Magnus O. Ulfarsson

Jocelyn Chanussot

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Weighted Blind ℓq Hyperspectral Unmixing.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Convolutional Autoencoder for Spatial-Spectral Hyperspectral Unmixing.

[BibT_eX]

[DOI]

Burkni Palsson

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.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multitask Learning for Spatial-Spectral Hyperspectral Unmixing.

[BibT_eX]

[DOI]

Burkni Palsson

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A metrological spectral difference space for the statistical modelling of hyperspectral images.

[BibT_eX]

[DOI]

Hilda Deborah

Noël Richard

Magnús Örn Úlfarsson

Jon Yngve Hardeberg

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018

Sentinel-2 Image Fusion Using a Deep Residual Network.

[BibT_eX]

[DOI]

Remote. Sens., 2018

New Insights for Detecting and Deriving Thermal Properties of Lava Flow Using Infrared Satellite during 2014-2015 Effusive Eruption at Holuhraun, Iceland.

[BibT_eX]

[DOI]

Thorvaldur Thordarson

Remote. Sens., 2018

Blind Sparse Nonlinear Hyperspectral Unmixing Using an ℓq Penalty.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2018

Hyperspectral Unmixing Using a Neural Network Autoencoder.

[BibT_eX]

[DOI]

Burkni Palsson

IEEE Access, 2018

Parameter Estimation For Blind lq Hyperspectral Unmixing Using Bayesian Optimization.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Label Noise Robust Classification Of Hyperspectral Data.

[BibT_eX]

[DOI]

Alina E. Maas

Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

A Low-Rank Method for Sentinel-2 Sharpening Using Cyclic Descent.

[BibT_eX]

[DOI]

Mauro Dalla Mura

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Blind Nonlinear Hyperspectral Unmixing Using an $\ell_{q}$ Regularizer.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Sparse and Smooth Feature Extraction for Hyperspectral Imagery.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017

Sparse Distributed Multitemporal Hyperspectral Unmixing.

[BibT_eX]

[DOI]

José M. Bioucas-Dias

IEEE Trans. Geosci. Remote. Sens., 2017

Automatic Hyperspectral Image Restoration Using Sparse and Low-Rank Modeling.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2017

Multispectral and Hyperspectral Image Fusion Using a 3-D-Convolutional Neural Network.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2017

Sparse and low rank hyperspectral unmixing.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Fast multitemporal hyperspectral unmixing.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Neural network hyperspectral unmixing with spectral information divergence objective.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016

Blind Hyperspectral Unmixing Using Total Variation and ℓq Sparse Regularization.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2016

Hyperspectral Feature Extraction Using Total Variation Component Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2016

Quantitative Quality Evaluation of Pansharpened Imagery: Consistency Versus Synthesis.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2016

MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening Methods.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Classification of Big Data With Application to Imaging Genetics.

[BibT_eX]

[DOI]

Proc. IEEE, 2016

Sparse distributed hyperspectral unmixing.

[BibT_eX]

[DOI]

José M. Bioucas-Dias

Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Distributed dyadic cyclic descent for non-negative matrix factorization.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Large-scale l0 sparse inverse covariance estimation.

[BibT_eX]

[DOI]

Goran Marjanovic

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015

Model-Based Fusion of Multi- and Hyperspectral Images Using PCA and Wavelets.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2015

Selecting the Number of Principal Components with SURE.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2015

Hyperspectral Subspace Identification Using SURE.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2015

Total variation and ℓq based hyperspectral unmixing for feature extraction and classification.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

MTF-deblurring preprocessing for CS and MRA pansharpening methods.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Model based pansharpening method based on TV and MTF deblurring.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Sparse and low rank decomposition using l0 penalty.

[BibT_eX]

[DOI]

Goran Marjanovic

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

MIST: L0 sparse linear regression with momentum.

[BibT_eX]

[DOI]

Goran Marjanovic

Alfred O. Hero III

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

2014

Hyperspectral Unmixing With lq Regularization.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2014

Wavelet-Based Sparse Reduced-Rank Regression for Hyperspectral Image Restoration.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2014

Spectral-Spatial Classification of Hyperspectral Images Based on Hidden Markov Random Fields.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2014

Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A New Pansharpening Algorithm Based on Total Variation.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2014

Endmember constrained semi-supervised hyperspectral unmixing.

[BibT_eX]

[DOI]

Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Semi-supervised hyperspectral unmixing.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Sure based model selection for hyperspectral imaging.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Total variation based hyperspectral feature extraction.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Model based PCA/wavelet fusion of multispectral and hyperspectral images.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Sparse component analysis via dyadic cyclic descent.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Sparse Gaussian noisy independent component analysis.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

2013

Tuning Parameter Selection for Underdetermined Reduced-Rank Regression.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2013

Smooth and sparse hyperspectral unmixing using an l0 penalty.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

First order roughness penalty for hyperspectral image denoising.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Sparse representation of hyperspectral data using CUR matrix decomposition.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Hyperspectral image denoising using a new linear model and Sparse Regularization.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Pansharpening via sparsity optimization using overcomplete transforms.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Tuning parameter selection for nonnegative matrix factorization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

2012

A smooth hyperspectral unmixing method using cyclic descent.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hyperspectral image denoising using 3D wavelets.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Sparse loading noisy PCA using an l0 penalty.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011

Vector l0 Sparse Variable PCA.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2011

Sparse variable reduced rank regression via Stiefel optimization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

2010

Super-resolution: an efficient method to improve spatial resolution of hyperspectral images.

[BibT_eX]

[DOI]

Alberto Villa

Jocelyn Chanussot

Christian Jutten

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Sparse variable noisy PCA using l0 penalty.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

A semiparametric PCA approach to fMRI data analysis.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

Threshold selection for group sparsity.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

2009

Speckle Reduction of SAR Images using Sure-based Adaptive Sigmoid Thresholding in the Wavelet Domain.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Sparse variable PCA using a steepest descent on a Grassman manifold.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

2008

Sparse Variable PCA Using Geodesic Steepest Descent.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2008

Dimension Estimation in Noisy PCA With SURE and Random Matrix Theory.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2008

Rank selection in noist PCA with sure and random matrix theory.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2008

2007

Sparse Variable Principal Component Analysis with Application to Fmri.

[BibT_eX]

[DOI]

Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

2006

Spatially Local and Temporally Smooth PCA for fMRI.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2006

Smooth Principal Component Analysis with Application to Functional Magnetic Resonance Imaging.

[BibT_eX]

[DOI]

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

2003

Wavelet footprints for speckle reduction of SAR images.

[BibT_eX]

[DOI]

Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

2002

Speckle reduction of SAR images in the curvelet domain.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

Wavelet feature extraction and genetic feature selection for multisource data.

[BibT_eX]

[DOI]