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Matrix Cofactorization for Joint Representation Learning and Supervised Classification -- Application to Hyperspectral Image Analysis

Feb 07, 2019
Adrien Lagrange, Mathieu Fauvel, Stéphane May, José Bioucas-Dias, Nicolas Dobigeon

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Super-resolution of Sentinel-2 images: Learning a globally applicable deep neural network

Oct 01, 2018
Charis Lanaras, José Bioucas-Dias, Silvano Galliani, Emmanuel Baltsavias, Konrad Schindler

* ISPRS Journal of Photogrammetry and Remote Sensing, 146 (2018), pp. 305-319 
* 19 pages, 11 figures 

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An Extension of Averaged-Operator-Based Algorithms

Jun 12, 2018
Miguel Simões, José Bioucas-Dias, Luis B. Almeida

* 26th Eur. Signal Process. Conf. (EUSIPCO 2018), accepted. 5 pages, 1 figure 

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Restoring STM images via Sparse Coding: noise and artifact removal

Oct 11, 2016
João P. Oliveira, Ana Bragança, José Bioucas-Dias, Mário Figueiredo, Luís Alcácer, Jorge Morgado, Quirina Ferreira

* 14 pages, 6 figures 

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A Framework for Fast Image Deconvolution with Incomplete Observations

Aug 30, 2016
Miguel Simões, Luis B. Almeida, José Bioucas-Dias, Jocelyn Chanussot

* IEEE Trans. Image Process., to be published. 15 pages, 11 figures. MATLAB code available at 

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Image Classification with Rejection using Contextual Information

Sep 03, 2015
Filipe Condessa, José Bioucas-Dias, Carlos Castro, John Ozolek, Jelena Kovačević

* 21 pages, 8 figures 

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Semiblind Hyperspectral Unmixing in the Presence of Spectral Library Mismatches

Jul 07, 2015
Xiao Fu, Wing-Kin Ma, José Bioucas-Dias, Tsung-Han Chan

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A convex formulation for hyperspectral image superresolution via subspace-based regularization

Nov 14, 2014
Miguel Simões, José Bioucas-Dias, Luis B. Almeida, Jocelyn Chanussot

* IEEE Trans. Geosci. Remote Sens., to be published 

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Hyperspectral and Multispectral Image Fusion based on a Sparse Representation

Sep 19, 2014
Qi Wei, José Bioucas-Dias, Nicolas Dobigeon, Jean-Yves Tourneret

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Hyperspectral image superresolution: An edge-preserving convex formulation

Jun 10, 2014
Miguel Simões, José Bioucas-Dias, Luis B. Almeida, Jocelyn Chanussot

* International Conference on Image Processing (ICIP), 2014 - accepted 

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Source Separation and Clustering of Phase-Locked Subspaces: Derivations and Proofs

Jun 13, 2011
Miguel Almeida, Jan-Hendrik Schleimer, José Bioucas-Dias, Ricardo Vigário

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