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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

Published works

2025

Physical Interpretation of Microwave Emission from Snow-Covered Stratified Sea Ice with Rough BoundariesIEEE Transactions on Geoscience and Remote Sensing
A Learned Reduced-Rank Sharpening Method for Multiresolution Satellite ImageryRemote Sensing
Whole-genome sequencing of 490,640 UK Biobank participantsNature
Genome-wide meta-analysis identifies nine loci associated with higher risk of hepatocellular carcinoma developmentJHEP Reports
Missense variants in FRS3 affect body mass index in populations of diverse ancestriesNature Communications

2024

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

2023

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

2022

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

2021

Effects of copy number variations on brain structure and risk for psychiatric illnessHuman Brain Mapping
1q21.1 distal copy number variants are associated with cerebral and cognitive alterations in humansTranslational Psychiatry
FUSING SENTINEL-2 SATELLITE IMAGES AND AERIAL RGB IMAGES
NON-LOCAL MEANS LOW-RANK APPROXIMATION FOR HYPERSPECTRAL DENOISING
TUNING PARAMETER SELECTION FOR SENTINEL-2 SHARPENING USING WALD'S PROTOCOL
Large-scale integration of the plasma proteome with genetics and diseaseNature Genetics
A comparison of optimized sentinel-2 super-resolution methods using wald’s protocol and bayesian optimizationRemote Sensing
Predicting the probability of death using proteomicsCommunications Biology
Convolutional Autoencoder for Spectral-Spatial Hyperspectral UnmixingIEEE Transactions on Geoscience and Remote Sensing
A New Benchmark Based on Recent Advances in Multispectral PansharpeningIEEE Geoscience and Remote Sensing Magazine
SHARPENING THE 20 M BANDS OF SENTINEL-2 IMAGE USING AN UNSUPERVISED CONVOLUTIONAL NEURAL NETWORK
Fully Constrained Least Squares Linear Spectral Unmixing of the Scream (Verso, 1893)
WAVELET-BASED BLOCK LOW-RANK REPRESENTATIONS FOR HYPERSPECTRAL DENOISING
Hyperspectral Image Denoising Using SURE-Based Unsupervised Convolutional Neural NetworksIEEE Transactions on Geoscience and Remote 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
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

2020

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
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
Sequence Variants in TAAR5 and Other Loci Affect Human Odor Perception and NamingCurrent Biology
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
Creating RGB Images from Hyperspectral Images Using a Color Matching Function
CorrectionMolecular Psychiatry
Hyperspectral Images Denoising Based on Mixtures of Factor Analyzers
Model-Based Reduced-Rank PansharpeningIEEE Geoscience and Remote Sensing Letters
Sure Based Convolutional Neural Networks for Hyperspectral Image Denoising

2019

Spectral-Spatial Hyperspectral Unmixing Using Multitask LearningIEEE Access
Multitask Learning for Spatial-Spectral Hyperspectral Unmixing
Weighted Blind ℓ_q Hyperspectral Unmixing
A metrological spectral difference space for the statistical modelling of hyperspectral images
The 2014-2015 lava flow field at Holuhraun, IcelandRemote Sensing
Optimal Component Substitution and Multi-Resolution Analysis Pansharpening Methods Using a Convolutional Neural Network
(Semi-) Supervised Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms for Hyperspectral Images Classification
Reciprocal White Matter Changes Associated With Copy Number Variation at 15q11.2 BP1-BP2: A Diffusion Tensor Imaging StudyBiological Psychiatry
Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms for Hyperspectral Images Classification
Hyperspectral feature extraction using sparse and smooth low-rank analysisRemote Sensing
Sentinel-2 sharpening using a reduced-rank methodIEEE Transactions on Geoscience and Remote 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
Brain age prediction using deep learning uncovers associated sequence variantsNature Communications

2018

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

2017

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

2016

Hyperspectral Feature Extraction Using Total Variation Component AnalysisIEEE Transactions on Geoscience and Remote Sensing
Quantitative Quality Evaluation of Pansharpened ImageryIEEE Transactions on Geoscience and Remote Sensing
MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening MethodsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Large-scale l0 sparse inverse covariance estimation
Distributed dyadic cyclic descent for non-negative matrix factorization
Classification of Big Data with Application to Imaging GeneticsProceedings of the IEEE
Blind Hyperspectral Unmixing Using Total Variation and ℓ_q Sparse RegularizationIEEE Transactions on Geoscience and Remote Sensing
Sparse distributed hyperspectral unmixing
Large-scale l<inf>0</inf> sparse inverse covariance estimation

2015

MTF-deblurring preprocessing for CS and MRA pansharpening methods
MTP deblurring preprocessing for CS and MRA pansharpening methods
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
MIST: L<inf>0</inf> sparse linear regression with momentum
Sparse and low rank decomposition using l₀ penalty
Total variation and ℓ<inf>q</inf> based hyperspectral unmixing for feature extraction and classification
Total variation and ℓ_q based hyperspectral unmixing for feature extraction and classification
Selecting the number of principal components with SUREIEEE Signal Processing Letters
Model based pansharpening method based on TV and MTF deblurring

2014

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

2013

Smooth and sparse hyperspectral unmixing using an l₀ penalty
Hyperspectral image restoration using wavelets
The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization
First order roughness penalty for hyperspectral image denoising
Magnetic resonance imaging of time-varying magnetic fields from therapeutic devicesNMR in Biomedicine
Sparse representation of hyperspectral data using CUR matrix decomposition
Wavelet based hyperspectral image restoration using spatial and spectral penalties
Smooth and sparse hyperspectral unmixing using an l<inf>0</inf> penalty
Hyperspectral image denoising using a new linear model and Sparse Regularization
Smooth spectral unmixing using total variation regularization and a first order roughness penalty
Pansharpening via sparsity optimization using overcomplete transforms
Tuning parameter selection for nonnegative matrix factorization
Smooth and sparse hyperspectral unmixing using an l<sub>0</sub> penalty
Tuning parameter selection for underdetermined reduced-rank regressionIEEE Signal Processing Letters
Wavelet based sparse Principal Component Analysis for hyperspectral denoising

2012

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
A new pansharpening method using an explicit image formation model regularized via Total Variation
Sparse loading noisy PCA using an l <sub>0</sub> penalty
Sparse loading noisy PCA using an l <sub>0</sub> penalty

2011

Sparse variable reduced rank regression via Stiefel optimization
Left atrial pressure and dominant frequency of atrial fibrillation in humansHeart Rhythm
Vector l<sub>0</sub> sparse variable PCAIEEE Transactions on Signal Processing
Vector $l_0$ Sparse Variable PCAIEEE Transactions on Signal Processing
Neuronal event detection in fMRI time series using iterative deconvolution techniquesMagnetic Resonance Imaging
Vector l<sub>0</sub> sparse variable PCAIEEE Transactions on Signal Processing
Time- and frequency-domain characteristics of atrial electrograms during sinus rhythm and atrial fibrillationJournal of Cardiovascular Electrophysiology

2010

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

2009

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

2008

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

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 - tímarit VFÍ
Wavelet feature extraction and genetic feature selection for multisource data
Speckle reduction of SAR images in the curvelet domain

2001

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

Keywords for Specialisation:

Statistical signal processing

Image Processing

Machine Learning

Medical Imaging