Sensing
On the decomposition of Mars hyperspectral data by ICA and Bayesian, positive source separation2008Neurocomputing
Shadow Extraction2008Seventh International Workshop on Information Optics
Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles2008Ieee Transactions on Geoscience and Remote Sensing
Spectrally consistent pansharpening2008Advances in Land Remote Sensing: System, Modeling, Inversion and Application
Untitled2008Ieee Transactions on Geoscience and Remote Sensing
A joint spatial and spectral SVM's classification of panchromatic images2007Igarss: 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 images20076th International Workshop on Information Optics (Wio '07)
Automatic retinal oximetry20076th International Workshop on Information Optics (Wio '07)
European perspectives in hyperspectral data analysis2007Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Fusion of support vector machines for classification of multisensor data2007Ieee Transactions on Geoscience and Remote Sensing
Fusion of support vector machines for classifying SAR and multispectral imagery from agricultural areas2007Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
HYPER-I-NET: European research network on hyperspectral Imaging2007Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Multiple classifier systems in remote sensing: From basics to recent developments2007Multiple Classifier Systems, Proceedings
Smoothing of fused spectral consistent satellite images with TV-based edge detection2007Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles2007Igarss: 2007 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-12
A Combined Support Vector Machines Classification Based on Decision Fusion20062006 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-8
Advanced Processing of Hyperspectral Images20062006 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-8
Automatic retinal oximetry2006Investigative Ophthalmology & Visual Science
Classification of remote sensing images from urban areas using a fuzzy possibilistic model2006Ieee Geoscience and Remote Sensing Letters
Combined curvelet and wavelet denoising20062006 7th Nordic Signal Processing Symposium
Decision fusion for the classification of urban remote sensing images2006Ieee Transactions on Geoscience and Remote Sensing
Evaluation of kernels for multiclass classification of hyperspectral remote sensing data20062006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13
Feature selection for morphological feature extraction using random forests20062006 7th Nordic Signal Processing Symposium
Fusion of Morphological and Spectral Information for Classification of Hyperspectal Urban Remote Sensing Data20062006 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-8
HySenS data exploitation for urban land cover analysis2006Annals of Geophysics
Kernel principal component analysis for feature reduction in hyperspectrale images analysis20062006 7th Nordic Signal Processing Symposium
Random Forests for land cover classification2006Pattern Recognition Letters
Smoothing of Fused Spectral Consistent Satellite Images20062006 Ieee International Geoscience and Remote Sensing Symposium, Vols 1-8
Spectrally consistent satellite image fusion with improved image priors20062006 7th Nordic Signal Processing Symposium
The physical meaning of independent components and artifact removal of hyperspectral data from mars using ICA20062006 7th Nordic Signal Processing Symposium
Unsupervised change-detection in color fundus images of the human retina20062006 7th Nordic Signal Processing Symposium
Classification of hyperspectral ROSIS data from urban areas2005RAST 2005: Proceedings of the 2nd International Conference on Recent Advances in Space Technologies
Classification of hyperspectral data from urban areas based on extended morphological profiles2005Ieee Transactions on Geoscience and Remote Sensing
Classification of hyperspectral data from urban areas using morpholgical preprocessing and independent component analysis2005IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Fusion of methods for the classification of remote sensing images from urban areas2005IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Random forest classifiers for hyperspectral data2005IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Spectral consistent satellite image fusion: Using a high resolution panchromatic and low resolution multi-spectral images2005IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Street tracking based on SAR data from urban areas2005IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings
Translation invariant combined denoising algorithm20052005 Ieee International Symposium on Circuits and Systems (Iscas), Vols 1-6, Conference Proceedings
Automatic selection of measurement points in multispectral fundus images for retinal oximetry2004Investigative Ophthalmology & Visual Science
Classification of remote sensing images from urban areas using a fuzzy model2004Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Combined wavelet and curvelet denoising of SAR images2004Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Decision level fusion in classification of hyperspectral data from urban areas2004Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Exploiting Spectral and Spatial Information in Hyperspectral Urban Data With High Resolution2004Ieee Geoscience and Remote Sensing Letters
Morphological pre-processing for classification of hyperspectral data from urban areas20042003 Ieee Workshop on Advances in Techniques For Analysis of Remotely Sensed Data
Random forest classification of multisource remote sensing and geographic data2004Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Source based feature extraction for support vector machines in hyperspectral classification2004Igarss 2004: Ieee International Geoscience and Remote Sensing Symposium Proceedings, Vols 1-7
Spectrophotometric retinal oximetry of retinal arterioles and venules.2004Investigative Ophthalmology & Visual Science
Time invariant curvelet denoising2004Norsig 2004: Proceedings of the 6th Nordic Signal Processing Symposium
Almost translation invariant wavelet transformations for speckle reduction of SAR images2003Ieee Transactions on Geoscience and Remote Sensing
Classification and feature extraction for remote sensing images from urban areas based on morphological transformations2003Ieee Transactions on Geoscience and Remote Sensing
Data fusion and feature extraction in the wavelet domain2003International Journal of Remote Sensing
Foreword to the special issue on urban remote sensing by satellite2003Ieee Transactions on Geoscience and Remote Sensing
Morphological transformations and feature extraction for urban data with high spectral and spatial resolution2003Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Multisource remote sensing data classification based on consensus and pruning2003Ieee Transactions on Geoscience and Remote Sensing
On the use of morphological altemated sequential filters for the classification of remote sensing images from urban areas2003Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Speckle reduction of SAR images using adaptive curvelet domain2003Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Support vector machines in multisource classification2003Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
Wavelet footprints for speckle reduction of SAR images2003Igarss 2003: Ieee International Geoscience and Remote Sensing Symposium, Vols I - Vii, Proceedings
An investigation of multiple self-organizing feature maps for classification of multisource data2002Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
Double density wavelet transformation for speckle reduction of SAR images2002Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
Morphological profiles used for classification of data from urban areas2002Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
Multiple classifiers applied to multisource remote sensing data2002Ieee Transactions on Geoscience and Remote Sensing
Review of applications of wavelets in speckle reduction and enhancement of SAR images2002Image and Signal Processing For Remote Sensing Vii
Speckle reduction of SAR images in the curvelet domain2002Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion (vol 39, pg 2539, 2001)2002Ieee Transactions on Geoscience and Remote Sensing
Wavelet feature extraction and genetic feature selection for multisource data2002Igarss 2002: Ieee International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vols I-Vi, Proceedings
A new approach for the morphological segmentation of high-resolution satellite imagery2001Ieee Transactions on Geoscience and Remote Sensing
Cluster-based feature extraction and data fusion in the wavelet domain2001Igarss 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 preporcessing2001Igarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
Speckle reduction of SAR images in the complex wavelet domain2001Igarss 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 fusion2001Ieee Transactions on Geoscience and Remote Sensing
The use of morphological profiles in classification of data from urban areas2001Ieee/isprs Joint Workshop on Remote Sensing and Data Fusion Over Urban Areas
Use of multiple classifiers in classification of data from multiple data sources2001Igarss 2001: Scanning the Present and Resolving the Future, Vols 1-7, Proceedings
Absolute neuro-fuzzy classification of remote sensing data2000Igarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Consensus based classification of multisource remote sensing data2000Multiple Classifier Systems
Data fusion and feature extraction using tree structured filter banks2000Igarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Image segmentation based on the derivative of the morphological profile2000Mathematical Morphology and Its Applications To Image and Signal Processing
Speckle reduction of SAR images using wavelet-domain hidden Markov models2000Igarss 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 fusion2000Igarss 2000: Ieee 2000 International Geoscience and Remote Sensing Symposium, Vol I - Vi, Proceedings
Classification of multisource and hyperspectral data based on decision fusion1999Ieee Transactions on Geoscience and Remote Sensing
Neuro-fuzzy and soft computing in classification of remote sensing data.1999Image and Signal Processing For Remote Sensing V
Special issue on data fusion - Introduction1999Ieee Transactions on Geoscience and Remote Sensing
Speckle reduction and enhancement of SAR images using multiwavelets and adaptive thresholding1999Image and Signal Processing For Remote Sensing V
An extension of parametric decision boundary feature extraction (DBFE) for classification of hyperdimensional data1998Igarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Classification and integration of multitype data1998Igarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Feature extraction based on LOOC estimation1998Igarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Optimized combination, regularization, and pruning in Parallel Consensual Neural Networks1998Image and Signal Processing For Remote Sensing Iv
Translation invariant wavelets for speckle reduction of SAR images1998Igarss '98 - 1998 International Geoscience and Remote Sensing Symposium, Proceedings Vols 1-5
Cancellation of nonlinear intersymbol interference in voiceband communication channels19971997 Ieee Pacific Rim Conference on Communications, Computers and Signal Processing, Vols 1 and 2
Classification and feature extraction of hyperdimensional data using LOOC covariance estimation1997Igarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Classification of hyperdimensional data using data fusion approaches1997Igarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Feature extraction for multisource data classification with artificial neural networks1997International Journal of Remote Sensing
Feature extraction for neural network classifiers using wavelets and tree structured filter banks1997Igarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Hybrid consensus theoretic classification1997Ieee Transactions on Geoscience and Remote Sensing
Multistage classifiers optimized by neural networks and genetic algorithms1997Nonlinear Analysis-Theory Methods & Applications
Parallel consensual neural networks1997Ieee Transactions on Neural Networks
Parallel principal component neural networks for classification of event-related potential waveforms1997Medical Engineering & Physics
Tree structured filter banks for speckle reduction of SAR images1997Igarss '97 - 1997 International Geoscience and Remote Sensing Symposium, Proceedings Vols I-Iv
Wavelet-package transformation as a preprocessor of EEG waveforms for classification.1997Proceedings of the 19th Annual International Conference of the Ieee Engineering in Medicine and Biology Society, Vol 19, Pts 1-6
Classification and feature extraction with enhanced statistics1996Igarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
Hybrid consensus theoretic classification1996Igarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
Optimized combination of neural networks1996Iscas 96: 1996 Ieee International Symposium on Circuits and Systems - Circuits and Systems Connecting the World, Vol 3
Optimized consensus theory19961996 Ieee International Conference on Acoustics, Speech, and Signal Processing, Conference Proceedings, Vols 1-6
Speckle reduction and enhancement of SAR images in the wavelet domain1996Igarss '96 - 1996 International Geoscience and Remote Sensing Symposium: Remote Sensing For a Sustainable Future, Vols I - Iv
Auditory event-related potentials in normal and schizophrenic subjects: Analysis using wavelet packet transformation1995European Journal of Clinical Investigation
CLASSIFICATION AND FEATURE-EXTRACTION OF AVIRIS DATA1995Ieee Transactions on Geoscience and Remote Sensing
CLASSIFICATION OF AVIRIS DATA FROM ICELAND - GEOLOGICAL APPLICATIONS1994Igarss '94 - 1994 International Geoscience and Remote Sensing Symposium Volumes 1-4
PARALLEL CONSENSUAL NEURAL NETWORKS WITH OPTIMALLY WEIGHTED OUTPUT1994World Congress on Neural Networks-San Diego, - 1994 International Neural Network Society Annual Meeting, Vol 3
Auditory event-related potentials in normal and schizophrenic subjects: Analysis using artificial neural network and signal processing1993European Journal of Clinical Investigation
CLASSIFICATION OF AVIRIS DATA FROM ICELAND USING NEW APPROACHES1993Proceedings 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 DATA1993International Journal of Remote Sensing
PARALLEL CONSENSUAL NEURAL NETWORKS19931993 Ieee International Conference on Neural Networks, Vols 1-3
CONSENSUS THEORETIC CLASSIFICATION METHODS1992Ieee Transactions on Systems Man and Cybernetics
FEATURE-SELECTION FOR NEURAL NETWORKS USING PARZEN DENSITY ESTIMATOR1992International Space Year : Space Remote Sensing, Vols 1 and 2
A CONSENSUAL NEURAL NETWORK1991Igarss 91 - Remote Sensing : Global Monitoring For Earth Management, Vols 1-4
CLASSIFICATION OF VERY HIGH DIMENSIONAL DATA USING NEURAL NETWORKS1990Remote Sensing Science For the Nineties, Vols 1-3
NEURAL NETWORK APPROACHES VERSUS STATISTICAL-METHODS IN CLASSIFICATION OF MULTISOURCE REMOTE-SENSING DATA1990Ieee Transactions on Geoscience and Remote Sensing

Keywords for Specialisation