A smooth hyperspectral unmixing method using cyclic descent. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson; Jón Atli Benediktsson (IGARSS, 2012)

Sparse representation of hyperspectral data using CUR matrix decomposition. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson; Jón Atli Benediktsson (IGARSS, 2013)

Smooth spectral unmixing using total variation regularization and a first order roughness penalty. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson; Jón Atli Benediktsson (IGARSS, 2013)

First order roughness penalty for hyperspectral image denoising. - Behnood Rasti; Johannes R. Sveinsson; Magnus O. Ulfarsson; Jakob Sigurdsson (WHISPERS, 2013)

Wavelet based sparse Principal Component Analysis for hyperspectral denoising. - Behnood Rasti; Johannes R. Sveinsson; Magnus O. Ulfarsson; Jakob Sigurdsson (WHISPERS, 2013)

Smooth and sparse hyperspectral unmixing using an l0 penalty. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (WHISPERS, 2013)

Semi-supervised hyperspectral unmixing. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (IGARSS, 2014)

Endmember constrained semi-supervised hyperspectral unmixing. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (WHISPERS, 2014)

Hyperspectral Unmixing With lq Regularization. - Jakob Sigurdsson; Magnus Orn Ulfarsson; Johannes R. Sveinsson (IEEE Trans. Geosci. Remote. Sens., 2014)

Total variation and ℓq based hyperspectral unmixing for feature extraction and classification. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (IGARSS, 2015)

Distributed dyadic cyclic descent for non-negative matrix factorization. - Magnus O. Ulfarsson; Victor Solo; Jakob Sigurdsson; Johannes R. Sveinsson (ICASSP, 2016)

Sparse distributed hyperspectral unmixing. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson; José M. Bioucas-Dias (IGARSS, 2016)

Classification of Big Data With Application to Imaging Genetics. - Magnus Orn Ulfarsson; Frosti Palsson; Jakob Sigurdsson; Johannes R. Sveinsson (Proc. IEEE, 2016)

Blind Hyperspectral Unmixing Using Total Variation and ℓq Sparse Regularization. - Jakob Sigurdsson; Magnus Orn Ulfarsson; Johannes R. Sveinsson (IEEE Trans. Geosci. Remote. Sens., 2016)

Neural network hyperspectral unmixing with spectral information divergence objective. - Frosti Palsson; Jakob Sigurdsson; Johannes R. Sveinsson; Magnus O. Ulfarsson (IGARSS, 2017)

Fast multitemporal hyperspectral unmixing. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (IGARSS, 2017)

Sparse and low rank hyperspectral unmixing. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (IGARSS, 2017)

Sparse Distributed Multitemporal Hyperspectral Unmixing. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson; José M. Bioucas-Dias (IEEE Trans. Geosci. Remote. Sens., 2017)

Blind Nonlinear Hyperspectral Unmixing Using an $ ell_{q}$ Regularizer. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (IGARSS, 2018)

Parameter Estimation For Blind lq Hyperspectral Unmixing Using Bayesian Optimization. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (WHISPERS, 2018)

Hyperspectral Unmixing Using a Neural Network Autoencoder. - Burkni Palsson; Jakob Sigurdsson; Johannes R. Sveinsson; Magnus O. Ulfarsson (IEEE Access, 2018)

Blind Sparse Nonlinear Hyperspectral Unmixing Using an ℓq Penalty. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (IEEE Geosci. Remote. Sens. Lett., 2018)

Weighted Blind ℓq Hyperspectral Unmixing. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (IGARSS, 2019)

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 (IGARSS, 2020)

Zero-Shot Sentinel-2 Sharpening Using a Symmetric Skipped Connection Convolutional Neural Network. - Han V. Nguyen; Magnus O. Ulfarsson; Johannes R. Sveinsson; Jakob Sigurdsson (IGARSS, 2020)

Tuning Parameter Selection for Sentinel-2 Sharpening Using Wald's Protocol. - Sveinn E. Armannsson; Jakob Sigurdsson; Johannes R. Sveinsson; Magnus O. Ulfarsson (IGARSS, 2021)

Fusing Sentinel-2 Satellite Images and Aerial RGB Images. - Jakob Sigurdsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (IGARSS, 2021)

Fully Constrained Least Squares Linear Spectral Unmixing of The Scream (Verso, 1893). - Hilda Deborah; Magnus Orn Ulfarsson; Jakob Sigurdsson (WHISPERS, 2021)

A Comparison of Optimized Sentinel-2 Super-Resolution Methods Using Wald's Protocol and Bayesian Optimization. - Sveinn E. Armannsson; Magnus O. Ulfarsson; Jakob Sigurdsson; Han V. Nguyen; Johannes R. Sveinsson (Remote. Sens., 2021)

Deep Sparse and Low-Rank Prior for Hyperspectral Image Denoising. - Han V. Nguyen; Magnus O. Ulfarsson; Jakob Sigurdsson; Johannes R. Sveinsson (IGARSS, 2022)

Fusing Sentinel-2 and Landsat 8 Satellite Images Using a Model-Based Method. - Jakob Sigurdsson; Sveinn E. Armannsson; Magnus O. Ulfarsson; Johannes R. Sveinsson (Remote. Sens., 2022)

Superresolving Sentinel-2 Using Learned Multispectral Regularization. - Sveinn E. Armannsson; Magnus O. Ulfarsson; Johannes R. Sveinsson; Jakob Sigurdsson (IGARSS, 2023)

Hyperspectral Image Denoising Using Low-Rank and Sparse Model Based Deep Unrolling. - Bin Zhao; Magnus O. Ulfarsson; Jakob Sigurdsson (IGARSS, 2023)

Spectral-Spatial Kernel Minimum Noise Fraction Transformation for Hyperspectral Image Classification. - Bin Zhao; Zhao Yuan; Jakob Sigurdsson; Magnus O. Ulfarsson (IGARSS, 2023)

Automated Mapping of Lava: Classifcation of the Lava Flow Field From the 2021 Fagradalsfjall Eruption. - Caroline Montagnino Corona; Gro B. M. Pedersen; Jakob Sigurdsson; Margaux Heude (IGARSS, 2024)