Jakob Sigurðsson - Professor

Jakob Sigurðsson

Published works

Fusing Sentinel-2 and Landsat 8 Satellite Images Using a Model-Based MethodRemote Sensing

A Comparison of Optimized Sentinel-2 Super-Resolution Methods Using Wald’s Protocol and Bayesian OptimizationRemote Sensing

Blind Sparse Nonlinear Hyperspectral Unmixing Using an $\ell_{q}$ PenaltyIEEE Geoscience and Remote Sensing Letters

Sparse and low rank hyperspectral unmixing2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Neural network hyperspectral unmixing with spectral information divergence objective2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Sparse Distributed Multitemporal Hyperspectral UnmixingIEEE Transactions on Geoscience and Remote Sensing
Fast multitemporal hyperspectral unmixing2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

Distributed dyadic cyclic descent for non-negative matrix factorization2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Classification of Big Data With Application to Imaging GeneticsProceedings of the IEEE
Sparse distributed hyperspectral unmixing2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

Total variation and ℓq based hyperspectral unmixing for feature extraction and classification2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

Endmember constrained semi-supervised hyperspectral unmixing2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
Semi-supervised hyperspectral unmixing2014 IEEE Geoscience and Remote Sensing Symposium

Wavelet based sparse Principal Component Analysis for hyperspectral denoising2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
Smooth and sparse hyperspectral unmixing using an l0 penalty2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
Smooth spectral unmixing using total variation regularization and a first order roughness penalty2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS
First order roughness penalty for hyperspectral image denoising2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
Sparse representation of hyperspectral data using CUR matrix decomposition2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS

A smooth hyperspectral unmixing method using cyclic descent2012 IEEE International Geoscience and Remote Sensing Symposium

Smooth noisy PCA using a 1^st order roughness penalty2010 IEEE International Workshop on Machine Learning for Signal Processing

Feature extraction based on LOOC estimationIGARSS '98. Sensing and Managing the Environment. 1998 IEEE International Geoscience and Remote Sensing. Symposium Proceedings. (Cat. No.98CH36174)

Keywords for Specialisation: