Magnus O. Ulfarsson

According to our database1, Magnus O. Ulfarsson authored at least 88 papers between 2002 and 2019.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2019
Sentinel-2 Sharpening Using a Reduced-Rank Method.
IEEE Trans. Geoscience and Remote Sensing, 2019

Hyperspectral Feature Extraction Using Sparse and Smooth Low-Rank Analysis.
Remote Sensing, 2019

The 2014-2015 Lava Flow Field at Holuhraun, Iceland: Using Airborne Hyperspectral Remote Sensing for Discriminating the Lava Surface.
Remote Sensing, 2019

Spectral-Spatial Hyperspectral Unmixing Using Multitask Learning.
IEEE Access, 2019

Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

(Semi-) Supervised Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Weighted Blind ℓq Hyperspectral Unmixing.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Convolutional Autoencoder for Spatial-Spectral Hyperspectral Unmixing.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Optimal Component Substitution and Multi-Resolution Analysis Pansharpening Methods Using a Convolutional Neural Network.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multitask Learning for Spatial-Spectral Hyperspectral Unmixing.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A metrological spectral difference space for the statistical modelling of hyperspectral images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018
Sentinel-2 Image Fusion Using a Deep Residual Network.
Remote Sensing, 2018

New Insights for Detecting and Deriving Thermal Properties of Lava Flow Using Infrared Satellite during 2014-2015 Effusive Eruption at Holuhraun, Iceland.
Remote Sensing, 2018

Blind Sparse Nonlinear Hyperspectral Unmixing Using an ℓq Penalty.
IEEE Geosci. Remote Sensing Lett., 2018

Hyperspectral Unmixing Using a Neural Network Autoencoder.
IEEE Access, 2018

Parameter Estimation For Blind lq Hyperspectral Unmixing Using Bayesian Optimization.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Single Sensor Image Fusion Using A Deep Convolutional Generative Adversarial Network.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Single Sensor Image Fusion Using a Deep Residual Network.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Label Noise Robust Classification Of Hyperspectral Data.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

A Low-Rank Method for Sentinel-2 Sharpening Using Cyclic Descent.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Blind Nonlinear Hyperspectral Unmixing Using an $\ell_{q}$ Regularizer.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Sparse and Smooth Feature Extraction for Hyperspectral Imagery.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017
Sparse Distributed Multitemporal Hyperspectral Unmixing.
IEEE Trans. Geoscience and Remote Sensing, 2017

Automatic Hyperspectral Image Restoration Using Sparse and Low-Rank Modeling.
IEEE Geosci. Remote Sensing Lett., 2017

Multispectral and Hyperspectral Image Fusion Using a 3-D-Convolutional Neural Network.
IEEE Geosci. Remote Sensing Lett., 2017

Sparse and low rank hyperspectral unmixing.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Fast multitemporal hyperspectral unmixing.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Neural network hyperspectral unmixing with spectral information divergence objective.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016
Blind Hyperspectral Unmixing Using Total Variation and ℓq Sparse Regularization.
IEEE Trans. Geoscience and Remote Sensing, 2016

Hyperspectral Feature Extraction Using Total Variation Component Analysis.
IEEE Trans. Geoscience and Remote Sensing, 2016

Quantitative Quality Evaluation of Pansharpened Imagery: Consistency Versus Synthesis.
IEEE Trans. Geoscience and Remote Sensing, 2016

MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening Methods.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2016

Classification of Big Data With Application to Imaging Genetics.
Proceedings of the IEEE, 2016

Sparse distributed hyperspectral unmixing.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Distributed dyadic cyclic descent for non-negative matrix factorization.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Large-scale l0 sparse inverse covariance estimation.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015
Model-Based Fusion of Multi- and Hyperspectral Images Using PCA and Wavelets.
IEEE Trans. Geoscience and Remote Sensing, 2015

Selecting the Number of Principal Components with SURE.
IEEE Signal Process. Lett., 2015

Hyperspectral Subspace Identification Using SURE.
IEEE Geosci. Remote Sensing Lett., 2015

Total variation and ℓq based hyperspectral unmixing for feature extraction and classification.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

MTF-deblurring preprocessing for CS and MRA pansharpening methods.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Model based pansharpening method based on TV and MTF deblurring.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Sparse and low rank decomposition using l0 penalty.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

MIST: L0 sparse linear regression with momentum.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

2014
Hyperspectral Unmixing With lq Regularization.
IEEE Trans. Geoscience and Remote Sensing, 2014

Wavelet-Based Sparse Reduced-Rank Regression for Hyperspectral Image Restoration.
IEEE Trans. Geoscience and Remote Sensing, 2014

Spectral-Spatial Classification of Hyperspectral Images Based on Hidden Markov Random Fields.
IEEE Trans. Geoscience and Remote Sensing, 2014

Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain.
IEEE J Sel. Topics in Appl. Earth Observ. and Remote Sensing, 2014

A New Pansharpening Algorithm Based on Total Variation.
IEEE Geosci. Remote Sensing Lett., 2014

Endmember constrained semi-supervised hyperspectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Semi-supervised hyperspectral unmixing.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Sure based model selection for hyperspectral imaging.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Total variation based hyperspectral feature extraction.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Hyperspectral image denoising using a sparse low rank model and dual-tree complex wavelet transform.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Model based PCA/wavelet fusion of multispectral and hyperspectral images.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Sparse component analysis via dyadic cyclic descent.
Proceedings of the IEEE International Conference on Acoustics, 2014

Sparse Gaussian noisy independent component analysis.
Proceedings of the IEEE International Conference on Acoustics, 2014

2013
Tuning Parameter Selection for Underdetermined Reduced-Rank Regression.
IEEE Signal Process. Lett., 2013

Smooth and sparse hyperspectral unmixing using an l0 penalty.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Wavelet based sparse Principal Component Analysis for hyperspectral denoising.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

First order roughness penalty for hyperspectral image denoising.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Smooth spectral unmixing using total variation regularization and a first order roughness penalty.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Sparse representation of hyperspectral data using CUR matrix decomposition.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Hyperspectral image denoising using a new linear model and Sparse Regularization.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Pansharpening via sparsity optimization using overcomplete transforms.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Tuning parameter selection for nonnegative matrix factorization.
Proceedings of the IEEE International Conference on Acoustics, 2013

2012
A smooth hyperspectral unmixing method using cyclic descent.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hyperspectral image denoising using 3D wavelets.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A new pansharpening method using an explicit image formation model regularized via Total Variation.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameter.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Sparse loading noisy PCA using an l0 penalty.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011
Vector l0 Sparse Variable PCA.
IEEE Trans. Signal Processing, 2011

Sparse variable reduced rank regression via Stiefel optimization.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
Super-resolution: an efficient method to improve spatial resolution of hyperspectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Sparse variable noisy PCA using l0 penalty.
Proceedings of the IEEE International Conference on Acoustics, 2010

A semiparametric PCA approach to fMRI data analysis.
Proceedings of the IEEE International Conference on Acoustics, 2010

Threshold selection for group sparsity.
Proceedings of the IEEE International Conference on Acoustics, 2010

2009
Speckle Reduction of SAR Images using Sure-based Adaptive Sigmoid Thresholding in the Wavelet Domain.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Sparse variable PCA using a steepest descent on a Grassman manifold.
Proceedings of the IEEE International Conference on Acoustics, 2009

2008
Sparse Variable PCA Using Geodesic Steepest Descent.
IEEE Trans. Signal Processing, 2008

Dimension Estimation in Noisy PCA With SURE and Random Matrix Theory.
IEEE Trans. Signal Processing, 2008

Rank selection in noist PCA with sure and random matrix theory.
Proceedings of the IEEE International Conference on Acoustics, 2008

2007
Sparse Variable Principal Component Analysis with Application to Fmri.
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

2006
Spatially Local and Temporally Smooth PCA for fMRI.
Proceedings of the International Conference on Image Processing, 2006

Smooth Principal Component Analysis with Application to Functional Magnetic Resonance Imaging.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

2002
Speckle reduction of SAR images in the curvelet domain.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

Wavelet feature extraction and genetic feature selection for multisource data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002


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