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ORCIDJakob Sigurdsson
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2020 – today
- 2024
[c27]Caroline Montagnino Corona, Gro B. M. Pedersen, Jakob Sigurdsson, Margaux Heude:
Automated Mapping of Lava: Classifcation of the Lava Flow Field From the 2021 Fagradalsfjall Eruption. IGARSS 2024: 3821-3825- 2023
- [c26]Bin Zhao, Magnus O. Ulfarsson, Jakob Sigurdsson:
Hyperspectral Image Denoising Using Low-Rank and Sparse Model Based Deep Unrolling. IGARSS 2023: 5818-5821 - [c25]Bin Zhao, Zhao Yuan, Jakob Sigurdsson, Magnus O. Ulfarsson:
Spectral-Spatial Kernel Minimum Noise Fraction Transformation for Hyperspectral Image Classification. IGARSS 2023: 7218-7221 - [c24]Sveinn E. Armannsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jakob Sigurdsson:
Superresolving Sentinel-2 Using Learned Multispectral Regularization. IGARSS 2023: 7435-7438 - 2022
- [j8]Jakob Sigurdsson
, Sveinn E. Armannsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Fusing Sentinel-2 and Landsat 8 Satellite Images Using a Model-Based Method. Remote. Sens. 14(13): 3224 (2022) - [c23]Han V. Nguyen, Magnus O. Ulfarsson, Jakob Sigurdsson, Johannes R. Sveinsson:
Deep Sparse and Low-Rank Prior for Hyperspectral Image Denoising. IGARSS 2022: 1217-1220 - 2021
- [j7]Sveinn E. Armannsson, Magnus O. Ulfarsson, Jakob Sigurdsson, Han V. Nguyen, Johannes R. Sveinsson:
A Comparison of Optimized Sentinel-2 Super-Resolution Methods Using Wald's Protocol and Bayesian Optimization. Remote. Sens. 13(11): 2192 (2021) - [c22]Sveinn E. Armannsson, Jakob Sigurdsson, Johannes R. Sveinsson, Magnus O. Ulfarsson:
Tuning Parameter Selection for Sentinel-2 Sharpening Using Wald's Protocol. IGARSS 2021: 2871-2874 - [c21]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Fusing Sentinel-2 Satellite Images and Aerial RGB Images. IGARSS 2021: 4444-4447 - [c20]Hilda Deborah, Magnus Orn Ulfarsson, Jakob Sigurdsson:
Fully Constrained Least Squares Linear Spectral Unmixing of The Scream (Verso, 1893). WHISPERS 2021: 1-5 - 2020
- [c19]Han V. Nguyen, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jakob Sigurdsson:
Zero-Shot Sentinel-2 Sharpening Using a Symmetric Skipped Connection Convolutional Neural Network. IGARSS 2020: 613-616 - [c18]Magnus Magnusson, Jakob Sigurdsson, Sveinn Eirikur Armansson, Magnus O. Ulfarsson, Hilda Deborah, Johannes R. Sveinsson:
Creating RGB Images from Hyperspectral Images Using a Color Matching Function. IGARSS 2020: 2045-2048
2010 – 2019
- 2019
- [c17]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Weighted Blind ℓq Hyperspectral Unmixing. IGARSS 2019: 290-293 - 2018
- [j6]Burkni Palsson, Jakob Sigurdsson, Johannes R. Sveinsson, Magnus O. Ulfarsson:
Hyperspectral Unmixing Using a Neural Network Autoencoder. IEEE Access 6: 25646-25656 (2018) - [j5]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Blind Sparse Nonlinear Hyperspectral Unmixing Using an ℓq Penalty. IEEE Geosci. Remote. Sens. Lett. 15(12): 1907-1911 (2018) - [c16]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Blind Nonlinear Hyperspectral Unmixing Using an $\ell_{q}$ Regularizer. IGARSS 2018: 4225-4228 - [c15]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Parameter Estimation For Blind lq Hyperspectral Unmixing Using Bayesian Optimization. WHISPERS 2018: 1-5 - 2017
- [j4]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, José M. Bioucas-Dias:
Sparse Distributed Multitemporal Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. 55(11): 6069-6084 (2017) - [c14]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Fast multitemporal hyperspectral unmixing. IGARSS 2017: 217-220 - [c13]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Sparse and low rank hyperspectral unmixing. IGARSS 2017: 229-232 - [c12]Frosti Palsson, Jakob Sigurdsson, Johannes R. Sveinsson, Magnus O. Ulfarsson:
Neural network hyperspectral unmixing with spectral information divergence objective. IGARSS 2017: 755-758 - 2016
- [j3]Magnus Orn Ulfarsson, Frosti Palsson, Jakob Sigurdsson, Johannes R. Sveinsson:
Classification of Big Data With Application to Imaging Genetics. Proc. IEEE 104(11): 2137-2154 (2016) - [j2]Jakob Sigurdsson, Magnus Orn Ulfarsson, Johannes R. Sveinsson:
Blind Hyperspectral Unmixing Using Total Variation and ℓq Sparse Regularization. IEEE Trans. Geosci. Remote. Sens. 54(11): 6371-6384 (2016) - [c11]Magnus O. Ulfarsson, Victor Solo, Jakob Sigurdsson, Johannes R. Sveinsson:
Distributed dyadic cyclic descent for non-negative matrix factorization. ICASSP 2016: 4303-4307 - [c10]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, José M. Bioucas-Dias:
Sparse distributed hyperspectral unmixing. IGARSS 2016: 6994-6997 - [i1]Magnus O. Ulfarsson, Frosti Palsson, Jakob Sigurdsson, Johannes R. Sveinsson:
Classification of Big Data with Application to Imaging Genetics. CoRR abs/1605.04932 (2016) - 2015
- [c9]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Total variation and ℓq based hyperspectral unmixing for feature extraction and classification. IGARSS 2015: 437-440 - 2014
- [j1]Jakob Sigurdsson, Magnus Orn Ulfarsson, Johannes R. Sveinsson:
Hyperspectral Unmixing With lq Regularization. IEEE Trans. Geosci. Remote. Sens. 52(11): 6793-6806 (2014) - [c8]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Semi-supervised hyperspectral unmixing. IGARSS 2014: 3461 - [c7]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Endmember constrained semi-supervised hyperspectral unmixing. WHISPERS 2014: 1-4 - 2013
- [c6]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jón Atli Benediktsson:
Sparse representation of hyperspectral data using CUR matrix decomposition. IGARSS 2013: 433-436 - [c5]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jón Atli Benediktsson:
Smooth spectral unmixing using total variation regularization and a first order roughness penalty. IGARSS 2013: 2160-2163 - [c4]Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jakob Sigurdsson:
First order roughness penalty for hyperspectral image denoising. WHISPERS 2013: 1-4 - [c3]Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jakob Sigurdsson:
Wavelet based sparse Principal Component Analysis for hyperspectral denoising. WHISPERS 2013: 1-4 - [c2]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Smooth and sparse hyperspectral unmixing using an l0 penalty. WHISPERS 2013: 1-4 - 2012
- [c1]Jakob Sigurdsson, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jón Atli Benediktsson:
A smooth hyperspectral unmixing method using cyclic descent. IGARSS 2012: 3082-3085
Coauthor Index
aka: Magnus Orn Ulfarsson
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