José M. Bioucas-Dias

Orcid: 0000-0002-0166-5149

Affiliations:
  • Instituto de Telecomunicaçoes, Portugal


According to our database1, José M. Bioucas-Dias authored at least 266 papers between 1993 and 2022.

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

Timeline

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Bibliography

2022
Hy-Demosaicing: Hyperspectral Blind Reconstruction From Spectral Subsampling.
IEEE Trans. Geosci. Remote. Sens., 2022

Hyperspectral Image Denoising and Anomaly Detection Based on Low-Rank and Sparse Representations.
IEEE Trans. Geosci. Remote. Sens., 2022

Adaptive Hyperspectral Mixed Noise Removal.
IEEE Trans. Geosci. Remote. Sens., 2022

Maritime Unmanned Systems and JANUS in Support to Distressed Submarine Search & Rescue: The REPMUS21 Experience.
Proceedings of the IEEE Military Communications Conference, 2022

2021
Nonnegative Blind Source Separation for Ill-Conditioned Mixtures via John Ellipsoid.
IEEE Trans. Neural Networks Learn. Syst., 2021

Hyperspectral Image Denoising Based on Global and Nonlocal Low-Rank Factorizations.
IEEE Trans. Geosci. Remote. Sens., 2021

Block-Gaussian-Mixture Priors for Hyperspectral Denoising and Inpainting.
IEEE Trans. Geosci. Remote. Sens., 2021

Semisupervised Discriminative Random Field for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

2020
Close Encounters of the Binary Kind: Signal Reconstruction Guarantees for Compressive Hadamard Sampling With Haar Wavelet Basis.
IEEE Trans. Inf. Theory, 2020

An Explicit and Scene-Adapted Definition of Convex Self-Similarity Prior With Application to Unsupervised Sentinel-2 Super-Resolution.
IEEE Trans. Geosci. Remote. Sens., 2020

Nonlocal Sparse Tensor Factorization for Semiblind Hyperspectral and Multispectral Image Fusion.
IEEE Trans. Cybern., 2020

Robust Restoration of Sparse Multidimensional Single-Photon LiDAR Images.
IEEE Trans. Computational Imaging, 2020

Microwave Breast Imaging Using a Dry Setup.
IEEE Trans. Computational Imaging, 2020

Matrix cofactorization for joint representation learning and supervised classification - Application to hyperspectral image analysis.
Neurocomputing, 2020

Class-Specific Interferometric Phase Estimation Using Patch-Based Importance Sampling.
IEEE Access, 2020

A New Hyperspectral Compressed Sensing Method for Efficient Satellite Communications.
Proceedings of the 11th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2020

2019
A Convergent Image Fusion Algorithm Using Scene-Adapted Gaussian-Mixture-Based Denoising.
IEEE Trans. Image Process., 2019

External Patch-Based Image Restoration Using Importance Sampling.
IEEE Trans. Image Process., 2019

Regularization Parameter Selection in Minimum Volume Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2019

A Novel Sharpening Approach for Superresolving Multiresolution Optical Images.
IEEE Trans. Geosci. Remote. Sens., 2019

Image Restoration and Reconstruction using Targeted Plug-and-Play Priors.
IEEE Trans. Computational Imaging, 2019

SURE-Fuse WFF: A Multi-Resolution Windowed Fourier Analysis for Interferometric Phase Denoising.
IEEE Access, 2019

Panchromatic Sharpening of Multispectral Satellite Imagery Via an Explicitly Defined Convex Self-Similarity Regularization.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Compressive Single-pixel Fourier Transform Imaging Using Structured Illumination.
Proceedings of the IEEE International Conference on Acoustics, 2019

Matrix Cofactorization for Joint Unmixing and Classification of Hyperspectral Images.
Proceedings of the 27th European Signal Processing Conference, 2019

2018
Fusing Hyperspectral and Multispectral Images via Coupled Sparse Tensor Factorization.
IEEE Trans. Image Process., 2018

Convex Formulation for Multiband Image Classification With Superpixel-Based Spatial Regularization.
IEEE Trans. Geosci. Remote. Sens., 2018

Fast Hyperspectral Image Denoising and Inpainting Based on Low-Rank and Sparse Representations.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Foreword to the Special Issue on Quality Improvements of Remote Sensing Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Dictionary Learning Phase Retrieval from Noisy Diffraction Patterns.
Sensors, 2018

Compressive Hyperspectral Imaging: Fourier Transform Interferometry meets Single Pixel Camera.
CoRR, 2018

Image Restoration Using Conditional Random Fields and Scale Mixtures of Gaussians.
CoRR, 2018

Super-Resolution of Sentinel-2 Images: Learning a Globally Applicable Deep Neural Network.
CoRR, 2018

Scene-Adapted Plug-and-Play Algorithm with Guaranteed Convergence: Applications to Data Fusion in Imaging.
CoRR, 2018

Provably and Roubst Blind Source Seperation of Ill-Conditioned Hyperspectral Mixtures.
Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

Hy-Demosaicing: Hyperspectral Blind Reconstruction from Spectral Subsampling.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Linear Spectral Unmixing via Matrix Factorization: Identifiability Criteria for Sparse Abundances.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Adaptive Hyperspectral Mixed Noise Removal.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Hyperspectral Image Super-Resolution via Local Low-Rank and Sparse Representations.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

New Theory for Unmixing ILL-Conditioned Hyperspectral Mixtures.
Proceedings of the 10th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2018

Restoration of Multilayered Single-Photon 3D Lidar Images.
Proceedings of the 10th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2018

An Extension of Averaged-Operator-Based algorithms.
Proceedings of the 26th European Signal Processing Conference, 2018

2017
Sparse Distributed Multitemporal Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2017

Fast Hyperspectral Unmixing in Presence of Nonlinearity or Mismodeling Effects.
IEEE Trans. Computational Imaging, 2017

A New Low-Rank Representation Based Hyperspectral Image Denoising Method for Mineral Mapping.
Remote. Sens., 2017

Performance measures for classification systems with rejection.
Pattern Recognit., 2017

Hyperspectral Sharpening using Scene-adapted Gaussian Mixture Priors.
CoRR, 2017

Improving point cloud to surface reconstruction with generalized Tikhonov regularization.
Proceedings of the 19th IEEE International Workshop on Multimedia Signal Processing, 2017

Scene-Adapted plug-and-play algorithm with convergence guarantees.
Proceedings of the 27th IEEE International Workshop on Machine Learning for Signal Processing, 2017

Hyperspectral image inpainting based on low-rank representation: A case study on Tiangong-1 data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A new classification-oriented endmember extraction and sparse unmixing approach for hyperspectral data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A hierarchical approach to superresolution of multispectral images with different spatial resolutions.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Spatial-spectral hyperspectral image compressive sensing.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Hyperspectral cloud shadow removal based on linear unmixing.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Multi-superpixelization-based convex formulation for joint classification of hyperspectral and lidar data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Hyperspectral image denoising based on global and non-local low-rank factorizations.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Class-specific poisson denoising by patch-based importance sampling.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Class-specific image denoising using importance sampling.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Fast hyperspectral unmixing in presence of sparse multiple scattering nonlinearities.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Sharpening Hyperspectral Images Using Plug-and-Play Priors.
Proceedings of the Latent Variable Analysis and Signal Separation, 2017

Sharpening Hyperspectral Images Using Spatial and Spectral Priors in a Plug-and-Play Algorithm.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2017

Super-Resolution of Multispectral Multiresolution Images from a Single Sensor.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

Patch-based Interferometric Phase Estimation via Mixture of Gaussian Density Modelling & Non-local Averaging in the Complex Domain.
Proceedings of the British Machine Vision Conference 2017, 2017

2016
Hyperspectral Super-Resolution of Locally Low Rank Images From Complementary Multisource Data.
IEEE Trans. Image Process., 2016

A Framework for Fast Image Deconvolution With Incomplete Observations.
IEEE Trans. Image Process., 2016

Hyperspectral Unmixing in Presence of Endmember Variability, Nonlinearity, or Mismodeling Effects.
IEEE Trans. Image Process., 2016

Multiband Image Fusion Based on Spectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2016

Robust Collaborative Nonnegative Matrix Factorization for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2016

Semiblind Hyperspectral Unmixing in the Presence of Spectral Library Mismatches.
IEEE Trans. Geosci. Remote. Sens., 2016

Hyperspectral Blind Reconstruction From Random Spectral Projections.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Supervised Hyperspectral Image Classification With Rejection.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Parallel Hyperspectral Coded Aperture for Compressive Sensing on GPUs.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

A Discontinuity Preserving Relaxation Scheme for Spectral-Spatial Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

R-FUSE: Robust Fast Fusion of Multiband Images Based on Solving a Sylvester Equation.
IEEE Signal Process. Lett., 2016

R-FUSE: Robust Fast Fusion of Multi-Band Images Based on Solving a Sylvester Equation.
CoRR, 2016

Multi-Band Image Fusion Based on Spectral Unmixing.
CoRR, 2016

A General Framework for Fast Image Deconvolution with Incomplete Observations. Applications to Unknown Boundaries, Inpainting, Superresolution, and Demosaicing.
CoRR, 2016

Restoring STM images via Sparse Coding: noise and artifact removal.
CoRR, 2016

Nonlinear hyperspectral unmixing accounting for spatial illumination variability.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Robust hyperspectral unmixing accounting for residual components.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

Image restoration with locally selected class-adapted models.
Proceedings of the 26th IEEE International Workshop on Machine Learning for Signal Processing, 2016

Blind model-based fusion of multi-band and panchromatic images.
Proceedings of the 2016 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2016

Fast Hyperspectral image Denoising based on low rank and sparse representations.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Sparse distributed hyperspectral unmixing.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Hyperspectral image reconstruction from random projections on GPU.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Convex formulation for hyperspectral image classification with superpixels.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Uncertainty propagation from atmospheric parameters to sparse hyperspectral unmixing.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Image restoration and reconstruction using variable splitting and class-adapted image priors.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

High-resolution hyperspectral image fusion based on spectral unmixing.
Proceedings of the 19th International Conference on Information Fusion, 2016

Bayesian image segmentation using hidden fields: Supervised, unsupervised, and semi-supervised formulations.
Proceedings of the 24th European Signal Processing Conference, 2016

2015
Collaborative sparse regression using spatially correlated supports - Application to hyperspectral unmixing.
IEEE Trans. Image Process., 2015

Hyperspectral and Multispectral Image Fusion Based on a Sparse Representation.
IEEE Trans. Geosci. Remote. Sens., 2015

Pansharpening Based on Semiblind Deconvolution.
IEEE Trans. Geosci. Remote. Sens., 2015

A Convex Formulation for Hyperspectral Image Superresolution via Subspace-Based Regularization.
IEEE Trans. Geosci. Remote. Sens., 2015

HYCA: A New Technique for Hyperspectral Compressive Sensing.
IEEE Trans. Geosci. Remote. Sens., 2015

Multiple Feature Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2015

Minimum Volume Simplex Analysis: A Fast Algorithm for Linear Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2015

Interferometric Phase Image Estimation via Sparse Coding in the Complex Domain.
IEEE Trans. Geosci. Remote. Sens., 2015

Introduction to the Issue on Advances in Hyperspectral Data Processing and Analysis.
IEEE J. Sel. Top. Signal Process., 2015

Self-Dictionary Sparse Regression for Hyperspectral Unmixing: Greedy Pursuit and Pure Pixel Search Are Related.
IEEE J. Sel. Top. Signal Process., 2015

Fast Spectral Unmixing based on Dykstra's Alternating Projection.
CoRR, 2015

Hyperspectral pansharpening: a review.
CoRR, 2015

Image Classification with Rejection using Contextual Information.
CoRR, 2015

Hyperspectral compressive acquisition in the spatial domain via blind factorization.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Potential and limitations of band selection and library pruning in sparse hyperspectral unmixing.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Robust hyperspectral image classification with rejection fields.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

SegSALSA-STR: A convex formulation to supervised hyperspectral image segmentation using hidden fields and structure tensor regularization.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

GPU implementation of a constrained hyperspectral coded aperture algorithm for compressive sensing.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Linear spectral unmixing using collaborative sparse regression and correlated supports.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Robust collaborative nonnegative matrix factorization for hyperspectra unmixing (R-CONMF).
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Hyperspectral image classification based on union of subspaces.
Proceedings of the Joint Urban Remote Sensing Event, 2015

B-HYCA: Blind hyperspectral compressive sensing.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Hyperspectral compressive sensing from spectral projections.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

GPU implementation of a hyperspectral coded aperture algorithm for compressive sensing.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Hyperspectral Remote Sensing Data Analysis.
Proceedings of the GISTAM 2015, 2015

Maximum-a-posteriori estimation with unknown regularisation parameters.
Proceedings of the 23rd European Signal Processing Conference, 2015

An analysis of collaborative representation schemes for the classification of hyperspectral images.
Proceedings of the 23rd European Signal Processing Conference, 2015

A fast parallel hyperspectral coded aperture algorithm for compressive sensing using OpenCL.
Proceedings of the IEEE EUROCON 2015, 2015

2014
Separation of Synchronous Sources Through Phase Locked Matrix Factorization.
IEEE Trans. Neural Networks Learn. Syst., 2014

Parametric Blur Estimation for Blind Restoration of Natural Images: Linear Motion and Out-of-Focus.
IEEE Trans. Image Process., 2014

A New Pansharpening Method Based on Spatial and Spectral Sparsity Priors.
IEEE Trans. Image Process., 2014

Remotely Sensed Image Classification Using Sparse Representations of Morphological Attribute Profiles.
IEEE Trans. Geosci. Remote. Sens., 2014

Spectral-Spatial Classification of Hyperspectral Data Using Local and Global Probabilities for Mixed Pixel Characterization.
IEEE Trans. Geosci. Remote. Sens., 2014

MUSIC-CSR: Hyperspectral Unmixing via Multiple Signal Classification and Collaborative Sparse Regression.
IEEE Trans. Geosci. Remote. Sens., 2014

Collaborative Sparse Regression for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2014

A Dynamic Unmixing Framework for Plant Production System Monitoring.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A Signal Processing Perspective on Hyperspectral Unmixing: Insights from Remote Sensing.
IEEE Signal Process. Mag., 2014

Parallel Hyperspectral Unmixing on GPUs.
IEEE Geosci. Remote. Sens. Lett., 2014

A Subspace-Based Multinomial Logistic Regression for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2014

A new extended linear mixing model to address spectral variability.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Super-resolution of hyperspectral images using local spectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

On the use of collaborative sparse regression in hyperspectral unmixing chains.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Supervised hyperspectral image segmentation: A convex formulation using hidden fields.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

A robust subspace method for semiblind dictionary-aided hyperspectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Alternating direction optimization for image segmentation using hidden Markov measure field models.
Proceedings of the Image Processing: Algorithms and Systems XII, 2014

Spectral partitioning for hyperspectral remote sensing image classification.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A new framework for hyperspectral image classification using multiple spectral and spatial features.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Hyperspectral super-resolution of locally low rank images from complementary multisource data.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Hyperspectral image superresolution: An edge-preserving convex formulation.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Phase imaging via sparse coding in the complex domain based on high-order svd and nonlocal BM3D techniques.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Fusion of multispectral and hyperspectral images based on sparse representation.
Proceedings of the 22nd European Signal Processing Conference, 2014

Covalsa: Covariance estimation from compressive measurements using alternating minimization.
Proceedings of the 22nd European Signal Processing Conference, 2014

Robust minimum volume simplex analysis for hyperspectral unmixing.
Proceedings of the 22nd European Signal Processing Conference, 2014

Digital phase-shifting holography based on sparse approximation of phase and amplitude.
Proceedings of the 3DTV-Conference 2014: The True Vision, 2014

2013
Generalized Composite Kernel Framework for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2013

Semisupervised Self-Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2013

Spectral-Spatial Classification of Hyperspectral Data Using Loopy Belief Propagation and Active Learning.
IEEE Trans. Geosci. Remote. Sens., 2013

Effect of Denoising in Band Selection for Regression Tasks in Hyperspectral Datasets.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Semisupervised Hyperspectral Image Classification Using Soft Sparse Multinomial Logistic Regression.
IEEE Geosci. Remote. Sens. Lett., 2013

Separation of phase-locked sources in pseudo-real MEG data.
EURASIP J. Adv. Signal Process., 2013

Plant production system monitoring via multiple signal classification and sparse regression.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Classification with reject option using contextual information.
Proceedings of the 10th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2013

Spectral-spatial classification for hyperspectral data using SVM and subspace MLR.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Parallel sparse unmixing of hyperspectral data.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Greedy algorithms for pure pixels identification in hyperspectral unmixing: A multiple-measurement vector viewpoint.
Proceedings of the 21st European Signal Processing Conference, 2013

2012
An Alternating Direction Algorithm for Total Variation Reconstruction of Distributed Parameters.
IEEE Trans. Image Process., 2012

Hyperspectral Unmixing Based on Mixtures of Dirichlet Components.
IEEE Trans. Geosci. Remote. Sens., 2012

Spectral-Spatial Hyperspectral Image Segmentation Using Subspace Multinomial Logistic Regression and Markov Random Fields.
IEEE Trans. Geosci. Remote. Sens., 2012

Total Variation Spatial Regularization for Sparse Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2012

Foreword to the Special Issue on Hyperspectral Image and Signal Processing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Phase Drift Estimation and Symbol Detection in Digital Communications: A Stochastic Recursive Filtering Approach.
IEEE Commun. Lett., 2012

Building location awareness into acoustic communication links and networks through channel delay estimation.
Proceedings of the Conference on Under Water Networks, 2012

Nonnegative matrix factorization with collaborativity for hyperspectral unmixing.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Semi-supervised discriminative random field for hyperspectral image classification.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Dictionary pruning in sparse unmixing of hyperspectral data.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

A new semi-supervised approach for hyperspectral image classification with different active learning strategies.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Vertex component analysis GPU-based implementation for hyperspectral unmixing.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Hyperspectral coded aperture (HYCA): A new technique for hyperspectral compressive sensing.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Collaborative sparse unmixing of hyperspectral data.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hyperspectral band selection using a collaborative sparse model.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Semi-supervised active learning for urban hyperspectral image classification.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Parallel implementation of vertex component analysis for hyperspectral endmember extraction.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Collaborative nonnegative matrix factorization for remotely sensed hyperspectral unmixing.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hyperspectral Unmixing with Simultaneous Dimensionality Estimation.
Proceedings of the ICPRAM 2012, 2012

A New Multiple Classifier System for Semi-supervised Analysis of Hyperspectral Images.
Proceedings of the ICPRAM 2012, 2012

Estimation of the Common Oscillation for Phase Locked Matrix Factorization.
Proceedings of the ICPRAM 2012, 2012

Segmentation and Detection of Colorectal Polyps Using Local Polynomial Approximation.
Proceedings of the Image Analysis and Recognition - 9th International Conference, 2012

The Role of Whitening for Separation of Synchronous Sources.
Proceedings of the Latent Variable Analysis and Signal Separation, 2012

Algorithms for imaging inverse problems under sparsity regularization.
Proceedings of the 3rd International Workshop on Cognitive Information Processing, 2012

2011
Source Separation and Clustering of Phase-Locked Subspaces.
IEEE Trans. Neural Networks, 2011

An Augmented Lagrangian Approach to the Constrained Optimization Formulation of Imaging Inverse Problems.
IEEE Trans. Image Process., 2011

Foreword to the Special Issue on Spectral Unmixing of Remotely Sensed Data.
IEEE Trans. Geosci. Remote. Sens., 2011

Hyperspectral Image Segmentation Using a New Bayesian Approach With Active Learning.
IEEE Trans. Geosci. Remote. Sens., 2011

Sparse Unmixing of Hyperspectral Data.
IEEE Trans. Geosci. Remote. Sens., 2011

Bayesian Hyperspectral Image Segmentation With Discriminative Class Learning.
IEEE Trans. Geosci. Remote. Sens., 2011

A new semi-supervised algorithm for hyperspectral image classification based on spectral unmixing concepts.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Comparison of near infrared and Raman hyperspectral unmixing performances for chemical identification of pharmaceutical tablets.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Semi-supervised hyperspectral image classification using a new (soft) sparse multinomial logistic regression model.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Total variation regulatization in sparse hyperspectral unmixing.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

A new subspace discriminant analysis approach for supervised hyperspectral image classification.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Hyperspectral unmixingwith sparse group lasso.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

An overview on hyperspectral unmixing: Geometrical, statistical, and sparse regression based approaches.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Feature Selection in Regression Tasks Using Conditional Mutual Information.
Proceedings of the Pattern Recognition and Image Analysis - 5th Iberian Conference, 2011

Phase Locked Matrix Factorization.
Proceedings of the 19th European Signal Processing Conference, 2011

Non-cyclic deconvolution using an augmented lagrangian method.
Proceedings of EUROCON 2011, 2011

2010
Restoration of Poissonian Images Using Alternating Direction Optimization.
IEEE Trans. Image Process., 2010

Multiplicative Noise Removal Using Variable Splitting and Constrained Optimization.
IEEE Trans. Image Process., 2010

Fast Image Recovery Using Variable Splitting and Constrained Optimization.
IEEE Trans. Image Process., 2010

Semisupervised Hyperspectral Image Segmentation Using Multinomial Logistic Regression With Active Learning.
IEEE Trans. Geosci. Remote. Sens., 2010

Quantifying the Uncertainty of Land Surface Temperature Retrievals From SEVIRI/Meteosat.
IEEE Trans. Geosci. Remote. Sens., 2010

Exploiting spatial information in semi-supervised hyperspectral image segmentation.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

On the use of spectral libraries to perform sparse unmixing of hyperspectral data.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Alternating direction algorithms for constrained sparse regression: Application to hyperspectral unmixing.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Supervised hyperspectral image segmentation using active learning.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Recent developments in sparse hyperspectral unmixing.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Frame-based deconvolution of Poissonian images using alternating direction optimization.
Proceedings of the International Conference on Image Processing, 2010

An augmented Lagrangian approach to linear inverse problems with compound regularization.
Proceedings of the International Conference on Image Processing, 2010

A fast algorithm for the constrained formulation of compressive image reconstruction and other linear inverse problems.
Proceedings of the IEEE International Conference on Acoustics, 2010

Independent Phase Analysis: Separating Phase-Locked Subspaces.
Proceedings of the Latent Variable Analysis and Signal Separation, 2010

2009
Adaptive total variation image deblurring: A majorization-minimization approach.
Signal Process., 2009

Learning dependent sources using mixtures of Dirichlet: Applications on hyperspectral unmixing.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Spectral unmixing via minimum volume simplices: Application to near infrared spectra of counterfeit tablets.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Semi-supervised hyperspectral image segmentation.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

A variable splitting augmented Lagrangian approach to linear spectral unmixing.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Multi-frequency Phase Unwrapping from Noisy Data: Adaptive Local Maximum Likelihood Approach.
Proceedings of the Image Analysis, 16th Scandinavian Conference, 2009

Semi-supervised Hyperspectral Image Classification based on a Markov Random Field and Sparse Multinomial Logistic Regression.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Unmixing Sparse Hyperspectral Mixtures.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Total variation restoration of speckled images using a split-bregman algorithm.
Proceedings of the International Conference on Image Processing, 2009

Multifrequency absolute phase estimation via graph cuts.
Proceedings of the 17th European Signal Processing Conference, 2009

2008
Hyperspectral Subspace Identification.
IEEE Trans. Geosci. Remote. Sens., 2008

Minimum Volume Simplex Analysis: A Fast Algorithm to Unmix Hyperspectral Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Denoising of medical images corrupted by Poisson noise.
Proceedings of the International Conference on Image Processing, 2008

An iterative algorithm for linear inverse problems with compound regularizers.
Proceedings of the International Conference on Image Processing, 2008

2007
Majorization-Minimization Algorithms for Wavelet-Based Image Restoration.
IEEE Trans. Image Process., 2007

Phase Unwrapping via Graph Cuts.
IEEE Trans. Image Process., 2007

A New TwIST: Two-Step Iterative Shrinkage/Thresholding Algorithms for Image Restoration.
IEEE Trans. Image Process., 2007


Oil spill segmentation of SAR images via graph cuts.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Hyperspectral unmixing algorithm via dependent component analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Hyperspectral signal subspace estimation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Evaluation of bayesian hyperspectral image segmentation with a discriminative class learning.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Two-Step Algorithms for Linear Inverse Problems with Non-Quadratic Regularization.
Proceedings of the International Conference on Image Processing, 2007

Bayesian Oil Spill Segmentation of SAR Images Via Graph Cuts.
Proceedings of the Pattern Recognition and Image Analysis, Third Iberian Conference, 2007

Blind Estimation of Motion Blur Parameters for Image Deconvolution.
Proceedings of the Pattern Recognition and Image Analysis, Third Iberian Conference, 2007

Dependent Component Analysis: A Hyperspectral Unmixing Algorithm.
Proceedings of the Pattern Recognition and Image Analysis, Third Iberian Conference, 2007

2006
Bayesian wavelet-based image deconvolution: a GEM algorithm exploiting a class of heavy-tailed priors.
IEEE Trans. Image Process., 2006

On Total Variation Denoising: A New Majorization-Minimization Algorithm and an Experimental Comparisonwith Wavalet Denoising.
Proceedings of the International Conference on Image Processing, 2006

Fast Sparse Multinomial Regression Applied to Hyperspectral Data.
Proceedings of the Image Analysis and Recognition, Third International Conference, 2006

Total Variation-Based Image Deconvolution: a Majorization-Minimization Approach.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Adaptive total variation image deconvolution: A majorization-minimization approach.
Proceedings of the 14th European Signal Processing Conference, 2006

2005
Vertex component analysis: a fast algorithm to unmix hyperspectral data.
IEEE Trans. Geosci. Remote. Sens., 2005

Does independent component analysis play a role in unmixing hyperspectral data?
IEEE Trans. Geosci. Remote. Sens., 2005

Minimum total variation in 3D ultrasound reconstruction.
Proceedings of the 2005 International Conference on Image Processing, 2005

Phase unwrapping: a new max-flow/min-cut based approach.
Proceedings of the 2005 International Conference on Image Processing, 2005

Signal Subspace Identification in Hyperspectral Linear Mixtures.
Proceedings of the Pattern Recognition and Image Analysis, Second Iberian Conference, 2005

Discontinuity Preserving Phase Unwrapping Using Graph Cuts.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2005

2004
Reconstruction of backscatter and extinction coefficients in lidar: a stochastic filtering approach.
IEEE Trans. Geosci. Remote. Sens., 2004

2003
Fast GEM wavelet-based image deconvolution algorithm.
Proceedings of the 2003 International Conference on Image Processing, 2003

Vertex Component Analysis: A~Fast Algorithm to Extract Endmembers Spectra from Hyperspectral Data.
Proceedings of the Pattern Recognition and Image Analysis, First Iberian Conference, 2003

A Fast GEM Algorithm for Bayesian Wavelet-Based Image Restoration Using a Class of Heavy-Tailed Priors.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2003

2002
The ZπM algorithm: a method for interferometric image reconstruction in SAR/SAS.
IEEE Trans. Image Process., 2002

Efficient computation of tr{TR-1} for Toeplitz matrices.
IEEE Signal Process. Lett., 2002

2001
Imaging of fast moving targets using undersampled SAR raw-data.
Proceedings of the 2001 International Conference on Image Processing, 2001

A Discrete/Continuous Minimization Method in Interferometric Image Processing.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2001

2000
Nonparametric estimation of mean Doppler and spectral width.
IEEE Trans. Geosci. Remote. Sens., 2000

Moving Targets in Synthetic Aperture Images: A Bayesian Approach.
Proceedings of the 2000 International Conference on Image Processing, 2000

Blind angle ambiguity resolution in parameter estimation of moving targets using a single SAR sensor.
Proceedings of the 10th European Signal Processing Conference, 2000

1999
Contour Estimation on Piecewise Homogeneous Random Fields.
Proceedings of the 1st International Conference on Enterprise Information Systems, 1999

Adaptive Bayesian Contour Estimation: A Vector Space Representation Approach.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 1999

1998
Adaptive Restoration of Speckled SAR Images using a Compound Random Markov Field.
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998

Group lapped iterative technique for fast solution of large linear systems.
Proceedings of the 5th IEEE International Conference on Electronics, Circuits and Systems, 1998

1996
Wall position and thickness estimation from sequences of echocardiographic images.
IEEE Trans. Medical Imaging, 1996

A method for computing the information matrix of stationary Gaussian processes.
Proceedings of the 8th European Signal Processing Conference, 1996

1995
Asymptotically efficient estimation of spectral moments.
IEEE Trans. Signal Process., 1995

1993
Maximum likelihood estimation of spectral moments at low signal to noise ratios.
Proceedings of the IEEE International Conference on Acoustics, 1993


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