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Magnús Örn Úlfarsson - Professor

Magnús Örn Úlfarsson

–

School of Engineering and Natural Sciences

Magnús Örn Úlfarsson

Professor

Location
VR-2 / V02-359
Phone
525 - 5281
Email
mou [at] hi.is

Unit
Faculty of Electrical and Computer Engineering
Website
https://www.researchgate.net/profile/Magnus_Ulfarsson
Published Work
Magnús Örn Úlfarsson - published work

Curriculum Vitae
Magnús Örn Úlfarsson - Curriculum Vitae
Consultation hours
By appointment. Please send an email.
ORCID site
https://orcid.org/0000-0002-0461-040X
Research portal – Magnús Örn Úlfarsson

Show Published works

2025

A Learned Reduced-Rank Sharpening Method for Multiresolution Satellite ImageryRemote Sensing
Missense variants in FRS3 affect body mass index in populations of diverse ancestriesNature Communications
Physical Interpretation of Microwave Emission from Snow-Covered Stratified Sea Ice with Rough BoundariesIEEE Transactions on Geoscience and Remote Sensing

2024

Correction toNature
ErratumCommunications Biology
Exploring Transformer-Based Direction-of-Arrival Estimation Over Sea SurfaceIEEE Transactions on Geoscience and Remote Sensing
Genome-Wide Association Study of Accessory Atrioventricular PathwaysJAMA Cardiology
Integrative common and rare variant analyses provide insights into the genetic architecture of liver cirrhosisNature Genetics
Pattern-invariant Unrolling for Robust Demosaicking
Sequence variants associated with BMI affect disease risk through BMI itselfNature Communications
Transformers significantly improve splice site predictionCommunications Biology

2023

Complex effects of sequence variants on lipid levels and coronary artery diseaseCell
Dématriçage basé sur un modèle du motif Sparse3
Evaluation of Large-Scale Proteomics for Prediction of Cardiovascular EventsJAMA
Genetics and epidemiology of mutational barcode-defined clonal hematopoiesisNature Genetics
Histopathology and levels of proteins in plasma associate with survival after colorectal cancer diagnosisBritish Journal of Cancer
Hyperspectral Image Denoising Using Low-Rank and Sparse Model Based Deep Unrolling
Large-scale plasma proteomics comparisons through genetics and disease associationsNature
Model-Based Demosaicking for Acquisitions by a Rgbw Color Filter Array
Physical and cognitive impact following SARS-CoV-2 infection in a large population-based case-control studyCommunications Medicine
Sequence variants affecting voice pitch in humansScience advances
Spectral-Spatial Kernel Minimum Noise Fraction Transformation for Hyperspectral Image Classification
Superresolving Sentinel-2 Using Learned Multispectral Regularization
Sure-Ergas
Synthesis of Synthetic Hyperspectral Images with Controllable Spectral Variability Using a Generative Adversarial NetworkRemote Sensing
Unsupervised Sentinel-2 Image Fusion Using a Deep Unrolling MethodIEEE Geoscience and Remote Sensing Letters

2022

Blind Hyperspectral Unmixing using AutoencodersIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Deep Sparse and Low-Rank Prior for Hyperspectral Image Denoising
Deep SURE for Unsupervised Remote Sensing Image FusionIEEE Transactions on Geoscience and Remote Sensing
Fusing Sentinel-2 and Landsat 8 Satellite Images Using a Model-Based MethodRemote Sensing
Hyperspectral Image Denoising Using Spectral-Spatial Transform-Based Sparse and Low-Rank RepresentationsIEEE Transactions on Geoscience and Remote Sensing
Hyperspectral Super-Resolution by Unsupervised Convolutional Neural Network and Sure
Multiomics study of nonalcoholic fatty liver diseaseNature Genetics
Neuroimaging Findings in Neurodevelopmental Copy Number VariantsBiological Psychiatry
Predicting Classification Performance for Benchmark Hyperspectral DatasetsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Synthetic Hyperspectral Images With Controllable Spectral Variability and Ground TruthIEEE Geoscience and Remote Sensing Letters
The sequences of 150,119 genomes in the UK BiobankNature
Thirty novel sequence variants impacting human intracranial volumeBrain Communications
Semi-Supervised Mixtures of Factor Analyzers Feature Extraction for Hyperspectral ImagesIEEE Geoscience and Remote Sensing Letters

2021

1q21.1 distal copy number variants are associated with cerebral and cognitive alterations in humansTranslational Psychiatry
A comparison of optimized sentinel-2 super-resolution methods using wald’s protocol and bayesian optimizationRemote Sensing
Analysis of Diffusion Tensor Imaging Data From the UK Biobank Confirms Dosage Effect of 15q11.2 Copy Number Variation on White Matter and Shows Association With CognitionBiological Psychiatry
A New Benchmark Based on Recent Advances in Multispectral PansharpeningIEEE Geoscience and Remote Sensing Magazine
Convolutional Autoencoder for Spectral-Spatial Hyperspectral UnmixingIEEE Transactions on Geoscience and Remote Sensing
Effects of copy number variations on brain structure and risk for psychiatric illnessHuman Brain Mapping
Fully Constrained Least Squares Linear Spectral Unmixing of the Scream (Verso, 1893)
FUSING SENTINEL-2 SATELLITE IMAGES AND AERIAL RGB IMAGES
Hyperspectral Image Denoising Using SURE-Based Unsupervised Convolutional Neural NetworksIEEE Transactions on Geoscience and Remote Sensing
Large-scale integration of the plasma proteome with genetics and diseaseNature Genetics
NON-LOCAL MEANS LOW-RANK APPROXIMATION FOR HYPERSPECTRAL DENOISING
Predicting the probability of death using proteomicsCommunications Biology
Sentinel-2 Sharpening Using a Single Unsupervised Convolutional Neural Network with MTF-Based Degradation ModelIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
SHARPENING THE 20 M BANDS OF SENTINEL-2 IMAGE USING AN UNSUPERVISED CONVOLUTIONAL NEURAL NETWORK
TUNING PARAMETER SELECTION FOR SENTINEL-2 SHARPENING USING WALD'S PROTOCOL
WAVELET-BASED BLOCK LOW-RANK REPRESENTATIONS FOR HYPERSPECTRAL DENOISING

2020

Analysis of diffusion tensor imaging data from UK Biobank confirms dosage effect of 15q11.2 copy-number variation on white matter and shows association with cognition
Association of Copy Number Variation of the 15q11.2 BP1-BP2 Region With Cortical and Subcortical Morphology and CognitionJAMA Psychiatry
CorrectionMolecular Psychiatry
Creating RGB Images from Hyperspectral Images Using a Color Matching Function
Hyperspectral Images Denoising Based on Mixtures of Factor Analyzers
Lava Flow Roughness on the 2014–2015 Lava Flow-Field at Holuhraun, Iceland, Derived from Airborne LiDAR and PhotogrammetryGeosciences
Local Spatial-Spectral Correlation Based Mixtures of Factor Analyzers for Hyperspectral Denoising
Model-Based Reduced-Rank PansharpeningIEEE Geoscience and Remote Sensing Letters
Sequence Variants in TAAR5 and Other Loci Affect Human Odor Perception and NamingCurrent Biology
Sure Based Convolutional Neural Networks for Hyperspectral Image Denoising
Unsupervised and Supervised Feature Extraction Methods for Hyperspectral Images Based on Mixtures of Factor Analyzers - Remote SensingRemote Sensing
Zero-Shot Sentinel-2 Sharpening Using a Symmetric Skipped Connection Convolutional Neural Network

2019

A metrological spectral difference space for the statistical modelling of hyperspectral images
Brain age prediction using deep learning uncovers associated sequence variantsNature Communications
Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms for Hyperspectral Images Classification
Multitask Learning for Spatial-Spectral Hyperspectral Unmixing
Optimal Component Substitution and Multi-Resolution Analysis Pansharpening Methods Using a Convolutional Neural Network
Reciprocal White Matter Changes Associated With Copy Number Variation at 15q11.2 BP1-BP2: A Diffusion Tensor Imaging StudyBiological Psychiatry
(Semi-) Supervised Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms for Hyperspectral Images Classification
Sentinel-2 sharpening using a reduced-rank methodIEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatial Hyperspectral Unmixing Using Multitask LearningIEEE Access
The 2014-2015 lava flow field at Holuhraun, IcelandRemote Sensing
Thermal model of lava in Mt. Agung during December 2017 episodes derived from Integrated SENTINEL 2A and ASTER remote sensing datasetsIOP Conference Series: Earth and Environmental Science
Weighted Blind ℓ_q Hyperspectral Unmixing

2018

A low-rank method for sentinel-2 sharpening using cyclic descent
Blind nonlinear hyperspectral unmixing using an ℓ_Q regularizer
Blind sparse nonlinear hyperspectral unmixing using an ℓ_q penaltyIEEE Geoscience and Remote Sensing Letters
Dose response of the 16p11.2 distal copy number variant on intracranial volume and basal gangliaMolecular Psychiatry
Hyperspectral Unmixing Using a Neural Network AutoencoderIEEE Access
Label Noise Robust Classification of Hyperspectral Data
MAP1B mutations cause intellectual disability and extensive white matter deficitNature Communications
New Insights for Detecting and Deriving Thermal Properties of Lava Flow Using Infrared Satellite during 2014–2015 Effusive Eruption at Holuhraun, IcelandRemote Sensing
Parameter Estimation for Blind l<sub>q</sub> Hyperspectral Unmixing Using Bayesian Optimization
Sentinel-2 Image Fusion Using a Deep Residual NetworkRemote Sensing
Single Sensor Image Fusion Using A Deep Convolutional Generative Adversarial Network
Single Sensor Image Fusion Using a Deep Residual Network
Sparse and smooth feature extraction for hyperspectral imagery

2017

15q11.2 CNV affects cognitive, structural and functional correlates of dyslexia and dyscalculiaTranslational Psychiatry
Automatic Hyperspectral Image Restoration Using Sparse and Low-Rank ModelingIEEE Geoscience and Remote Sensing Letters
Fast multitemporal hyperspectral unmixing
Multispectral and Hyperspectral Image Fusion Using a 3-D-Convolutional Neural NetworkIEEE Geoscience and Remote Sensing Letters
Neural network hyperspectral unmixing with spectral information divergence objective
Sparse and low rank hyperspectral unmixing
Sparse Distributed Multitemporal Hyperspectral UnmixingIEEE Transactions on Geoscience and Remote Sensing

2016

Blind Hyperspectral Unmixing Using Total Variation and ℓ_q Sparse RegularizationIEEE Transactions on Geoscience and Remote Sensing
Classification of Big Data with Application to Imaging GeneticsProceedings of the IEEE
Distributed dyadic cyclic descent for non-negative matrix factorization
Hyperspectral Feature Extraction Using Total Variation Component AnalysisIEEE Transactions on Geoscience and Remote Sensing
Large-scale l0 sparse inverse covariance estimation
MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening MethodsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Quantitative Quality Evaluation of Pansharpened ImageryIEEE Transactions on Geoscience and Remote Sensing
Sparse distributed hyperspectral unmixing

2015

Hyperspectral Subspace Identification Using SUREIEEE Geoscience and Remote Sensing Letters
MIST: L<inf>0</inf> sparse linear regression with momentum
Model-based fusion of multi-and hyperspectral images using PCA and waveletsIEEE Transactions on Geoscience and Remote Sensing
Model based pansharpening method based on TV and MTF deblurring
MTF-deblurring preprocessing for CS and MRA pansharpening methods
MTP deblurring preprocessing for CS and MRA pansharpening methods
Selecting the number of principal components with SUREIEEE Signal Processing Letters
Sparse and low rank decomposition using l₀ penalty
Total variation and ℓ_q based hyperspectral unmixing for feature extraction and classification

2014

A new pansharpening algorithm based on total variationIEEE Geoscience and Remote Sensing Letters
Endmember constrained semi-supervised hyperspectral unmixing
Hyperspectral image denoising using a sparse low rank model and dual-tree complex wavelet transform
Hyperspectral image denoising using first order spectral roughness penalty in wavelet domainIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral Unmixing Using ℓq PenaltyIEEE Transactions on Geoscience and Remote Sensing
Hyperspectral unmixing with <sub>q</sub> regularizationIEEE Transactions on Geoscience and Remote Sensing
Magnetic resonance imaging of time-varying magnetic fields from therapeutic devicesNMR in Biomedicine
Model based PCA/wavelet fusion of multispectral and hyperspectral images
Semi-supervised hyperspectral unmixing
Sparse component analysis via dyadic cyclic descent
Sparse Gaussian noisy independent component analysis
Spectral–Spatial Classification of Hyperspectral Images Based on Hidden Markov Random FieldsIEEE Transactions on Geoscience and Remote Sensing
Sure based model selection for hyperspectral imaging
Total variation based hyperspectral feature extraction
Wavelet-based sparse reduced-rank regression for hyperspectral image restorationIEEE Transactions on Geoscience and Remote Sensing

2013

First order roughness penalty for hyperspectral image denoising
Hyperspectral image denoising using a new linear model and Sparse Regularization
Hyperspectral image restoration using wavelets
Magnetic resonance imaging of time-varying magnetic fields from therapeutic devicesNMR in Biomedicine
Pansharpening via sparsity optimization using overcomplete transforms
Smooth and sparse hyperspectral unmixing using an l₀ penalty
Smooth spectral unmixing using total variation regularization and a first order roughness penalty
Sparse representation of hyperspectral data using CUR matrix decomposition
The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization
Tuning parameter selection for nonnegative matrix factorization
Tuning parameter selection for underdetermined reduced-rank regressionIEEE Signal Processing Letters
Wavelet based hyperspectral image restoration using spatial and spectral penalties
Wavelet based sparse Principal Component Analysis for hyperspectral denoising

2012

A new pansharpening method using an explicit image formation model regularized via Total Variation
A smooth hyperspectral unmixing method using cyclic descent
Hyperspectral image denoising using 3D wavelets
SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameter
Sparse loading noisy PCA using an l <sub>0</sub> penalty

2011

Left atrial pressure and dominant frequency of atrial fibrillation in humansHeart Rhythm
Neuronal event detection in fMRI time series using iterative deconvolution techniquesMagnetic Resonance Imaging
Sparse variable reduced rank regression via Stiefel optimization
Time- and frequency-domain characteristics of atrial electrograms during sinus rhythm and atrial fibrillationJournal of Cardiovascular Electrophysiology
Vector l<sub>0</sub> sparse variable PCAIEEE Transactions on Signal Processing

2010

A semiparametric PCA approach to fMRI data analysis
Effect of linear ablation on spectral components of atrial fibrillationHeart Rhythm
Smooth noisy PCA using a 1<sup>st</sup> order roughness penalty
Sparse variable noisy pca using l₀ penalty
Super-Resolution
Threshold selection for group sparsity

2009

Relationship between the spectral characteristics of atrial fibrillation and atrial tachycardias that occur after catheter ablation of atrial fibrillationHeart Rhythm
Sparse variable PCA using a steepest descent on a Grassman manifold
Speckle reduction of SAR images using SURE-based adaptive sigmoid thresholding in the wavelet domain

2008

Complex electrograms within the coronary sinusJournal of Cardiovascular Electrophysiology
Dimension estimation in noisy PCA with SURE and random matrix theoryIEEE Transactions on Signal Processing
Rank selection in noisy PCA with sure and random matrix theory
Sparse variable PCA using geodesic steepest descentIEEE Transactions on Signal Processing

2007

Sparse variable principal component analysis with application to FMRI

2006

Smooth principal component analysis with application to functional magnetic resonance imaging
Spatially local and temporally smooth PCA for fMRI

2003

Data fusion and feature extraction in the wavelet domainInternational Journal of Remote Sensing
Wavelet Footprints for Speckle Reduction of SAR Images

2002

Denoising in the Curvelet DomainVerktækni
Speckle reduction of SAR images in the curvelet domain
Wavelet feature extraction and genetic feature selection for multisource data

2001

Cluster-based feature extraction and data fusion in the wavelet domain

Keywords for Specialisation:

Statistical signal processing

Image Processing

Machine Learning

Medical Imaging