List of works - Nicolas Dobigeon

Temporal dynamics of host molecular responses differentiate symptomatic and asymptomatic influenza a infection

scientific article

Spectral mixture analysis of EELS spectrum-images.

scientific article published in June 2012

Segmentation of Skin Lesions in 2-D and 3-D Ultrasound Images Using a Spatially Coherent Generalized Rayleigh Mixture Model

scientific article published on March 12, 2012

Semi-Supervised Linear Spectral Unmixing Using a Hierarchical Bayesian Model for Hyperspectral Imagery

article

Joint Segmentation of Multivariate Astronomical Time Series: Bayesian Sampling With a Hierarchical Model

article

Bayesian separation of spectral sources under non-negativity and full additivity constraints

Unsupervised Bayesian linear unmixing of gene expression microarrays

scientific article published on March 19, 2013

Bayesian Orthogonal Component Analysis for Sparse Representation

article published in 2010

Adaptive Markov random fields for joint unmixing and segmentation of hyperspectral images

scientific article

Joint Segmentation of Piecewise Constant Autoregressive Processes by Using a Hierarchical Model and a Bayesian Sampling Approach

article

Estimating the granularity coefficient of a Potts-Markov random field within a Markov chain Monte Carlo algorithm.

scientific article published in June 2013

Fast Fusion of Multi-Band Images Based on Solving a Sylvester Equation

scientific article published on July 20, 2015

Hierarchical Bayesian sparse image reconstruction with application to MRFM.

scientific article published on 29 May 2009

Unsupervised Unmixing of Hyperspectral Images Accounting for Endmember Variability.

scientific article published on 21 August 2015

Implementation Strategies for Hyperspectral Unmixing Using Bayesian Source Separation

Nonlinearity detection in hyperspectral images using a polynomial post-nonlinear mixing model.

scientific article published on 23 July 2012

Fast Single Image Super-resolution using a New Analytical Solution for <i>l</i>₂-<i>l</i>₂ Problems

scientific article published on 11 May 2016

Minimum Mean Square Distance Estimation of a Subspace

Blind Deconvolution of Sparse Pulse Sequences Under a Minimum Distance Constraint: A Partially Collapsed Gibbs Sampler Method

article published in 2012

Bayesian estimation of linear mixtures using the normal compositional model. Application to hyperspectral imagery.

scientific article published on 8 March 2010

Hyperspectral Image Unmixing Using a Multiresolution Sticky HDP

Joint segmentation of wind speed and direction using a hierarchical model

Bayesian Antisparse Coding

Asymptotically Exact Data Augmentation: Models, Properties, and Algorithms

Article published in Journal of Computaional and Graphical Statistics

CS Decomposition Based Bayesian Subspace Estimation

Nonlinear Hyperspectral Unmixing With Robust Nonnegative Matrix Factorization

scientific article published on August 13, 2015

Bayesian estimation of the multifractality parameter for image texture using a whittle approximation.

scientific article

Supervised nonlinear spectral unmixing using a postnonlinear mixing model for hyperspectral imagery

scientific article

Residual component analysis of hyperspectral images--application to joint nonlinear unmixing and nonlinearity detection.

scientific article published in May 2014

Online Unmixing of Multitemporal Hyperspectral Images Accounting for Spectral Variability

scientific article published on 9 June 2016

Semi-blind sparse image reconstruction with application to MRFM.

scientific article published on 15 May 2012

Unsupervised post-nonlinear unmixing of hyperspectral images using a Hamiltonian Monte Carlo algorithm

scientific article published on 26 March 2014

List of works by Nicolas Dobigeon

Temporal dynamics of host molecular responses differentiate symptomatic and asymptomatic influenza a infection

Spectral mixture analysis of EELS spectrum-images.

Segmentation of Skin Lesions in 2-D and 3-D Ultrasound Images Using a Spatially Coherent Generalized Rayleigh Mixture Model

Semi-Supervised Linear Spectral Unmixing Using a Hierarchical Bayesian Model for Hyperspectral Imagery

Joint Segmentation of Multivariate Astronomical Time Series: Bayesian Sampling With a Hierarchical Model

Bayesian separation of spectral sources under non-negativity and full additivity constraints

Unsupervised Bayesian linear unmixing of gene expression microarrays

Bayesian Orthogonal Component Analysis for Sparse Representation

Adaptive Markov random fields for joint unmixing and segmentation of hyperspectral images

Joint Segmentation of Piecewise Constant Autoregressive Processes by Using a Hierarchical Model and a Bayesian Sampling Approach

Estimating the granularity coefficient of a Potts-Markov random field within a Markov chain Monte Carlo algorithm.

Fast Fusion of Multi-Band Images Based on Solving a Sylvester Equation

Hierarchical Bayesian sparse image reconstruction with application to MRFM.

Unsupervised Unmixing of Hyperspectral Images Accounting for Endmember Variability.

Implementation Strategies for Hyperspectral Unmixing Using Bayesian Source Separation

Nonlinearity detection in hyperspectral images using a polynomial post-nonlinear mixing model.

Fast Single Image Super-resolution using a New Analytical Solution for <i>l</i>₂-<i>l</i>₂ Problems

Minimum Mean Square Distance Estimation of a Subspace

Blind Deconvolution of Sparse Pulse Sequences Under a Minimum Distance Constraint: A Partially Collapsed Gibbs Sampler Method

Bayesian estimation of linear mixtures using the normal compositional model. Application to hyperspectral imagery.

Hyperspectral Image Unmixing Using a Multiresolution Sticky HDP

Joint segmentation of wind speed and direction using a hierarchical model

Bayesian Antisparse Coding

Asymptotically Exact Data Augmentation: Models, Properties, and Algorithms

CS Decomposition Based Bayesian Subspace Estimation

Nonlinear Hyperspectral Unmixing With Robust Nonnegative Matrix Factorization

Bayesian estimation of the multifractality parameter for image texture using a whittle approximation.

Supervised nonlinear spectral unmixing using a postnonlinear mixing model for hyperspectral imagery

Residual component analysis of hyperspectral images--application to joint nonlinear unmixing and nonlinearity detection.

Online Unmixing of Multitemporal Hyperspectral Images Accounting for Spectral Variability

Semi-blind sparse image reconstruction with application to MRFM.

Unsupervised post-nonlinear unmixing of hyperspectral images using a Hamiltonian Monte Carlo algorithm

Accuracy and performance of optimized Bayesian Source Separation for hyperspectral unmixing