Johannes R. Sveinsson

Orcid: 0000-0001-6309-3126

According to our database1, Johannes R. Sveinsson authored at least 130 papers between 1995 and 2023.

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

Timeline

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Bibliography

2023
Synthesis of Synthetic Hyperspectral Images with Controllable Spectral Variability Using a Generative Adversarial Network.
Remote. Sens., August, 2023

Unsupervised Sentinel-2 Image Fusion Using a Deep Unrolling Method.
IEEE Geosci. Remote. Sens. Lett., 2023

Sure-Ergas: Unsupervised Deep Learning Multispectral and Hyperspectral Image Fusion.
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
Hyperspectral Image Denoising Using Spectral-Spatial Transform-Based Sparse and Low-Rank Representations.
IEEE Trans. Geosci. Remote. Sens., 2022

Deep SURE for Unsupervised Remote Sensing Image Fusion.
IEEE Trans. Geosci. Remote. Sens., 2022

Blind Hyperspectral Unmixing Using Autoencoders: A Critical Comparison.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

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

Semi-Supervised Mixtures of Factor Analyzers Feature Extraction for Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2022

Synthetic Hyperspectral Images With Controllable Spectral Variability and Ground Truth.
IEEE Geosci. Remote. Sens. Lett., 2022

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

Hyperspectral Super-Resolution by Unsupervised Convolutional Neural Network and Sure.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021
Convolutional Autoencoder for Spectral-Spatial Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2021

Hyperspectral Image Denoising Using SURE-Based Unsupervised Convolutional Neural Networks.
IEEE Trans. Geosci. Remote. Sens., 2021

Sentinel-2 Sharpening Using a Single Unsupervised Convolutional Neural Network With MTF-Based Degradation Model.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

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

Non-Local Means Low-Rank Approximation for Hyperspectral Denoising.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Wavelet-Based Block Low-Rank Representations for Hyperspectral Denoising.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

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

Sharpening the 20 M Bands of SENTINEL-2 Image Using an Unsupervised Convolutional Neural Network.
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
Unsupervised and Supervised Feature Extraction Methods for Hyperspectral Images Based on Mixtures of Factor Analyzers.
Remote. Sens., 2020

Model-Based Reduced-Rank Pansharpening.
IEEE Geosci. Remote. Sens. Lett., 2020

Hyperspectral Images Denoising Based on Mixtures of Factor Analyzers.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Local Spatial-Spectral Correlation Based Mixtures of Factor Analyzers for Hyperspectral Denoising.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 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

Sure Based Convolutional Neural Networks for Hyperspectral Image Denoising.
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
Sentinel-2 Sharpening Using a Reduced-Rank Method.
IEEE Trans. Geosci. Remote. Sens., 2019

Spectral-Spatial Hyperspectral Unmixing Using Multitask Learning.
IEEE Access, 2019

Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

(Semi-) Supervised Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

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

Convolutional Autoencoder for Spatial-Spectral Hyperspectral Unmixing.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Optimal Component Substitution and Multi-Resolution Analysis Pansharpening Methods Using a Convolutional Neural Network.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multitask Learning for Spatial-Spectral Hyperspectral Unmixing.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018
Sentinel-2 Image Fusion Using a Deep Residual Network.
Remote. Sens., 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

Single Sensor Image Fusion Using A Deep Convolutional Generative Adversarial Network.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Single Sensor Image Fusion Using a Deep Residual Network.
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

Multispectral and Hyperspectral Image Fusion Using a 3-D-Convolutional Neural Network.
IEEE Geosci. Remote. Sens. Lett., 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

Hyperspectral Feature Extraction Using Total Variation Component Analysis.
IEEE Trans. Geosci. Remote. Sens., 2016

Quantitative Quality Evaluation of Pansharpened Imagery: Consistency Versus Synthesis.
IEEE Trans. Geosci. Remote. Sens., 2016

MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening Methods.
IEEE J. Sel. Top. Appl. Earth Obs. 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
Model-Based Fusion of Multi- and Hyperspectral Images Using PCA and Wavelets.
IEEE Trans. Geosci. Remote. Sens., 2015

Hyperspectral Subspace Identification Using SURE.
IEEE Geosci. Remote. Sens. Lett., 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

MTF-deblurring preprocessing for CS and MRA pansharpening methods.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Model based pansharpening method based on TV and MTF deblurring.
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

Wavelet-Based Sparse Reduced-Rank Regression for Hyperspectral Image Restoration.
IEEE Trans. Geosci. Remote. Sens., 2014

Automatic Spectral-Spatial Classification Framework Based on Attribute Profiles and Supervised Feature Extraction.
IEEE Trans. Geosci. Remote. Sens., 2014

Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A New Pansharpening Algorithm Based on Total Variation.
IEEE Geosci. Remote. Sens. Lett., 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

Sure based model selection for hyperspectral imaging.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Total variation based hyperspectral feature extraction.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Hyperspectral image denoising using a sparse low rank model and dual-tree complex wavelet transform.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Model based PCA/wavelet fusion of multispectral and hyperspectral images.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Sparse Gaussian noisy independent component analysis.
Proceedings of the IEEE International Conference on Acoustics, 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

Hyperspectral image denoising using a new linear model and Sparse Regularization.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Pansharpening via sparsity optimization using overcomplete transforms.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012
Classification of Pansharpened Urban Satellite Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

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

Hyperspectral image denoising using 3D wavelets.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A new pansharpening method using an explicit image formation model regularized via Total Variation.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

SAR image denoising using total variation based regularization with sure-based optimization of the regularization parameter.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011
TOF-CCD image fusion using complex wavelets.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
Improved 3D reconstruction in smart-room environments using ToF imaging.
Comput. Vis. Image Underst., 2010

Image fusion for classification of high resolution images based on mathematical morphology.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Model-Based Hand Gesture Tracking in ToF Image Sequences.
Proceedings of the Articulated Motion and Deformable Objects, 6th International Conference, 2010

2009
Classifying Remote Sensing Data with Support Vector Machines and Imbalanced Training Data.
Proceedings of the Multiple Classifier Systems, 8th International Workshop, 2009

Ensemble Strategies for Classifying Hyperspectral Remote Sensing Data.
Proceedings of the Multiple Classifier Systems, 8th International Workshop, 2009

Fusion of Multisource Data Sets from Agricultural Areas for Improved Land Cover Classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Speckle Reduction of TerraSAR-X Imagery using TV Segmentation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Speckle Reduction of SAR Images using Sure-based Adaptive Sigmoid Thresholding in the Wavelet Domain.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

2008
Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles.
IEEE Trans. Geosci. Remote. Sens., 2008

Model-Based Satellite Image Fusion.
IEEE Trans. Geosci. Remote. Sens., 2008

Speckle Reduction of SAR Images in the Bandlet Domain.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Combined Wavelet and Contourlet Denoising of SAR Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Ensemble Methods for Classification of Hyperspectral Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

2007
Combined wavelet and curvelet denoising of SAR images using TV segmentation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Smoothing of fused spectral consistent satellite images with TV-based edge detection.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

On spatial priors for satellite image fusion.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

2006
Random Forests for land cover classification.
Pattern Recognit. Lett., 2006

Smoothing of Fused Spectral Consistent Satellite Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Fusion of Morphological and Spectral Information for Classification of Hyperspectal Urban Remote Sensing Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

2005
Classification of hyperspectral data from urban areas based on extended morphological profiles.
IEEE Trans. Geosci. Remote. Sens., 2005

Translation invariant combined denoising algorithm.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2005), 2005

Spectral consistent satellite image fusion: using a high resolution panchromatic and low resolution multi-spectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Street tracking based on SAR data from urban areas.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Random forest classifiers for hyperspectral data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

2004
Combined wavelet and curvelet denoising of SAR images.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Source based feature extraction for support vector machines in hyperspectral classification.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Random Forest classification of multisource remote sensing and geographic data.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Decision level fusion in classification of hyperspectral data from urban areas.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

2003
Almost translation invariant wavelet transformations for speckle reduction of SAR images.
IEEE Trans. Geosci. Remote. Sens., 2003

Multisource remote sensing data classification based on consensus and pruning.
IEEE Trans. Geosci. Remote. Sens., 2003

Wavelet footprints for speckle reduction of SAR images.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

Speckle reduction of SAR images using adaptive curvelet domain.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

Support vector machines in multisource classification.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

2002
Multiple classifiers applied to multisource remote sensing data.
IEEE Trans. Geosci. Remote. Sens., 2002

Speckle reduction of SAR images in the curvelet domain.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

Wavelet feature extraction and genetic feature selection for multisource data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

Double density wavelet transformation for speckle reduction of SAR images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

An investigation of multiple self-organizing feature maps for classification of multisource data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

2001
Boosting, Bagging, and Consensus Based Classification of Multisource Remote Sensing Data.
Proceedings of the Multiple Classifier Systems, Second International Workshop, 2001

2000
Consensus Based Classification of Multisource Remote Sensing Data.
Proceedings of the Multiple Classifier Systems, First International Workshop, 2000

1997
Parallel consensual neural networks.
IEEE Trans. Neural Networks, 1997

Hybrid consensus theoretic classification.
IEEE Trans. Geosci. Remote. Sens., 1997

1996
Optimized consensus theory.
Proceedings of the 1996 IEEE International Conference on Acoustics, 1996

1995
Classification and feature extraction of AVIRIS data.
IEEE Trans. Geosci. Remote. Sens., 1995


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