| 2023 | IGARSS | Model-Based Demosaicking for Acquisitions by a Rgbw Color Filter Array. | Matthieu Muller, Daniele Picone, Mauro Dalla Mura, Magnus O. Ulfarsson |
| 2023 | IGARSS | Sure-Ergas: Unsupervised Deep Learning Multispectral and Hyperspectral Image Fusion. | Han V. Nguyen, Magnus O. Ulfarsson, Johannes R. Sveinsson, Mauro Dalla Mura |
| 2023 | IGARSS | Hyperspectral Image Denoising Using Low-Rank and Sparse Model Based Deep Unrolling. | Bin Zhao, Magnus O. Ulfarsson, Jakob Sigurdsson |
| 2023 | IGARSS | Spectral-Spatial Kernel Minimum Noise Fraction Transformation for Hyperspectral Image Classification. | Bin Zhao, Zhao Yuan, Jakob Sigurdsson, Magnus O. Ulfarsson |
| 2023 | IGARSS | Superresolving Sentinel-2 Using Learned Multispectral Regularization. | Sveinn E. Armannsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jakob Sigurdsson |
| 2022 | IGARSS | Hyperspectral Super-Resolution by Unsupervised Convolutional Neural Network and Sure. | Han V. Nguyen, Magnus O. Ulfarsson, Johannes R. Sveinsson, Mauro Dalla Mura |
| 2022 | IGARSS | Deep Sparse and Low-Rank Prior for Hyperspectral Image Denoising. | Han V. Nguyen, Magnus O. Ulfarsson, Jakob Sigurdsson, Johannes R. Sveinsson |
| 2021 | IGARSS | Sharpening the 20 M Bands of SENTINEL-2 Image Using an Unsupervised Convolutional Neural Network. | Han V. Nguyen, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2021 | IGARSS | Fusing Sentinel-2 Satellite Images and Aerial RGB Images. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2021 | IGARSS | Wavelet-Based Block Low-Rank Representations for Hyperspectral Denoising. | Bin Zhao, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jocelyn Chanussot |
| 2021 | IGARSS | Non-Local Means Low-Rank Approximation for Hyperspectral Denoising. | Bin Zhao, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jocelyn Chanussot |
| 2021 | IGARSS | Tuning Parameter Selection for Sentinel-2 Sharpening Using Wald's Protocol. | Sveinn E. Armannsson, Jakob Sigurdsson, Johannes R. Sveinsson, Magnus O. Ulfarsson |
| 2020 | IGARSS | Sure Based Convolutional Neural Networks for Hyperspectral Image Denoising. | Han V. Nguyen, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2020 | IGARSS | Zero-Shot Sentinel-2 Sharpening Using a Symmetric Skipped Connection Convolutional Neural Network. | Han V. Nguyen, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jakob Sigurdsson |
| 2020 | IGARSS | Local Spatial-Spectral Correlation Based Mixtures of Factor Analyzers for Hyperspectral Denoising. | Bin Zhao, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jocelyn Chanussot |
| 2020 | IGARSS | Hyperspectral Images Denoising Based on Mixtures of Factor Analyzers. | Bin Zhao, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jocelyn Chanussot |
| 2020 | IGARSS | Creating RGB Images from Hyperspectral Images Using a Color Matching Function. | Magnus Magnusson, Jakob Sigurdsson, Sveinn Eirikur Armansson, Magnus O. Ulfarsson, Hilda Deborah, Johannes R. Sveinsson |
| 2019 | IGARSS | Multitask Learning for Spatial-Spectral Hyperspectral Unmixing. | Burkni Palsson, Johannes R. Sveinsson, Magnus O. Ulfarsson |
| 2019 | IGARSS | Optimal Component Substitution and Multi-Resolution Analysis Pansharpening Methods Using a Convolutional Neural Network. | Frosti Palsson, Johannes R. Sveinsson, Magnus O. Ulfarsson |
| 2019 | IGARSS | Convolutional Autoencoder for Spatial-Spectral Hyperspectral Unmixing. | Burkni Palsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2019 | IGARSS | Weighted Blind ℓq Hyperspectral Unmixing. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2019 | IGARSS | (Semi-) Supervised Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification. | Bin Zhao, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jocelyn Chanussot |
| 2019 | IGARSS | Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification. | Bin Zhao, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jocelyn Chanussot |
| 2018 | IGARSS | Sparse and Smooth Feature Extraction for Hyperspectral Imagery. | Behnood Rasti, Magnus O. Ulfarsson, Pedram Ghamisi |
| 2018 | IGARSS | Blind Nonlinear Hyperspectral Unmixing Using an $\ell_{q}$ Regularizer. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2018 | IGARSS | A Low-Rank Method for Sentinel-2 Sharpening Using Cyclic Descent. | Magnus O. Ulfarsson, Mauro Dalla Mura |
| 2017 | IGARSS | Neural network hyperspectral unmixing with spectral information divergence objective. | Frosti Palsson, Jakob Sigurdsson, Johannes R. Sveinsson, Magnus O. Ulfarsson |
| 2017 | IGARSS | Fast multitemporal hyperspectral unmixing. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2017 | IGARSS | Sparse and low rank hyperspectral unmixing. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2016 | ICASSP | Large-scale l0 sparse inverse covariance estimation. | Goran Marjanovic, Magnus O. Ulfarsson, Victor Solo |
| 2016 | ICASSP | Distributed dyadic cyclic descent for non-negative matrix factorization. | Magnus O. Ulfarsson, Victor Solo, Jakob Sigurdsson, Johannes R. Sveinsson |
| 2016 | IGARSS | Sparse distributed hyperspectral unmixing. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jos M. Bioucas-Dias |
| 2015 | ICASSP | MIST: L0 sparse linear regression with momentum. | Goran Marjanovic, Magnus O. Ulfarsson, Alfred O. Hero III |
| 2015 | ICASSP | Sparse and low rank decomposition using l0 penalty. | Magnus O. Ulfarsson, Victor Solo, Goran Marjanovic |
| 2015 | IGARSS | Model based pansharpening method based on TV and MTF deblurring. | Frosti Palsson, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2015 | IGARSS | MTF-deblurring preprocessing for CS and MRA pansharpening methods. | Frosti Palsson, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2015 | IGARSS | Total variation and ℓq based hyperspectral unmixing for feature extraction and classification. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2014 | ICASSP | Sparse Gaussian noisy independent component analysis. | Frosti Palsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2014 | ICASSP | Sparse component analysis via dyadic cyclic descent. | Magnus O. Ulfarsson, Victor Solo |
| 2014 | IGARSS | Model based PCA/wavelet fusion of multispectral and hyperspectral images. | Frosti Palsson, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2014 | IGARSS | Hyperspectral image denoising using a sparse low rank model and dual-tree complex wavelet transform. | Frosti Palsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2014 | IGARSS | Total variation based hyperspectral feature extraction. | Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson |
| 2014 | IGARSS | Sure based model selection for hyperspectral imaging. | Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2014 | IGARSS | Semi-supervised hyperspectral unmixing. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson |
| 2013 | ICASSP | Tuning parameter selection for nonnegative matrix factorization. | Magnus O. Ulfarsson, Victor Solo |
| 2013 | IGARSS | Pansharpening via sparsity optimization using overcomplete transforms. | Frosti Palsson, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2013 | IGARSS | Hyperspectral image denoising using a new linear model and Sparse Regularization. | Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2013 | IGARSS | Sparse representation of hyperspectral data using CUR matrix decomposition. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jn Atli Benediktsson |
| 2013 | IGARSS | Smooth spectral unmixing using total variation regularization and a first order roughness penalty. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jn Atli Benediktsson |
| 2013 | IGARSS | The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization. | Pedram Ghamisi, Jn Atli Benediktsson, Magnus O. Ulfarsson |
| 2012 | ICASSP | Sparse loading noisy PCA using an l0 penalty. | Magnus O. Ulfarsson, Victor Solo |
| 2012 | IGARSS | SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameter. | Frosti Palsson, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2012 | IGARSS | A new pansharpening method using an explicit image formation model regularized via Total Variation. | Frosti Palsson, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2012 | IGARSS | Hyperspectral image denoising using 3D wavelets. | Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2012 | IGARSS | A smooth hyperspectral unmixing method using cyclic descent. | Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jn Atli Benediktsson |
| 2011 | ICASSP | Sparse variable reduced rank regression via Stiefel optimization. | Magnus O. Ulfarsson, Victor Solo |
| 2010 | ICASSP | Threshold selection for group sparsity. | Victor Solo, Magnus O. Ulfarsson |
| 2010 | ICASSP | A semiparametric PCA approach to fMRI data analysis. | Magnus O. Ulfarsson, Victor Solo |
| 2010 | ICASSP | Sparse variable noisy PCA using l0 penalty. | Magnus O. Ulfarsson, Victor Solo |
| 2010 | IGARSS | Super-resolution: an efficient method to improve spatial resolution of hyperspectral images. | Alberto Villa, Jocelyn Chanussot, Jn Atli Benediktsson, Magnus O. Ulfarsson, Christian Jutten |
| 2009 | ICASSP | Sparse variable PCA using a steepest descent on a Grassman manifold. | Magnus O. Ulfarsson, Victor Solo |
| 2009 | IGARSS | Speckle Reduction of SAR Images using Sure-based Adaptive Sigmoid Thresholding in the Wavelet Domain. | Johannes R. Sveinsson, Magnus O. Ulfarsson, Jn Atli Benediktsson |
| 2008 | ICASSP | Rank selection in noist PCA with sure and random matrix theory. | Magnus O. Ulfarsson, Victor Solo |
| 2006 | ICASSP | Smooth Principal Component Analysis with Application to Functional Magnetic Resonance Imaging. | Magnus O. Ulfarsson, Victor Solo |
| 2006 | ICIP | Spatially Local and Temporally Smooth PCA for fMRI. | Magnus O. Ulfarsson, Victor Solo |
| 2003 | IGARSS | Wavelet footprints for speckle reduction of SAR images. | Magnus O. Ulfarsson, Johannes R. Sveinsson, Jn Atli Benediktsson |
| 2002 | IGARSS | Wavelet feature extraction and genetic feature selection for multisource data. | Magnus O. Ulfarsson, Jn Atli Benediktsson, Johannes R. Sveinsson |
| 2002 | IGARSS | Speckle reduction of SAR images in the curvelet domain. | Magnus O. Ulfarsson, Johannes R. Sveinsson, Jn Atli Benediktsson |