Jakob Sigurdsson

Orcid: 0000-0002-4978-9722

According to our database1, Jakob Sigurdsson authored at least 35 papers between 2012 and 2024.

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

Timeline

Legend:

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PhD thesis 
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Links

Online presence:

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Bibliography

2024
Automated Mapping of Lava: Classifcation of the Lava Flow Field From the 2021 Fagradalsfjall Eruption.
Proceedings of the IGARSS 2024, 2024

2023
Spectral-Spatial Kernel Minimum Noise Fraction Transformation for Hyperspectral Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Hyperspectral Image Denoising Using Low-Rank and Sparse Model Based Deep Unrolling.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Superresolving Sentinel-2 Using Learned Multispectral Regularization.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022
Fusing Sentinel-2 and Landsat 8 Satellite Images Using a Model-Based Method.
Remote. Sens., 2022

Deep Sparse and Low-Rank Prior for Hyperspectral Image Denoising.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021
A Comparison of Optimized Sentinel-2 Super-Resolution Methods Using Wald's Protocol and Bayesian Optimization.
Remote. Sens., 2021

Fully Constrained Least Squares Linear Spectral Unmixing of The Scream (Verso, 1893).
Proceedings of the 11th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2021

Fusing Sentinel-2 Satellite Images and Aerial RGB Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Tuning Parameter Selection for Sentinel-2 Sharpening Using Wald's Protocol.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020
Zero-Shot Sentinel-2 Sharpening Using a Symmetric Skipped Connection Convolutional Neural Network.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Creating RGB Images from Hyperspectral Images Using a Color Matching Function.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

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

2018
Blind Sparse Nonlinear Hyperspectral Unmixing Using an ℓ<sub>q</sub> Penalty.
IEEE Geosci. Remote. Sens. 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

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

2017
Sparse Distributed Multitemporal Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 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 ℓ<sub>q</sub> Sparse Regularization.
IEEE Trans. Geosci. Remote. Sens., 2016

Classification of Big Data With Application to Imaging Genetics.
Proc. 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

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

2014
Hyperspectral Unmixing With l<sub>q</sub> Regularization.
IEEE Trans. Geosci. Remote. Sens., 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

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

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


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