| 2024 | MMSP | Bayesian Formulation of Regularization by Denoising - Model and Monte Carlo Sampling. | Elhadji C. Faye, Mame Diarra Fall, Aladine Chetouani, Nicolas Dobigeon |
| 2022 | ESANN | Sliced-Wasserstein normalizing flows: beyond maximum likelihood training. | Florentin Coeurdoux, Nicolas Dobigeon, Pierre Chainais |
| 2022 | ICIP | Informed Spatial Regularizations For Fast Fusion Of Astronomical Images. | Claire Guilloteau, Thomas Oberlin, Olivier Bern, Nicolas Dobigeon |
| 2020 | ICASSP | Unsupervised Change Detection for Multimodal Remote Sensing Images via Coupled Dictionary Learning and Sparse Coding. | Vinicius Ferraris, Nicolas Dobigeon, Yanna Cruz Cavalcanti, Thomas Oberlin, Marie Chabert |
| 2019 | ICASSP | Unmixing Dynamic Pet Images: Combining Spatial Heterogeneity and Non-gaussian Noise. | Yanna Cruz Cavalcanti, Thomas Oberlin, Nicolas Dobigeon, Cdric Fvotte, Simon Stute, Clovis Tauber |
| 2019 | ICASSP | Bayesian Image Restoration under Poisson Noise and Log-concave Prior. | Maxime Vono, Nicolas Dobigeon, Pierre Chainais |
| 2019 | ICASSP | Efficient Sampling through Variable Splitting-inspired Bayesian Hierarchical Models. | Maxime Vono, Nicolas Dobigeon, Pierre Chainais |
| 2018 | ICASSP | A Bayesian Model for Joint Unmixing and Robust Classification of Hyperspectral Images. | Adrien Lagrange, Mathieu Fauvel, Stphane May, Nicolas Dobigeon |
| 2018 | IGARSS | Lidar-Driven Spatial Regularization for Hyperspectral Unmixing. | Tatsumi Uezato, Mathieu Fauvel, Nicolas Dobigeon |
| 2018 | IGARSS | A Comparative Study of Fusion-Based Change Detection Methods for Multi-Band Images with Different Spectral and Spatial Resolutions. | Vinicius Ferraris, Naoto Yokoya, Nicolas Dobigeon, Marie Chabert |
| 2017 | ICASSP | Bayesian nonparametric subspace estimation. | Clement Elvira, Pierre Chainais, Nicolas Dobigeon |
| 2017 | ICASSP | Change detection between multi-band images using a robust fusion-based approach. | Vinicius Ferraris, Nicolas Dobigeon, Qi Wei, Marie Chabert |
| 2017 | ICASSP | Bayesian-driven criterion to automatically select the regularization parameter in the ℓ1-Potts model. | Jordan Frcon, Nelly Pustelnik, Nicolas Dobigeon, Herwig Wendt, Patrice Abry |
| 2017 | ICASSP | Fast hyperspectral unmixing in presence of sparse multiple scattering nonlinearities. | Abderrahim Halimi, Jos M. Bioucas-Dias, Nicolas Dobigeon, Gerald S. Buller, Steve McLaughlin |
| 2017 | ICASSP | A generalized Swendsen-Wang algorithm for Bayesian nonparametric joint segmentation of multiple images. | Jessica Sodjo, Audrey Giremus, Nicolas Dobigeon, Jean-Franois Giovannelli |
| 2016 | FUSION | High-resolution hyperspectral image fusion based on spectral unmixing. | Qi Wei, Simon J. Godsill, Jos M. Bioucas-Dias, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2016 | ICASSP | Unmixing multitemporal hyperspectral images with variability: An online algorithm. | Pierre-Antoine Thouvenin, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2015 | ICASSP | A Bayesian approach for the joint estimation of the multifractality parameter and integral scale based on the Whittle approximation. | Sbastien Combrexelle, Herwig Wendt, Patrice Abry, Nicolas Dobigeon, Stephen McLaughlin, Jean-Yves Tourneret |
| 2015 | ICASSP | A new Bayesian unmixing algorithm for hyperspectral images mitigating endmember variability. | Abderrahim Halimi, Nicolas Dobigeon, Jean-Yves Tourneret, Paul Honeine |
| 2014 | ICASSP | Residual component analysis of hyperspectral images for joint nonlinear unmixing and nonlinearity detection. | Yoann Altmann, Nicolas Dobigeon, Steve McLaughlin, Jean-Yves Tourneret |
| 2014 | ICASSP | A hierarchical sparsity-smoothness Bayesian model for ℓ0 + ℓ1 + ℓ2 regularization. | Lotfi Chari, Hadj Batatia, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2014 | ICASSP | Bayesian fusion of hyperspectral and multispectral images. | Qi Wei, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2014 | ICIP | Inverse problem formulation for regularity estimation in images. | Nelly Pustelnik, Patrice Abry, Herwig Wendt, Nicolas Dobigeon |
| 2014 | ICIP | Bayesian fusion of multispectral and hyperspectral images with unknown sensor spectral response. | Qi Wei, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2013 | ICASSP | A robust test for nonlinear mixture detection in hyperspectral images. | Yoann Altmann, Nicolas Dobigeon, Jean-Yves Tourneret, Jos Carlos M. Bermudez |
| 2013 | ICASSP | Bayesian estimation for the multifractality parameter. | Herwig Wendt, Nicolas Dobigeon, Jean-Yves Tourneret, Patrice Abry |
| 2012 | ICASSP | Unsupervised nonlinear unmixing of hyperspectral images using Gaussian processes. | Yoann Altmann, Nicolas Dobigeon, Steve McLaughlin, Jean-Yves Tourneret |
| 2012 | ICASSP | Bayesian subspace estimation using CS decomposition. | Olivier Besson, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2011 | ACSSC | Bayesian estimation of a subspace. | Olivier Besson, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2011 | ICASSP | Supervised nonlinear spectral unmixing using a polynomial post nonlinear model for hyperspectral imagery. | Yoann Altmann, Abderrahim Halimi, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2011 | ICASSP | A Bernoulli-Gaussian model for gene factor analysis. | Cecile Bazot, Nicolas Dobigeon, Jean-Yves Tourneret, Alfred O. Hero III |
| 2011 | ICASSP | Variational methods for spectral unmixing of hyperspectral images. | Olivier Eches, Nicolas Dobigeon, Jean-Yves Tourneret, Hichem Snoussi |
| 2011 | ICASSP | Labeling skin tissues in ultrasound images using a generalized Rayleigh mixture model. | Marcelo Pereyra, Nicolas Dobigeon, Hadj Batatia, Jean-Yves Tourneret |
| 2011 | IGARSS | Nonlinear unmixing of hyperspectral images using radial basis functions and orthogonal least squares. | Yoann Altmann, Nicolas Dobigeon, Jean-Yves Tourneret, Steve McLaughlin |
| 2011 | IGARSS | A post nonlinear mixing model for hyperspectral images unmixing. | Yoann Altmann, Abderrahim Halimi, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2011 | IGARSS | Unmixing hyperspectral images using the generalized bilinear model. | Abderrahim Halimi, Yoann Altmann, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2010 | ICASSP | A reversible-jump mcmc algorithm for estimating the number of endmembers in the normal compositional model application to the unmixing of hyperspectral images. | Olivier Eches, Nicolas Dobigeon, Jean-Yves Tourneret |
| 2010 | ICASSP | A partially collapsed Gibbs sampler for parameters with local constraints. | Georg Kail, Jean-Yves Tourneret, Franz Hlawatsch, Nicolas Dobigeon |
| 2009 | ICASSP | Bayesian sparse image reconstruction for MRFM. | Nicolas Dobigeon, Alfred O. Hero III, Jean-Yves Tourneret |
| 2008 | ICASSP | Bayesian linear unmixing of hyperspectral images corrupted by colored Gaussian noise with unknown covariance matrix. | Nicolas Dobigeon, Jean-Yves Tourneret, Alfred O. Hero III |
| 2007 | ICASSP | Spectral Unmixing of Hyperspectral Images using a Hierarchical Bayesian Model. | Nicolas Dobigeon, Jean-Yves Tourneret |
| 2006 | ICASSP | Joint Segmentation of Piecewise Constant Autoregressive Processes by Using a Hierarchical Model and a Bayesian Sampling Approach. | Nicolas Dobigeon, Jean-Yves Tourneret, Manuel Davy |