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Jakob Sigurdsson
Jakob Sigurdsson
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Hyperspectral unmixing using a neural network autoencoder
B Palsson, J Sigurdsson, JR Sveinsson, MO Ulfarsson
IEEE Access 6, 25646-25656, 2018
1252018
Hyperspectral Unmixing With l_q Regularization
J Sigurdsson, MO Ulfarsson, JR Sveinsson
Geoscience and Remote Sensing, IEEE Transactions on 52 (11), 6793-6806, 2014
662014
Blind Hyperspectral Unmixing Using Total Variation andSparse Regularization
J Sigurdsson, MO Ulfarsson, JR Sveinsson
IEEE Transactions on Geoscience and Remote Sensing 54 (11), 6371-6384, 2016
382016
Sparse distributed multitemporal hyperspectral unmixing
J Sigurdsson, MO Ulfarsson, JR Sveinsson, JM Bioucas-Dias
IEEE Transactions on Geoscience and Remote Sensing 55 (11), 6069-6084, 2017
232017
Neural network hyperspectral unmixing with spectral information divergence objective
F Palsson, J Sigurdsson, JR Sveinsson, MO Ulfarsson
2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS …, 2017
232017
Classification of big data with application to imaging genetics
MO Ulfarsson, F Palsson, J Sigurdsson, JR Sveinsson
Proceedings of the IEEE 104 (11), 2137-2154, 2016
212016
Creating RGB images from hyperspectral images using a color matching function
M Magnusson, J Sigurdsson, SE Armansson, MO Ulfarsson, H Deborah, ...
IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium …, 2020
172020
Automated genotyping: combining neural networks and decision trees to perform robust allele calling
JB Fjalldal, J Sigurdsson, K Benediktsson, LM Ellingsen
IJCNN'01. International Joint Conference on Neural Networks. Proceedings …, 2001
132001
Semi-supervised hyperspectral unmixing
J Sigurdsson, MO Ulfarsson, JR Sveinsson
2014 IEEE Geoscience and Remote Sensing Symposium, 3458-3461, 2014
122014
Smooth spectral unmixing using total variation regularization and a first order roughness penalty
J Sigurdsson, MO Ulfarsson, JR Sveinsson, JA Benediktsson
Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International …, 2013
10*2013
Endmember constrained semi-supervised hyperspectral unmixing
J Sigurdsson, MO Ulfarsson, JR Sveinsson
2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in …, 2014
92014
Blind Sparse Nonlinear Hyperspectral Unmixing Using an Penalty
J Sigurdsson, MO Ulfarsson, JR Sveinsson
IEEE Geoscience and Remote Sensing Letters 15 (12), 1907-1911, 2018
82018
Total variation and ℓqbased hyperspectral unmixing for feature extraction and classification
J Sigurdsson, MO Ulfarsson, JR Sveinsson
2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS …, 2015
82015
A Comparison of Optimized Sentinel-2 Super-Resolution Methods Using Wald’s Protocol and Bayesian Optimization
SE Armannsson, MO Ulfarsson, J Sigurdsson, HV Nguyen, JR Sveinsson
Remote Sensing 13 (11), 2192, 2021
72021
Zero-shot sentinel-2 sharpening using a symmetric skipped connection convolutional neural network
HV Nguyen, MO Ulfarsson, JR Sveinsson, J Sigurdsson
IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium …, 2020
72020
Smooth and sparse hyperspectral unmixing using an l0 penalty
J Sigurdsson, MO Ulfarsson, JR Sveinsson
2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in …, 2013
72013
Blind Nonlinear Hyperspectral Unmixing Using an q Regularizer.
J Sigurdsson, MO Ulfarsson, JR Sveinsson
IGARSS, 4225-4228, 2018
52018
A smooth hyperspectral unmixing method using cyclic descent
J Sigurdsson, MO Ulfarsson, JR Sveinsson, JA Benediktsson
2012 IEEE International Geoscience and Remote Sensing Symposium, 3082-3085, 2012
52012
Parameter Estimation For Blind lq Hyperspectral Unmixing Using Bayesian Optimization
J Sigurdsson, MO Ulfarsson, JR Sveinsson
2018 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in …, 2018
42018
Sparse distributed hyperspectral unmixing
J Sigurdsson, MO Ulfarsson, JR Sveinsson, JM Bioucas-Dias
2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS …, 2016
42016
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