@Article{Ince_IEEE_GRS_Letters_2022,
  author       = {T. Ince and N. Dobigeon},
  title        = {Weighted residual {NMF} with spatial regularization for hyperspectral unmixing},
  journal      = {IEEE Geoscience and Remote Sensing Letters},
  month        = {},
  year         = {2022},
  volume       = {},
  number       = {},
  pages        = {},
}

@Article{Zhao_IEEE_Trans_GRS_2022,
  author       = {M. Zhao and S. Shi and J. Chen and N. Dobigeon},
  title        = {A 3D-CNN framework for hyperspectral unmixing with spectral variability},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  month        = {Jan.},
  year         = {2022},
  volume       = {60},
  number       = {},
  pages        = {1--14},
}

@Article{Vono_SIREV_2022,
  author       = {M. Vono and N. Dobigeon and P. Chainais},
  title        = {High-dimensional {G}aussian sampling: a review and a unifying approach based on a stochastic proximal point algorithm},
  journal      = {SIAM Review},  
  year         = {2022},
  volume       = {64},
  number       = {1},  
  pages        = {3--56},
  webpage      = {https://github.com/mvono/PyGauss},
}

@Inproceedings{Coeurdoux_ESANN_2022,
  author       = {F. Coeurdoux and N. Dobigeon and P. Chainais},
  title        = {Sliced-Wasserstein normalizing flows: beyond maximum likelihood training},
  booktitle    = {Proc. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN)},  
  month        = {Oct.},
  year         = {2022},
  address      = {Bruges, Belgium},
  pages        = {},
}

@Inproceedings{Guilloteau_IEEE_ICIP_2022,
  author       = {C. Guilloteau and Th. Oberlin and O. Bern\'{e} and N. Dobigeon},
  title        = {Informed spatial regularizations for fast fusion of astronomical images},
  booktitle    = {Proc. IEEE Int. Conf. Image Processing (ICIP)},  
  month        = {Oct.},
  year         = {2022},
  address      = {Bordeaux, France},
  pages        = {},
}

@Inproceedings{Coeurdoux_ECMLPKDD_2022,
  author       = {F. Coeurdoux and N. Dobigeon and P. Chainais},
  title        = {Learning optimal transport between two empirical distributions with normalizing flows},
  booktitle    = {Proc. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD)},
  address      = {Grenoble, France},
  year         = {2022},
  month        = {Sept.},
  pages        = {} 
}

@Inproceedings{Fall_EUSIPCO_2022,
  author       = {M. D. Fall and N. Dobigeon and P. Auzou},
  title        = {A {B}ayesian estimation formulation to voxel-based lesion-symptom mapping},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  address      = {Belgrade, Serbia},
  year         = {2022},
  month        = {Sept.},
  pages        = {}
}

@Inproceedings{Coeurdoux_GRETSI_2022,
  author       = {F. Coeurdoux and N. Dobigeon and P. Chainais},
  title        = {Approximation du transport optimal entre distributions empiriques par flux de normalisation},
  booktitle    = {Actes du XXVIIIi\`eme Colloque GRETSI},
  year         = {2022},
  address      = {Nancy, France},
  note         = {in french}
}

@techreport{Ince_TechReport_2022,
  author       = {T. Ince and N. Dobigeon},
  title        = {Weighted Residual {NMF} with Spatial Regularization for Hyperspectral Unmixing -- {C}omplementary results and supplementary materials},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {May},
  year         = {2022}, 
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Ince_TechReport_2022.pdf}
}

@Article{Kervazo_SIIMS_2021,
  author       = {C. Kervazo and N. Gillis and N. Dobigeon},
  title        = {Provably robust blind source separation of linear-quadratic near-separable mixtures},
  journal      = {SIAM J. Imaging Sciences},  
  year         = {2021},
  volume       = {14},
  number       = {4},  
  pages        = {1848--1889},
  webpage      = {https://www.dropbox.com/s/u3yd8s6bl76zqev/SNPALQ_v1.zip},
}

@Article{Vono_JCGS_2021,
  author       = {M. Vono and N. Dobigeon and P. Chainais},
  title        = {Asymptotically exact data augmentation: models, properties and algorithms},
  journal      = {Journal of Computational and Graphical Statistics},  
  year         = {2021},
  volume       = {30},
  number       = {2},  
  pages        = {335--348},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_AXDA.html},
}

@Article{Guilloteau_IEEE_Trans_CI_2020,
  author       = {C. Guilloteau and Th. Oberlin and O. Bern\'{e} and N. Dobigeon},
  title        = {Hyperspectral and multispectral image fusion under spectrally varying spatial blurs -- Application to high dimensional infrared astronomical imaging},
  journal      = {IEEE Trans. Computational Imaging},
  year         = {2020},
  month        = {Sept.},
  volume       = {6},
  number       = {},
  pages        = {1362--1374},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_fusion_astro.html},
}

@Article{Ferraris_INFFUS_2020,
  author       = {V. Ferraris and N. Dobigeon and M. Chabert},
  title        = {Robust fusion algorithms for unsupervised change detection between multi-band optical images -- {A} comprehensive case study},
  journal      = {Information Fusion},  
  year         = {2020},
  volume       = {64},
  number       = {},  
  month        = {Dec.},
  pages        = {293--317},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_CD.html},
}

@Article{Uezato_MDPI_RS_2020,
  author       = {T. Uezato and M. Fauvel and N. Dobigeon},
  title        = {Hierarchical sparse nonnegative matrix factorization for hyperspectral unmixing with spectral variability},
  journal      = {Remote Sensing},
  year         = {2020},
  volume       = {12},
  number       = {14},  
  month        = {July},
  article-number = {2326},
  pages        = {},
}

@Article{Guilloteau_AJ_2020,
  author       = {C. Guilloteau and Th. Oberlin and O. Bern\'{e} and \'{E}. Habart and N. Dobigeon},
  title        = {Simulated {JWST} datasets for multispectral and hyperspectral image fusion},
  journal      = {The Astronomical Journal},
  year         = {2020},
  volume       = {160},
  number       = {1},  
  month        = {Jun.},
  pages        = {28},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_fusion_astro.html},
}

@Article{Monier_Ultramicroscopy_2020,
  author       = {E. Monier and Th. Oberlin and N. Brun and X. Li and M. Tenc\'e and N. Dobigeon},
  title        = {Fast reconstruction of atomic-scale {STEM-EELS} images from sparse sampling},
  journal      = {Ultramicroscopy},
  year         = {2020},
  volume       = {215},
  number       = {112993},  
  month        = {Aug.},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_EELS.html},
}

@Article{Lagrange_Neurocomputing_2020,
  author       = {A. Lagrange and M. Fauvel and S. May and J. Bioucas-Dias and N. Dobigeon},
  title        = {Matrix cofactorization for joint representation learning and supervised classification -- {A}pplication to hyperspectral image analysis},
  journal      = {Neurocomputing},
  month        = {Apr.},
  year         = {2020},
  volume       = {385},
  pages        = {132--147},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_cofact.html},
}

@Article{Lagrange_IEEE_Trans_GRS_2020,
  author       = {A. Lagrange and M. Fauvel and S. May and N. Dobigeon},
  title        = {Matrix cofactorization for joint spatial-spectral unmixing of hyperspectral images},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  month        = {July},
  year         = {2020},
  volume       = {58},
  number       = {7},
  pages        = {4915--4927},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_SP2U.html},  
}

@Inproceedings{Kervazo_EUSIPCO_2020,
  author       = {C. Kervazo and N. Gillis and N. Dobigeon},
  title        = {Successive nonnegative projection algorithm for linear quadratic mixtures},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  address      = {Amsterdam, Netherlands},
  year         = {2020},
  month        = {Sept.},
  pages        = {}
}

@Inproceedings{Guilloteau_IEEE_SAM_2020,
  author       = {C. Guilloteau and Th. Oberlin and O. Bern\'e and N. Dobigeon},
  title        = {Fusion of hyperspectral and multispectral infrared astronomical images},
  booktitle    = {Proc. Workshop on Sensor Array and Multichannel Signal Processing (SAM)},
  address      = {Hangzhou, China},
  month        = {June},
  year         = {2020},
  pages        = {},
  note         = {}
}

@Inproceedings{Ferraris_IEEE_ICASSP_2020,
  author       = {V. Ferraris and N. Dobigeon and Y. Cruz Cavalcanti and Th. Oberlin and M. Chabert},
  title        = {Unsupervised change detection for multimodal remote sensing images via coupled dictionary learning and sparse coding},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {Barcelona, Spain},
  month        = {May},
  year         = {2020},
  pages        = {},
}

@techreport{Uezato_TechReport_2020,
  author       = {T. Uezato and M. Fauvel and N. Dobigeon},
  title        = {Supplementary materials: {H}ierarchical sparse nonnegative matrix factorization for hyperspectral unmixing with spectral variability},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {July},
  year         = {2020}, 
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Uezato_TechReport_2020.pdf}
}

@techreport{Ferraris_TechReport_2020,
  author       = {V. Ferraris and N. Dobigeon and M. Chabert},
  title        = {Robust fusion algorithms for unsupervised change detection between multi-band optical images -- {A} comprehensive case study -- {C}omplementary results},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {June},
  year         = {2020}, 
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Ferraris_TechReport_2020.pdf}
}

@techreport{Monier_TechReport_2020,
  author       = {E. Monier and Th. Oberlin and N. Brun and M. Tenc\'e and X. Li and N. Dobigeon},
  title        = {Fast reconstruction of atomic-scale {STEM-EELS} images from sparse sampling -- {C}omplementary results},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Feb.},
  year         = {2020}, 
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Monier_TechReport_2020.pdf}
}

@techreport{Oberlin_IndReport_CNES_2020,
  author       = {Th. Oberlin and N. Dobigeon},
  title        = {Approches probl\`emes inverses pour la fusion d'images multi-bandes},
  institution = {CNES},
  type         = {Contract Rep.},
  address      = {Toulouse, France},
  month        = {June},
  year         = 2020,
  type         = {Contract report}, 
}

@Article{Ferraris_CVIU_2019,
  author       = {V. Ferraris and N. Dobigeon and Y. Cruz Cavalcanti and Th. Oberlin and M. Chabert},
  title        = {Coupled dictionary learning for unsupervised change detection between multimodal remote sensing images},
  journal      = {Computer Vision and Image Understanding},
  year         = {2019},
  volume       = {189},
  number       = {102817},
  month        = {Dec.},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_CD.html},
}

@Article{Sodjo_IEEE_Access_2019,
  author       = {J. Sodjo and A. Giremus and N. Dobigeon and F. Caron},
  title        = {A {B}ayesian nonparametric model for unsupervised joint segmentation of a collection of images},
  journal      = {IEEE Access},
  year         = {2019},
  month        = {Dec.},  
  volume       = {7},
  number       = {1},
  pages        = {120176--120188},
}

@Article{Rashwan_IET_IP_2019,
  author       = {S. Rashwan and N. Dobigeon and W. Sheta and H. Hassan},
  title        = {Non-linear unmixing of hyperspectral images using multiple-kernel self-organizing maps},
  journal      = {IET Image Processing},
  year         = {2019},
  month        = {Oct.},  
  volume       = {13},
  number       = {12},
  pages        = {2190--2195},
}

@Article{Cavalcanti_IEEE_Trans_MI_2019,
  author       = {Y. Cruz Cavalcanti and Th. Oberlin and N. Dobigeon and C. F\'evotte and S. Stute and M. Ribeiro and C. Tauber},
  title        = {Factor analysis of dynamic {PET} images: beyond {G}aussian noise},
  journal      = {IEEE Trans. Med. Imaging},
  year         = {2019},
  month        = {Sept.},  
  volume       = {38},
  number       = {9},
  pages        = {2231--2241},
}

@Article{Uezato_IEEE_Trans_GRS_2019,
  author       = {T. Uezato and M. Fauvel and N. Dobigeon},
  title        = {Hyperspectral unmixing with spectral variability using adaptive bundles and double sparsity},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = {2019},
  month        = {June},  
  volume       = {57},
  number       = {6},
  pages        = {3980--3992},
}

@Article{Thouvenin_IEEE_Trans_GRS_2019,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {Partially asynchronous distributed unmixing of hyperspectral images},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = {2019},
  month        = {April},  
  volume       = {57},
  number       = {4},
  pages        = {2009-2021},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_distributed.html},
}

@Article{Vono_IEEE_Trans_SP_2019,
  author       = {M. Vono and N. Dobigeon and P. Chainais},
  title        = {Split-and-augmented {G}ibbs sampler -- {A}pplication to large-scale inference problems},
  journal      = {IEEE Trans. Signal Processing},
  year         = {2019},
  month        = {Jan.},
  volume       = {67},
  number       = {6},
  pages        = {1648--1661},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_SPA_Gibbs.html}
}

@Article{Lagrange_ELSEVIER_PR_2019,
  author       = {A. Lagrange and M. Fauvel and S. May and N. Dobigeon},
  title        = {Hierarchical {B}ayesian image analysis: from low-level modeling to robust supervised learning},
  journal      = {Pattern Recognition},
  year         = {2019},
  month        = {Jan.},
  volume       = {85},
  pages        = {26--36},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_HBA.html},  
}

@Inproceedings{Lagrange_EUSIPCO_2019,
  author       = {A. Lagrange and M. Fauvel and S. May and J. M. Bioucas-Dias and N. Dobigeon},
  title        = {Matrix cofactorization for joint unmixing and classification of hyperspectral images},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  address      = {A Coruna, Spain},
  year         = {2019},
  month        = {},
  pages        = {}
}

@Inproceedings{Vono_SPARS_2019,
  author       = {M. Vono and N. Dobigeon and P. Chainais},
  title        = {On variable splitting for {M}arkov chain {M}onte {C}arlo},
  booktitle    = {Proc. Workshop on Signal Processing with Adaptative Sparse Structured Representations (SPARS)},
  address      = {Toulouse, France},
  month        = {Sept.},
  year         = {2019},
  pages        = {},
}

@Inproceedings{Monier_SPARS_2019,
  author       = {E. Monier and Th. Oberlin and N. Brun and N. Dobigeon},
  title        = {Reconstruction of partially sampled {STEM-EELS} images with atomic resolution},
  booktitle    = {Proc. Workshop on Signal Processing with Adaptative Sparse Structured Representations (SPARS)},
  address      = {Toulouse, France},
  month        = {July},
  year         = {2019},
  pages        = {},
}

@Inproceedings{Guilloteau_SPARS_2019,
  author       = {C. Guilloteau and Th. Oberlin and O. Bern\'e and N. Dobigeon},
  title        = {Fusion of hyperspectral and multispectral infrared astronomical images},
  booktitle    = {Proc. Workshop on Signal Processing with Adaptative Sparse Structured Representations (SPARS)},
  address      = {Toulouse, France},
  month        = {July},
  year         = {2019},
  pages        = {},
}

@Inproceedings{Vono_IEEE_ICASSP_2019b,
  author       = {M. Vono and N. Dobigeon and P. Chainais},
  title        = {Bayesian image restoration under {P}oisson noise and log-concave prior},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {Brighton, U.K.},
  month        = {April},
  year         = {2019},
  pages        = {},
}

@Inproceedings{Vono_IEEE_ICASSP_2019a,
  author       = {M. Vono and N. Dobigeon and P. Chainais},
  title        = {Efficient sampling through variable splitting-inspired {B}ayesian hierarchical models},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {Brighton, U.K.},
  month        = {April},
  year         = {2019},
  pages        = {},
}

@Inproceedings{Cavalcanti_IEEE_ICASSP_2019,
  author       = {Y. Cruz Cavalcanti and Th. Oberlin and N. Dobigeon and C. F\'evotte and S. Stute and C. Tauber},
  title        = {Unmixing dynamic {PET} images: combining spatial heterogeneity and non-{G}aussian noise},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {Brighton, U.K.},
  month        = {April},
  year         = {2019},
  pages        = {},
}

@Inproceedings{Lagrange_GRETSI_2019,
  author       = {A. Lagrange and M. Fauvel and S. May and N. Dobigeon},
  title        = {Cofactorisation de matrices pour le d\'em\'elange et la classification conjoints d'images hyperspectrales},
  booktitle    = {Actes du XXVIIi\`eme Colloque GRETSI},
  year         = {2019},
  address      = {Lille, France},
  note         = {in french}
}

@Inproceedings{Guilloteau_GRETSI_2019,
  author       = {C. Guilloteau and Th. Oberlin and O. Bern\'e and N. Dobigeon},
  title        = {Fusion d'images multispectrales et hyperspectrales pour l'observation en astronomie infrarouge},
  booktitle    = {Actes du XXVIIi\`eme Colloque GRETSI},
  year         = {2019},
  address      = {Lille, France},
  note         = {in french}
}

@Inproceedings{Vono_GRETSI_2019b,
  author       = {M. Vono and P. Chainais and N. Dobigeon},
  title        = {Un mod\`ele augment\'e asymptotiquement exact pour la restauration bay\'esienne d'images d\'egrad\'ees par un bruit de Poisson},
  booktitle    = {Actes du XXVIIi\`eme Colloque GRETSI},
  year         = {2019},
  address      = {Lille, France},
  note         = {in french}
}

@Inproceedings{Vono_GRETSI_2019a,
  author       = {M. Vono and P. Chainais and N. Dobigeon},
  title        = {Mod\`eles augment\'es asymptotiquement exacts},
  booktitle    = {Actes du XXVIIi\`eme Colloque GRETSI},
  year         = {2019},
  address      = {Lille, France},
  note         = {in french}
}

@Inproceedings{Lagrange_SFPT_2018,
  author       = {A. Lagrange and M. Fauvel and S. May and N. Dobigeon},
  title        = {Cofactorisation de matrices pour le d\'em\'elange et la classification conjoints d'images hyperspectrales},
  booktitle    = {Actes du Colloque du groupe SFPT-GH},
  year         = {2019},
  address      = {Toulouse, France},
  note         = {in french}
}

@Inproceedings{Monier_SFMU_2019,
  author       = {E. Monier and Th. Oberlin and N. Brun and M. Tenc\'e and M. de Frutos and N. Dobigeon},
  title        = {Reconstruction de spectres-images STEM-EELS partiellement \'echantillonn\'es},
  booktitle    = {Actes du XVIième Colloque de la Société Française des Microscopies (SFMu)},
  year         = {2019},
  month        = {July},
  pages        = {74--75}
}

@techreport{Lagrange_TechReport_2019,
  author       = {A. Lagrange and M. Fauvel and S. May and J. Bioucas-Dias and N. Dobigeon},
  title        = {Matrix cofactorization for joint representation learning and supervised classification -- {A}pplication to hyperspectral image analysis -- {C}omplementary results},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Oct.},
  year         = {2019}, 
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Lagrange_TechReport_2019.pdf}
}

@Article{Monier_IEEE_Trans_CI_2018,
  author       = {E. Monier and Th. Oberlin and N. Brun and M. Tenc\'e and M. de Frutos and N. Dobigeon},
  title        = {Reconstruction of partially sampled multi-band images -- {A}pplication to {EELS} microscopy},
  journal      = {IEEE Trans. Computational Imaging},
  year         = {2018},
  month        = {Dec.},
  volume       = {4},
  number       = {4},
  pages        = {585--598},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_EELS.html},  
}

@Article{Cavalcanti_ELSEVIER_MEDIA_2018,
  author       = {Y. Cruz Cavalcanti and Th. Oberlin and N. Dobigeon and S. Stute and M. Ribeiro and C. Tauber},
  title        = {Unmixing dynamic {PET} images with variable specific binding kinetics},
  journal      = {Medical Image Analysis},
  year         = {2018},
  month        = {Oct.},
  volume       = {49},
  pages        = {117--127},
}

@Article{Uezato_IEEE_Trans_GRS_2018,
  author       = {T. Uezato and M. Fauvel and N. Dobigeon},
  title        = {Hyperspectral image unmixing with {LiDAR} data-aided spatial regularization},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = {2018},
  month        = {July},
  volume       = {56},
  number       = {2},
  pages        = {4098--4108},
}

@Article{Ferraris_IEEE_Trans_GRS_2018,
  author       = {V. Ferraris and N. Dobigeon and Q. Wei and M. Chabert},
  title        = {Detecting changes between optical images of different spatial and spectral resolutions: a fusion-based approach},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = {2018},
  month        = {March},
  volume       = {56},
  number       = {3},
  pages        = {1566--1578},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_CD.html},
}

@Article{Shen_IEEE_JSTARS_2018,
  author       = {H. Shen and X. Jia and J. M. {Bioucas-Dias} and N. Dobigeon and Y. Cui and F. Pacifici},
  title        = {Foreword to the Special Issue on Quality Improvements of Remote Sensing Data},
  journal      = {IEEE J. Sel. Topics Appl. Earth Observations Remote Sensing},
  year         = {2018},
  month        = {March},
  volume       = {11},
  number       = {3},
  pages        = {687--690},
}

@Article{Thouvenin_IEEE_Trans_CI_2018,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {A hierarchical {B}ayesian model accounting for endmember variability and abrupt spectral changes to unmix multitemporal hyperspectral images},
  journal      = {IEEE Trans. Computational Imaging},
  year         = {2018},
  month        = {Jan.},
  volume       = {4},
  number       = {1},
  pages        = {32--45},
  webpage      = {https://pthouvenin.github.io/robust-unmixing-plmm/},
}

@Inproceedings{Vono_IEEE_MLSP_2018,
  author       = {M. Vono and N. Dobigeon and P. Chainais},
  title        = {Sparse {B}ayesian binary logistic regression using the split-and-augmented {G}ibbs sampler},
  booktitle    = {Proc. IEEE Int. Workshop Machine Learning for Signal Processing (MLSP)},
  year         = {2018},
  month        = {Sept.},
  address      = {Aalborg, Denmark},
  pages        = {},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_logregression.html},
  note         = {Finalist of the Best Student Paper Award}
}

@Inproceedings{Monier_IEEE_WHISPERS_2018,
  author       = {E. Monier and Th. Oberlin and N. Brun and M. de Frutos and M. Tenc\'e and N. Dobigeon},
  title        = {Reconstruction of partially sampled {EELS} images},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2018},
  month        = {Sept.},
  address      = {Amsterdam, Netherlands},
  pages        = {},
}

@Inproceedings{Uezato_IEEE_WHISPERS_2018,
  author       = {T. Uezato and M. Fauvel and N. Dobigeon},
  title        = {A multiple endmember mixing model to handle spectral variability},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2018},
  month        = {Sept.},
  address      = {Amsterdam, Netherlands},
  pages        = {},
}

@Inproceedings{Ferraris_IEEE_IGARSS_2018,
  author       = {V. Ferraris and N. Yokoya and N. Dobigeon and M. Chabert},
  title        = {A comparative study of fusion-based change detection methods for multi-band images
                  with different spectral and spatial resolutions},
  booktitle    = {Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS)},
  year         = {2018},
  month        = {July},
  address      = {Valencia, Spain},
  pages        = {5021--5024},
}

@Inproceedings{Uezato_IEEE_IGARSS_2018,
  author       = {T. Uezato and M. Fauvel and N. Dobigeon},
  title        = {{LiDAR}-driven spatial regularization for hyperspectral unmixing},
  booktitle    = {Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS)},
  year         = {2018},
  month        = {July},
  address      = {Valencia, Spain},
  pages        = {1740--1743},
}

@Inproceedings{Lagrange_IEEE_ICASSP_2018,
  author       = {A. Lagrange and M. Fauvel and S. May and N. Dobigeon},
  title        = {A {B}ayesian model for joint unmixing and robust classification of hyperspectral image},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {Calgary, Canada},
  month        = {April},
  year         = {2018},
  pages        = {3399--3403},
}

@Inproceedings{Lagrange_CFPT_2018,
  author       = {A. Lagrange and M. Fauvel and S. May and N. Dobigeon},
  title        = {Un mod\`ele bay\'esien pour le d\'em\'elange, la segmentation et la classification robuste d'images hyperspectrales},
  booktitle    = {Actes de la Conf\'erence Fran\c{c}aise de Photogramm\'etrie et de T\'el\'ed\'etection},
  year         = {2018},
  address      = {Marne-la-Vall\'ee, France},
  note         = {in french}
}

@techreport{Cavalcanti_TechReport_2018,
  author       = {Y. Cruz Cavalcanti and Th. Oberlin and N. Dobigeon and S. Stute and M. Ribeiro and C. Tauber},
  title        = {Factor analysis of dynamic {PET} images: beyond {G}aussian noise -- Complementary results and supporting materials},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Dec.},
  year         = 2018,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Cavalcanti_TechReport_2018.pdf},
}

@techreport{Uezato_TechReport_2018b,
  author       = {T. Uezato and M. Fauvel and S. May and N. Dobigeon},
  title        = {Hyperspectral unmixing with spectral variability using adaptive bundles and double sparsity -- {C}omplementary results},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Apr.},
  year         = 2018,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Uezato_TechReport_2018b.pdf},
}

@techreport{Oberlin_IndReport_CNES_2018,
  author       = {Th. Oberlin and N. Dobigeon and M. Chabert},
  title        = {D\'ebruitage d'images hyperspectrales},
  organization = {CNES},
  address      = {Toulouse, France},
  number       = {R&T16/OT-0006-037},
  month        = {April},
  year         = 2018,
  type         = {Contract report}, 
}

@Article{Frecon_IEEE_Trans_SP_2017,
  author       = {J. Frecon and N. Pustelnik and N. Dobigeon and H. Wendt and P. Abry},
  title        = {Bayesian selection for the $\ell-2$-{P}otts model regularization parameter: 1{D} piecewise constant signal denoising},
  journal      = {IEEE Trans. Signal Processing},
  year         = {2017},
  month        = {Oct.},
  volume       = {65},
  number       = {19},
  pages        = {5215--5224},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_denoising.html},
}

@Article{Rashwan_IEEE_GRS_Letters_2017,
  author       = {S. Rashwan and N. Dobigeon},
  title        = {A split-and-merge approach for hyperspectral band selection},
  journal      = {IEEE Geoscience and Remote Sensing Letters},
  year         = {2017},
  month        = {Aug.},
  volume       = {14},
  number       = {8},
  pages        = {1378--1382},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_BS.html},
}

@Article{Ferraris_IEEE_Trans_CI_2017,
  author       = {V. Ferraris and N. Dobigeon and Q. Wei and M. Chabert},
  title        = {Robust fusion of multi-band images with different spatial and spectral resolutions for change detection},
  journal      = {IEEE Trans. Computational Imaging},
  year         = {2017},
  month        = {April},
  volume       = {3},
  number       = {2},
  pages        = {175--186},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_CD.html},
}

@Article{Halimi_IEEE_Trans_CI_2017,
  author       = {A. Halimi and J. M. {Bioucas-Dias} and N. Dobigeon and G. S. Buller and S. McLaughlin},
  title        = {Fast hyperspectral unmixing in presence of nonlinearity or mismodelling effects},
  journal      = {IEEE Trans. Computational Imaging},
  year         = {2017},
  month        = {April},
  volume       = {3},
  number       = {2},
  pages        = {146--159},
}

@Article{Elvira_IEEE_Trans_SP_2017,
  author       = {C. Elvira and P. Chainais and N. Dobigeon},
  title        = {Bayesian anti-sparse coding},
  journal      = {IEEE Trans. Signal Processing},
  year         = {2017},
  month        = {April},
  volume       = {65},
  number       = {7},
  pages        = {1660--1672},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_antisparse.html},
}

@Inproceedings{Cavalcanti_EUSIPCO_2017,
  author       = {Y. Cruz Cavalcanti and Th. Oberlin and N. Dobigeon and C. Tauber},
  title        = {Unmixing Dynamic {PET} images with a {PALM} algorithm},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  address      = {Kos, Greece},
  year         = {2017},
  month        = {Sept.},
  pages        = {425--429}
}

@Inproceedings{Thouvenin_EUSIPCO_2017,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {Unmixing multitemporal hyperspectral images accounting for smooth and abrupt variations},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  address      = {Kos, Greece},
  year         = {2017},
  month        = {Sept.},
  pages        = {2378--2382}
}

@Inproceedings{Monier_MM_2017,
  author       = {E. Monier and Th. Oberlin and N. Brun and M. Tenc\'e and N. Dobigeon},
  title        = {Reconstruction of randomly and partially sampled {STEM} spectrum-images},
  booktitle    = {Microscopy & MicroAnalysis (MM)},
  address      = {Saint Louis, USA},
  volume       = {23},
  issue        = {S1},
  month        = {Aug.},
  year         = {2017},
  pages        = {170--171},
}

@Inproceedings{Halimi_IEEE_ICASSP_2017,
  author       = {A. Halimi and J. M. {Bioucas-Dias} and N. Dobigeon and G. S. Buller and S. McLaughlin},
  title        = {Fast hyperspectral unmixing in presence of sparse multiple scattering nonlinearities},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {New Orleans, USA},
  month        = {March},
  year         = {2017},
  pages        = {3111--3115},
}

@Inproceedings{Elvira_IEEE_ICASSP_2017,
  author       = {C. Elvira and P. Chainais and N. Dobigeon},
  title        = {Bayesian nonparametric subspace estimation},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {New Orleans, USA},
  month        = {March},
  year         = {2017},
  pages        = {2247--2251},
  note		   = {Student paper contest finalist}
}

@Inproceedings{Frecon_IEEE_ICASSP_2017,
  author       = {J. Frecon and N. Pustelnik and N. Dobigeon and H. Wendt and P. Abry},
  title        = {Bayesian-driven criterion to automatically select the regularization parameter in the $\ell_1$-Potts model},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {New Orleans, USA},
  month        = {March},
  year         = {2017},
  pages        = {3839--3843},
}

@Inproceedings{Ferraris_IEEE_ICASSP_2017,
  author       = {V. Ferraris and N. Dobigeon and Q. Wei and M. Chabert},
  title        = {Change detection between multi-band images using a robust fusion-based approach},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {New Orleans, USA},
  month        = {March},
  year         = {2017},
  pages        = {3346--3350},
}

@Inproceedings{Sodjo_IEEE_ICASSP_2017,
  author       = {J. Sodjo and A. Giremus and N. Dobigeon and J.-F. Giovannelli},
  title        = {A generalized {S}wendsen-{W}ang algorithm for {B}ayesian nonparametric joint segmentation of multiple images},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {New Orleans, USA},
  month        = {March},
  year         = {2017},
  pages        = {1882--1886},
}

@Inproceedings{Frecon_GRETSI_2017,
  author       = {J. Frecon and N. Pustelnik and N. Dobigeon and H. Wendt and P. Abry},
  title        = {S\'election du param\`etre de r\'egularisation dans le probl\`eme l2-Potts},
  booktitle    = {Actes du XXVIi\`eme Colloque GRETSI},
  year         = {2017},
  address      = {Juan-les-Pins, France},
  note         = {in french}
}

@Inproceedings{Monier_GRETSI_2017,
  author       = {E. Monier and Th. Oberlin and N. Brun and N. Dobigeon},
  title        = {Reconstruction de spectres-images partiellement \'echantillonn\'es en microscopie {EELS}},
  booktitle    = {Actes du XXVIi\`eme Colloque GRETSI},
  year         = {2017},
  address      = {Juan-les-Pins, France},
  note         = {in french}
}

@Inproceedings{Lagrange_GRETSI_2017,
  author       = {A. Lagrange and M. Fauvel and S. May and N. Dobigeon},
  title        = {Un mod\`ele bay\'esien pour le d\'em\'elange, la segmentation et la classification robuste d'images hyperspectrales},
  booktitle    = {Actes du XXVIi\`eme Colloque GRETSI},
  year         = {2017},
  address      = {Juan-les-Pins, France},
  note         = {in french}
}

@Inproceedings{Cavalcanti_GRETSI_2017,
  author       = {Y. Cruz Cavalcanti and Th. Oberlin and N. Dobigeon and S. Stute and C. Tauber},
  title        = {D\'em\'elange d'images {TEP} dynamiques},
  booktitle    = {Actes du XXVIi\`eme Colloque GRETSI},
  year         = {2017},
  address      = {Juan-les-Pins, France},
  note         = {in french}
}

@Inproceedings{Ferraris_GRETSI_2017,
  author       = {V. Ferraris and N. Dobigeon and Q. Wei and M. Chabert},
  title        = {D\'etection de changements par fusion robuste d'images multi-bandes de r\'esolutions spatiale et spectrale diff\'erentes},
  booktitle    = {Actes du XXVIi\`eme Colloque GRETSI},
  year         = {2017},
  address      = {Juan-les-Pins, France},
  note         = {in french}
}

@Inproceedings{Elvira_GRETSI_2017,
  author       = {C. Elvira and P. Chainais and N. Dobigeon},
  title        = {Une formulation bay\'esienne du codage antiparcimonieux},
  booktitle    = {Actes du XXVIi\`eme Colloque GRETSI},
  year         = {2017},
  address      = {Juan-les-Pins, France},
  note         = {in french}
}

@Inproceedings{Thouvenin_GRETSI_2017,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {Une approche distribu\'ee asynchrone pour la factorisation en matrices non-n\'egatives -- Application au d\'em\'elange hyperspectral},
  booktitle    = {Actes du XXVIi\`eme Colloque GRETSI},
  year         = {2017},
  address      = {Juan-les-Pins, France},
  note         = {in french}
}

@techreport{Uezato_TechReport_2017,
  author       = {T. Uezato and M. Fauvel and S. May and N. Dobigeon},
  title        = {Hyperspectral image unmixing with {LiDAR} data-aided spatial regularization -- {C}omplementary results},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Dec.},
  year         = 2017,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Uezato_TechReport_2017.pdf},
}

@techreport{Cavalcanti_TechReport_2017,
  author       = {Y. Cruz Cavalcanti and Th. Oberlin and N. Dobigeon and S. Stute and M. Ribeiro and C. Tauber},
  title        = {Unmixing dynamic {PET} images with variable specific binding kinetics -- {S}upporting materials},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Dec.},
  year         = 2017,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Cavalcanti_TechReport_2017.pdf},
}

@techreport{Thouvenin_TechReport_2017,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {A hierarchical {B}ayesian model accounting for endmember variability and abrupt spectral changes to unmix multitemporal hyperspectral images --
                  {C}omplementary results and supporting materials},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {May},
  year         = 2017,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Thouvenin_TechReport_2017.pdf},
}

@Article{Pustelnik_IEEE_Trans_CI_2016,
  author       = {N. Pustelnik and H. Wendt and P. Abry and N. Dobigeon},
  title        = {Combining local regularity estimation and total variation optimization for scale-free texture segmentation},
  journal      = {IEEE Trans. Computational Imaging},
  year         = {2016},
  month        = {Dec.},
  volume       = {4},
  number       = {2},
  pages        = {468--479},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_texture.html},
}

@Article{Wei_IEEE_Trans_GRS_2016,
  author       = {Q. Wei and J. M. {Bioucas-Dias} and N. Dobigeon and J.-Y. Tourneret and M. Chen and S. Godsill},
  title        = {Multi-Band Image Fusion Based on Spectral Unmixing},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = {2016},
  month        = {Dec.},
  volume       = {54},
  number       = {12},
  pages        = {7236--7249},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_fusion.html},
}

@Article{Wei_IEEE_SP_Letters_2016,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret and J. M. {Bioucas-Dias} and S. Godsill},
  title        = {{R-FUSE}: Robust Fast Fusion of Multi-Band Images Based on Solving a {S}ylvester Equation},
  journal      = {IEEE Signal Processing Letters},
  year         = {2016},
  month        = {Nov.},
  volume       = {23},
  number       = {11},
  pages        = {1632--1636},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_fusion.html},
}

@Article{Thouvenin_IEEE_Trans_IP_2016,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {Online unmixing of multitemporal hyperspectral images accounting for spectral variability},
  journal      = {IEEE Trans. Image Processing},
  year         = {2016},
  month        = {Sept.},
  volume       = {25},
  number       = {9},
  pages        = {3979--3990},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_PLMM_online.html},
}

@Article{Zhao_IEEE_Trans_IP_2016,
  author       = {N. Zhao and Q. Wei and A. Basarab and N. Dobigeon and D. Kouam\'e and J.-Y. Tourneret},
  title        = {Fast single image super-resolution using a new analytical solution for $\ell_2-\ell_2$ problems},
  journal      = {IEEE Trans. Image Processing},
  year         = {2016},
  month        = {Aug.},
  volume       = {25},
  number       = {8},
  pages        = {3683--3697},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_SR.html},
}

@Article{Wendt_IEEE_Trans_GRS_2016,
  author       = {H. Wendt and N. Dobigeon and J.-Y. Tourneret and M. Albinet and C. Goldstein and N. Karouche},
  title        = {Detection and Correction of Glitches in a Multiplexed Multi-channel Data Stream -- Application to the MADRAS Instrument},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = {2016},
  month        = {May},
  volume       = {54},
  number       = {5},
  pages        = {2803--2811},
    webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_glitches.html},
}

@Article{Thouvenin_IEEE_Trans_SP_2016,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {Hyperspectral unmixing with spectral variability using a perturbed linear mixing model},
  journal      = {IEEE Trans. Signal Processing},
  year         = {2016},
  month        = {Feb.},
  volume       = {64},
  number       = {2},
  pages        = {525--538},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_PLMM.html},
}

@Incollection{Moussaoui_Wiley_2016,
  author       = {S. Moussaoui and L. T. Duarte and N. Dobigeon and C. Jutten},
  title        = {Bayesian source separation},
  booktitle    = {Source separation in physical-chemical sensing},
  editor       = {C. Jutten and S. Moussaoui and L.-T. Duarte},
  series       = {Electronics \& Communications Engineering Series},
  publisher    = {John Wiley \& Sons},
  address      = {U.K.},
  year         = 2016,
  volume       = {},
  pages        = {},
  note         = {to appear}
}

@Incollection{Dobigeon_ELSEVIER_2016,
  author       = {N. Dobigeon and Y. Altmann and N. Brun and S. Moussaoui},
  title        = {Linear and nonlinear unmixing in hyperspectral imaging},
  booktitle    = {Resolving spectral mixtures -- With application from ultrafast time-resolved spectroscopy to superresolution imaging},
  editor       = {C. Ruckebusch},
  series       = {Data Handling in Science and Technology},
  publisher    = {Elsevier},
  address      = {Oxford, U.K.},
  year         = 2016,
  volume       = {30},
  pages        = {185--224},
}

@Inproceedings{Wei_IEEE_MFI_2016,
  author       = {Q. Wei and J. M. {Bioucas-Dias} and N. Dobigeon and J.-Y. Tourneret and S. Godsill},
  title        = {Blind model-based fusion of multi-band and panchromatic images},
  booktitle    = {IEEE Int. Conf. Multisensor Fusion Integration Intell. Syst. (MFI)},
  year         = {2016},
  month        = {July},
  address      = {Baden-Baden, Germany},
  pages        = {21--25}
}

@Inproceedings{Altmann_IASIM_2016,
  author       = {Y. Altmann and N. Brun and N. Dobigeon and K. March and S. Moussaoui and O. Schneegans},
  title        = {Hyperspectral {EELS} image unmixing},
  booktitle    = {IASIM Conference in Spectral Imaging},
  year         = {2016},
  month        = {July},
  address      = {Chamonix, France},
}

@Inproceedings{Wei_IEEE_FUSION_2016,
  author       = {Q. Wei and S. Godsill and J. M. {Bioucas-Dias} and N. Dobigeon and J.-Y. Tourneret},
  title        = {High-resolution Hyperspectral Image Fusion Based on Spectral Unmixing},
  booktitle    = {IEEE Int. Conf. Info. Fusion (FUSION)},
  year         = {2016},
  month        = {July},
  address      = {Heidelberg, Germany},
  pages        = {1714--1719},
}

@Inproceedings{Sodjo_IEEE_SSP_2016,
  author       = {J. Sodjo and A. Giremus and F. Caron and J.-F. Giovannelli and N. Dobigeon},
  title        = {Joint segmentation of multiple images with shared classes: a {B}ayesian nonparametrics approach},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2016},
  month        = {June},
  address      = {Palma de Mallorca, Spain},
  pages        = {1--5},
}

@Inproceedings{Elvira_IEEE_SSP_2016,
  author       = {C. Elvira and P. Chainais and N. Dobigeon},
  title        = {Democratic prior for anti-sparse coding},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2016},
  month        = {June},
  address      = {Palma de Mallorca, Spain},
  pages        = {1--5},
}

@Inproceedings{Thouvenin_IEEE_ICASSP_2016,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {Unmixing multitemporal hyperspectral images with variability: an online algorithm},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {Shangai, China},
  month        = {March},
  year         = {2016},
  pages        = {3351--3355},
}

@techreport{Ferraris_TechReport_2016,
  author       = {V. Ferraris and N. Dobigeon and Q. Wei and M. Chabert},
  title        = {Detecting changes between optical images of different spatial and spectral resolutions: a fusion-based approach -- {C}omplementary results},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Dec.},
  year         = 2016,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Ferraris_TechReport_2016.pdf},
}

@techreport{Wei_TechReport_2016,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret and J. M. {Bioucas-Dias} and S. Godsill},
  title        = {{R-FUSE}: Robust Fast Fusion of Multi-Band Images Based on Solving a {S}ylvester Equation --
                  {C}omplementary results and supporting materials},
  institution  = {Department of Engineering, University of Cambridge},
  address      = {Cambridge, U.K.},
  month        = {July},
  year         = 2016,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Wei_TechReport_2016.pdf},
}

@techreport{Elvira_TechReport_2016,
  author       = {C. Elvira and P. Chainais and N. Dobigeon},
  title        = {Bayesian anti-sparse coding -- {C}omplementary results and supporting materials},
  institution  = {University of Lille, CNRS, CRIStAL and University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {July},
  year         = 2016,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Elvira_TechReport_2016.pdf},
}

@Article{Halimi_IEEE_Trans_IP_2015,
  author       = {A. Halimi and N. Dobigeon and J.-Y. Tourneret},
  title        = {Unsupervised unmixing of hyperspectral images accounting for endmember variability},
  journal      = {IEEE Trans. Image Processing},
  year         = {2015},
  month        = {Dec.},
  volume       = {24},
  number       = {12},
  pages        = {4904-4917},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_GNCM.html},
}

@Article{Fevotte_IEEE_Trans_IP_2015,
  author       = {C. F\'evotte and N. Dobigeon},
  title        = {Nonlinear hyperspectral unmixing with robust nonnegative matrix factorization},
  journal      = {IEEE Trans. Image Processing},
  year         = {2015},
  month        = {Dec.},
  volume       = {24},
  number       = {12},
  pages        = {4810--4819},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_rLMM.html},
}

@Article{Wei_IEEE_Trans_IP_2015,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret},
  title        = {Fast fusion of multi-band images based on solving a {S}ylvester equation},
  journal      = {IEEE Trans. Image Processing},
  year         = {2015},
  month        = {Nov.},
  volume       = {24},
  number       = {11},
  pages        = {4109--4121},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_fusion.html},
}

@Article{Loncan_IEEE_GRS_Mag_2015,
  author       = {L. Loncan and L. B. Almeida and J. M. {Bioucas-Dias} and X. Briottet and J. Chanussot and N. Dobigeon and S. Fabre
                  and W. Liao and G. Licciardi and M. Simoes and J.-Y. Tourneret and M. Veganzones and G. Vivone and Q. Wei and N. Yokoya},
  title        = {Hyperspectral pansharpening: a review},
  journal      = {IEEE Geoscience and Remote Sensing Magazine},
  year         = {2015},
  month        = {Sept.},
  volume       = {3},
  number       = {3},
  pages        = {27--46},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_fusion.html},
}

@Article{Combrexelle_IEEE_Trans_IP_2015,
  author       = {S. Combrexelle and H. Wendt and N. Dobigeon and J.-Y. Tourneret and S. McLaughlin and P. Abry},
  title        = {Bayesian estimation of the multifractality parameter for image texture using a {W}hittle approximation},
  journal      = {IEEE Trans. Image Processing},
  year         = 2015,
  month        = {Aug.},
  volume       = {24},
  number       = {8},
  pages        = {2540--2551},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_texture.html},
}

@Article{Wei_IEEE_JSTSP_2015,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian fusion of multi-band images},
  journal      = {IEEE J. Sel. Topics Signal Processing},
  year         = 2015,
  month        = {Sept.},
  volume       = {9},
  number       = {6},
  pages        = {1117--1127},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_fusion.html},
}

@Article{Wei_IEEE_Trans_GRS_2015,
  author       = {Q. Wei and J. M. {Bioucas-Dias} and N. Dobigeon and J.-Y. Tourneret},
  title        = {Hyperspectral and multispectral image fusion based on a sparse representation},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = 2015,
  month        = {Jul.},
  volume       = {53},
  number       = {17},
  pages        = {3658--3668},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_fusion.html},
}

@Article{Chabiron_IJCV_2015,
  author       = {O. Chabiron and F. Malgouyres and J.-Y. Tourneret and N. Dobigeon},
  title        = {Toward fast transform learning},
  journal      = {Int. J. Comp. Vision},
  year         = 2015,
  month        = {Sept.},
  volume       = {114},
  number       = {2},
  pages        = {195--216},
  webpage      = {http://chabiron.perso.enseeiht.fr/research.html},
}

@Inproceedings{Wei_IEEE_CAMSAP_2015,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret},
  title        = {FUSE: a fast multi-band image fusion algorithm},
  booktitle    = {Proc. IEEE Int. Workshop Comput. Adv. in Multi-Sensor Adaptive Process. (CAMSAP)},
  address      = {Cancun, Mexico},
  month        = {Dec.},
  year         = {2015},
  pages        = {161--164},
  note		   = {Student paper contest finalist}
}

@Inproceedings{Halimi_EUSIPCO_2015,
  author       = {A. Halimi and N. Dobigeon and J.-Y. Tourneret and S. McLaughlin and P. Honeine},
  title        = {Unmixing multitemporal hyperspectral images accounting for endmember variability},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  address      = {Nice, France},
  year         = {2015},
  month        = {Sept.},
  pages        = {1686--1690}
}

@Inproceedings{Thouvenin_EUSIPCO_2015,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {A perturbed linear mixing model accounting for spectral variability},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  address      = {Nice, France},
  year         = {2015},
  month        = {Sept.},
  pages        = {819--823}
}

@Inproceedings{Wei_IEEE_WHISPERS_2015,
  author       = {Q. Wei and N. Dobigeon},
  title        = {Bayesian fusion of multispectral and hyperspectral images using a block coordinate descent method},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  address      = {Tokyo, Japan},
  year         = {2015},
}

@Inproceedings{Halimi_IEEE_WHISPERS_2015,
  author       = {A. Halimi and N. Dobigeon and J.-Y. Tourneret and P. Honeine},
  title        = {Hyperspectral unmixing accounting for spatial correlations and endmember variability},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  address      = {Tokyo, Japan},
  year         = {2015},
}

@Inproceedings{Loncan_IEEE_IGARSS_2015,
  author       = {L. Loncan and J. M. {Bioucas-Dias} and X. Briottet and J. Chanussot and N. Dobigeon and S. Fabre
                  and W. Liao and G. Licciardi and M. Simoes and J.-Y. Tourneret and M. Veganzones and G. Vivone and Q. Wei and N. Yokoya},
  title        = {Comparison of nine hyperspectral pansharpening methods},
  booktitle    = {Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS)},
  address      = {Milan, Italy},
  year         = {2015},
}

@Inproceedings{Halimi_IEEE_ICASSP_2015,
  author       = {A. Halimi and N. Dobigeon and J.-Y. Tourneret and P. Honeine},
  title        = {A new {B}ayesian unmixing algorithm for hyperspectral images mitigating endmember variability},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {Brisbane, Autralia},
  month        = {Apr.},
  year         = {2015},
  pages        = {2469--2473},
}

@Inproceedings{Combrexelle_IEEE_ICASSP_2015,
  author       = {S. Combrexelle and H. Wendt and P. Abry and N. Dobigeon and J.-Y. Tourneret and S. McLaughlin},
  title        = {A {B}ayesian approach for the joint estimation of the multifractality parameter and integral scale based on the {W}hittle approximation},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  address      = {Brisbane, Autralia},
  month        = {Apr.},
  year         = {2015},
  pages        = {3886--3890},
  webpage      = {http://www.irit.fr/~Herwig.Wendt/software.html#bayesc2},
}

@Inproceedings{Thouvenin_GRETSI_2015,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {Estimation de variabilit\'e pour le d\'em\'elange non-supervis\'e d'images hyperspectrales},
  booktitle    = {Actes du XXVi\`eme Colloque GRETSI},
  year         = {2015},
  address      = {Lyon, France},
  note         = {in french}
}

@Inproceedings{Combrexelle_GRETSI_2015,
  author       = {S. Combrexelle and H. Wendt and J.-Y. Tourneret and N. Dobigeon  and S. McLaughlin and P. Abry},
  title        = {Estimation bay\'sienne locale du param\`etre de multifractalit\'e \`a l'aide d'un algorithme de {M}onte {C}arlo Hamiltonien},
  booktitle    = {Actes du XXVi\`eme Colloque GRETSI},
  year         = {2015},
  address      = {Lyon, France},
  note         = {in french}
}

@techreport{Thouvenin_TechReport_2015,
  author       = {P.-A. Thouvenin and N. Dobigeon and J.-Y. Tourneret},
  title        = {Online unmixing of multitemporal hyperspectral images accounting for spectral variability -- {C}omplementary results},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Oct.},
  year         = 2015,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Thouvenin_TechReport_2015.pdf},
}

@techreport{Wendt_TechReport_2015,
  title        = {Detection and Correction of Glitches in a Multiplexed Multi-channel Data Stream --
                  {A}pplication to the {MADRAS} Instrument -- {C}omplementary results and supporting materials},
  author       = {H. Wendt and N. Dobigeon and J.-Y. Tourneret and M. Albinet and C. Goldstein and N. Karouche},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Oct.},
  year         = 2015,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Wendt_TechReport_2015.pdf},
}

@techreport{Wei_TechReport_2015c,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian fusion of multispectral and hyperspectral images using a block coordinate descent method --
                  {C}omplementary results and supporting materials},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {March},
  year         = 2015,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Wei_TechReport_2015c.pdf},
}

@techreport{Wei_TechReport_2015b,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret},
  title        = {Fast fusion of multi-band images based on solving a Sylvester equation --
                  {C}omplementary results and supporting materials},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Feb.},
  year         = 2015,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Wei_TechReport_2015b.pdf},
}

@techreport{Wei_TechReport_2015a,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian fusion of multi-band images -- {C}omplementary results and supporting materials},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Feb.},
  year         = 2015,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Wei_TechReport_2015a.pdf},
}

@misc{Wei_arXiv_2015,
  author       = {Q. Wei and J. M. {Bioucas-Dias} and N. Dobigeon and J.-Y. Tourneret},
  title        = {Fast spectral unmixing based on {D}ykstra's alternating projection},
  journal      = {ArXiv deposit},
  year         = 2015,
  url          = {http://arxiv.org/abs/1505.01740/},
}

@Article{Dobigeon_IEEE_JSTARS_2014,
  author       = {N. Dobigeon and L. Tits and B. Somers and Y. Altmann and P. Coppin},
  title        = {A comparison of nonlinear mixing models for vegetated areas using simulated and real hyperspectral data},
  journal      = {IEEE J. Sel. Topics Appl. Earth Observations Remote Sensing},
  year         = 2014,
  month        = {June},
  volume       = {7},
  number       = {6},
  pages        = {1869--1878},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_NLMM_validation.html},
}

@Article{Altmann_IEEE_Trans_IP_2014b,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Unsupervised post-nonlinear unmixing of hyperspectral images using a {H}amiltonian {M}onte {C}arlo algorithm},
  journal      = {IEEE Trans. Image Processing},
  year         = {2014},
  month        = {June},
  volume       = {23},
  number       = {6},
  pages        = {2663--2675},
}

@Article{Altmann_IEEE_Trans_IP_2014a,
  author       = {Y. Altmann and N. Dobigeon and S. McLaughlin and J.-Y. Tourneret},
  title        = {Residual component analysis of hyperspectral images - {A}pplication to joint nonlinear unmixing and nonlinearity detection},
  journal      = {IEEE Trans. Image Processing},
  year         = {2014},
  month        = {May},
  volume       = {23},
  number       = {5},
  pages        = {2148--2158},
}

@Article{Besson_IEEE_SP_Letters_2014,
  author       = {O. Besson and N. Dobigeon and J.-Y. Tourneret},
  title        = {Joint {B}ayesian estimation of close subspaces from noisy measurements},
  journal      = {IEEE Signal Processing Letters},
  year         = {2014},
  month        = {Feb.},
  volume       = {21},
  number       = {2},
  pages        = {168--171},
}

@Article{Dobigeon_IEEE_SP_Mag_2014,
  author       = {N. Dobigeon and J.-Y. Tourneret and C. Richard and J. C. M. Bermudez and S. McLaughlin and A. O. Hero},
  title        = {Nonlinear unmixing of hyperspectral images: Models and algorithms},
  journal      = {IEEE Signal Processing Magazine},
  year         = {2014},
  month        = {Jan.},
  volume       = {31},
  number       = {1},
  pages        = {82--94},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper.html},
}

@Article{Pereyra_IEEE_SP_Letters_2014,
  author       = {M. Pereyra and N. Dobigeon and H. Batatia and J.-Y. Tourneret},
  title        = {Computing the {C}ramer-{R}ao bound of {M}arkov random field parameters: Application to the {I}sing and the {P}otts models},
  journal      = {IEEE Signal Processing Letters},
  year         = 2014,
  month        = {Jan.},
  volume       = {21},
  number       = {1},
  pages        = {47--50},
}

@Article{Park_ELSEVIER_SP_2014,
  author       = {S.-U. Park and N. Dobigeon and A. O. Hero},
  title        = {Variational semi-blind sparse deconvolution with orthogonal kernel bases and its application to {MRFM}},
  journal      = {Signal Processing},
  year         = 2014,
  month        = {Jan.},
  volume       = {94},
  pages        = {386--400},
}

@Inproceedings{Pustelnik_IEEE_ICIP_2014,
  author       = {N. Pustelnik and P. Abry and H. Wendt and N. Dobigeon},
  title        = {Inverse problem formulation for regularity estimation in images},
  booktitle    = {Proc. IEEE Int. Conf. Image Processing (ICIP)},
  month        = {Oct.},
  year         = {2014},
  address      = {Paris, France},
  pages        = {6081--6085},
  note         = {Top 10% Paper Award}
}

@Inproceedings{Wei_IEEE_ICIP_2014,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian fusion of multispectral and hyperspectral images with unknown sensor spectral response},
  booktitle    = {Proc. IEEE Int. Conf. Image Processing (ICIP)},
  year         = {2014},
  month        = {Oct.},
  address      = {Paris, France},
  pages        = {698--702},
  note         = {Invited paper}
}

@Inproceedings{Frecon_EUSIPCO_2014,
  author       = {J. Frecon and N. Pustelnik and N. Dobigeon and H. Wendt and P. Abry},
  title        = {Hybrid Bayesian variational scheme to handle parameter selection in total variation signal denoising},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  year         = {2014},
  month        = {Sept.},
  address      = {Lisbon, Portugal},
  pages        = {1716--1720},
}

@Inproceedings{Wei_EUSIPCO_2014,
  author       = {Q. Wei and J. M. {Bioucas-Dias} and N. Dobigeon and J.-Y. Tourneret},
  title        = {Fusion of multispectral and hyperspectral images based on sparse representation},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  year         = {2014},
  month        = {Sept.},
  address      = {Lisbon, Portugal},
  pages        = {1577--1581},
  note         = {Invited paper}
}

@Inproceedings{Chabiron_iTWIST_2014,
  author       = {O. Chabiron and F. Malgouyres and J.-Y. Tourneret and N. Dobigeon},
  title        = {Learning a fast transform with a dictionary},
  booktitle    = {Proc. Int. Traveling Workshop Interactions between Sparse models and Technology (iTWIST)},
  year         = {2014},
  month        = {Aug.},
  address      = {Namur, Belgium},
}

@Inproceedings{Altmann_IEEE_SSP_2014,
  author       = {Y. Altmann and S. McLaughlin and N. Dobigeon},
  title        = {Sampling from a multivariate gaussian distribution truncated on a simplex: a review},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2014},
  month        = {July},
  address      = {Gold Coast, Australia},
  note         = {Invited paper},
  pages        = {113--116}
}

@Inproceedings{Dobigeon_IEEE_WHISPERS_2014,
  author       = {N. Dobigeon and L. Tits and B. Somers and Y. Altmann and P. Coppin},
  title        = {Nonlinear unmixing of vegetated areas: a model comparison based on simulated and real hyperspectral data},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2014},
  month        = {June},
  address      = {Lausanne, Switzerland},
  note         = {invited paper}
}

@Inproceedings{Altmann_IEEE_ICASSP_2014,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret and S. McLaughlin},
  title        = {Residual component analysis of hyperspectral images for joint nonlinear unmixing and nonlinearity detection},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2014},
  month        = {May},
  address      = {Florence, Italy},
  pages        = {3166--3170}
}

@Inproceedings{Wei_IEEE_ICASSP_2014,
  author       = {Q. Wei and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian fusion of hyperspectral and multispectral images},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2014},
  month        = {May},
  address      = {Florence, Italy},
  pages        = {3176--3180}
}

@Inproceedings{Chaari_IEEE_ICASSP_2014,
  author       = {L. Chaari and H. Batatia and N. Dobigeon and J.-Y. Tourneret},
  title        = {A hierarchical sparsity-smoothness Bayesian model for L0-L1-L2 regularization},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2014},
  month        = {May},
  address      = {Florence, Italy},
  pages        = {1901--1905}
}

@Patent{Wendt_Patent_2014,
  author       = {H. Wendt and N. Dobigeon and J.-Y. Tourneret},
  title        = {Proc\'ed\'e de d\'etection et/ou de correction automatique d'erreurs dans un flux de donn\'ees multiplex\'ees},
  nationality  = {French},
  month        = {Dec.},
  year         = {2014},
  number       = {3007232 (A1)},
  assignee     = {Centre Nationale d'\'Etudes Spatiales}
}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%            Theses              %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@techreport{Halimi_TechReport_2014,
  author       = {A. Halimi and N. Dobigeon and J.-Y. Tourneret},
  title        = {Unsupervised unmixing of hyperspectral images accounting for endmember variability - {C}omplementary results and supporting materials},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Dec.},
  year         = 2014,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Halimi_TechReport_2014.pdf},
}

@techreport{Wei_TechReport_2014,
  author       = {Q. Wei and J. M. {Bioucas-Dias} and N. Dobigeon and J.-Y. Tourneret},
  title        = {Hyperspectral and multispectral image fusion based on a sparse representation},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Oct.},
  year         = 2014,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Wei_TechReport_2014.pdf},
}

@techreport{Dobigeon_IndReport_CNES_2014,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {D\'etection de m\'elanges non-lin\'eaires dans les images hyperspectrales},
  organization = {CNES},
  address      = {Toulouse, France},
  number       = {R-S13/OT-0004-071},
  month        = {Jan.},
  year         = 2014,
  type         = {Contract report}, 
}

@Article{Pereyra_IEEE_Trans_IP_2013,
  author       = {M. Pereyra and N. Dobigeon and H. Batatia and J.-Y. Tourneret},
  title        = {Estimating the granularity coefficient of a {P}otts-{M}arkov random field within an {MCMC} algorithm},
  journal      = {IEEE Trans. Image Processing},
  year         = 2013,
  month        = {June},
  volume       = {22},
  number       = {6},
  pages        = {2385--2397},
}

@Article{Bazot_BMC_Bioinfo_2013,
  author       = {C. Bazot and N. Dobigeon and J.-Y. Tourneret and A. K. Zaas and G. S. Ginsburg and A. O. Hero},
  title        = {Unsupervised {B}ayesian linear unmixing of gene expression microarrays},
  journal      = {BMC Bioinformatics},
  volume       = {14},
  number       = {99},
  month        = {March},
  year         = 2013,
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_BFA.html},
  supplement   = {http://dobigeon.perso.enseeiht.fr/papers/Bazot_BMC_Bioinfo_2013_AddFile.pdf},
}

@Article{Altmann_IEEE_Trans_SP_2013,
  author       = {Y. Altmann and N. Dobigeon and S. McLaughlin and J.-Y. Tourneret},
  title        = {Nonlinear spectral unmixing of hyperspectral images using {G}aussian processes},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2013,
  month        = {May},
  volume       = {61},
  number       = {10},
  pages        = {2442--2453},
}

@Article{Altmann_IEEE_Trans_IP_2013,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Nonlinearity detection in hyperspectral images using a polynomial post-nonlinear mixing model},
  journal      = {IEEE Trans. Image Processing},
  year         = 2013,
  month        = {Apr.},
  volume       = {22},
  number       = {4},
  pages        = {1267--1276},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_PPNM_detection.html},
}

@Article{Eches_IEEE_Trans_IP_2013,
  author       = {O. Eches and J. A. Benediktsson and N. Dobigeon and J.-Y. Tourneret},
  title        = {Adaptive {M}arkov random fields for joint unmixing and segmentation of hyperspectral image},
  journal      = {IEEE Trans. Image Processing},
  year         = 2013,
  month        = {Jan.},
  volume       = {22},
  number       = {1},
  pages        = {5--16},
}

@Incollection{Dobigeon_EAS_2013,
  author       = {N. Dobigeon and S. Moussaoui and M. Coulon and J.-Y. Tourneret and A. O. Hero},
  title        = {{MCMC} algorithms for supervised and unsupervised linear unmixing of hyperspectral images},
  booktitle    = {New Concepts in Imaging: Optical and Statistical Models},
  editor       = {D. Mary and C. Theys and C. Aime},
  series       = {EAS Publications Series},
  publisher    = {EDP Sciences},
  address      = {Les Ulis, France},
  year         = 2013,
  volume       = {59},
  pages        = {381--401},
}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%    Int. Conference papers      %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Inproceedings{Altmann_EUSIPCO_2013,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian unsupervised unmixing of hyperspectral images using a post-nonlinear model},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  year         = {2013},
  month        = {Sept.},
  address      = {Marrakech, Morrocco},
  pages        = {1--5}
}

@Inproceedings{Dobigeon_IEEE_WHISPERS_2013,
  author       = {N. Dobigeon and C. F\'evotte},
  title        = {Robust nonnegative matrix factorization for nonlinear unmixing of hyperspectral images},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2013},
  month        = {June},
  address      = {Gainesville, FL},
}

@Inproceedings{Altmann_IEEE_WHISPERS_2013,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret and S. McLaughlin},
  title        = {Nonlinear hyperspectral unmixing using Gaussian processes},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2013},
  month        = {June},
  address      = {Gainesville, FL},
  note         = {Invited paper, Best Paper Award}
}

@Inproceedings{Altmann_IEEE_ICASSP_2013,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret and J. C. M. Bermudez},
  title        = {A robust test for nonlinear mixture detection in hyperspectral images},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2013},
  month        = {June},
  address      = {Vancouver, Canada},
  pages        = {2149--2153}
}

@Inproceedings{Wendt_IEEE_ICASSP_2013,
  author       = {H. Wendt and N. Dobigeon and J.-Y. Tourneret and P. Abry},
  title        = {Bayesian estimation for the multifractality parameter},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2013},
  month        = {June},
  address      = {Vancouver, Canada},
  pages        = {6556--6560}
}

@Inproceedings{Wendt_GRETSI_2013,
  author       = {H. Wendt and N. Dobigeon and J.-Y. Tourneret and P. Abry},
  title        = {Estimation bay\'esienne du param\`etre de multifractalit\'e},
  booktitle    = {Actes du XXIVi\`eme Colloque GRETSI},
  year         = {2013},
  month        = {Sept.},
  address      = {Brest, France},
  note         = {in french}
}

@techreport{Altmann_TechReport_2013c,
  author       = {Y. Altmann and N. Dobigeon and S. McLaughlin and J.-Y. Tourneret},
  title        = {Residual component analysis of hyperspectral images - {A}pplication to joint nonlinear unmixing and nonlinearity detection},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Nov.},
  year         = 2013,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Altmann_TechReport_2013c.pdf},
}

@techreport{Altmann_TechReport_2013b,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Unsupervised Post-Nonlinear Unmixing of Hyperspectral Images Using a Hamiltonian Monte Carlo Algorithm},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Oct.},
  year         = 2013,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Altmann_TechReport_2013b.pdf},
}

@techreport{Altmann_TechReport_2013,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian algorithm for unsupervised unmixing of hyperspectral images using a post-nonlinear model},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {March},
  year         = 2013,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Altmann_TechReport_2013.pdf},
}

@techreport{Dobigeon_IndReport_CNES_2013,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {Apprentissage de dictionnaire pour la repr\'esentation parcimonieuse d'images de t\'el\'ed\'etection},
  organization = {CNES},
  address      = {Toulouse, France},
  number       = {R-S11/OT-0004-057},
  month        = {May},
  year         = 2013,
  type         = {Contract report}, 
}

@misc{Theys_arXiv_2013,
  author       = {C. Theys and H. Lant\'eri and C. Richard and N. Dobigeon and J.-Y. Tourneret and A. Ferrari},
  title        = {A normalized scaled gradient method to solve non-negativity and equality constrained linear inverse problem --  Application to spectral mixture analysis},
  journal      = {ArXiv deposit},
  year         = 2013,
  url          = {http://arxiv.org/abs/1310.0676/},
}

@Article{Park_IEEE_Trans_IP_2012,
  author       = {S.-U. Park and N. Dobigeon and A. O. Hero},
  title        = {Semi-blind sparse image reconstruction with application to {MRFM}},
  journal      = {IEEE Trans. Image Processing},
  year         = 2012,
  month        = {Sept.},
  volume       = {21},
  number       = {9},
  pages        = {3838--3849},
}

@Article{Dobigeon_Ultramicroscopy_2012,
  author       = {N. Dobigeon and N. Brun},
  title        = {Spectral mixture analysis of {EELS} spectrum-images},
  journal      = {Ultramicroscopy},
  year         = 2012,
  month        = {Sept.},
  volume       = {120},
  pages        = {25--34},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_EELS.html},
}

@Article{Besson_IEEE_Trans_SP_2012,
  author       = {O. Besson and N. Dobigeon and J.-Y. Tourneret},
  title        = {{CS} decomposition based {B}ayesian subspace estimation},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2012,
  month        = {Aug.},
  volume       = {60},
  number       = {8},
  pages        = {4210--4218},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_MMSD.html},
}

@Article{Pereyra_IEEE_Trans_MI_2012,
  author       = {M. Pereyra and N. Dobigeon and H. Batatia and J.-Y. Tourneret},
  title        = {Segmentation of skin lesions in 2D and 3D ultrasound images using a spatially coherent generalized {R}ayleigh mixture model},
  journal      = {IEEE Trans. Med. Imaging},
  year         = 2012,
  month        = {Aug.},
  volume       = {31},
  number       = {8},
  pages        = {1509--1520},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_US.html},
}

@Article{Kail_IEEE_Trans_SP_2012,
  author       = {G. Kail and J.-Y. Tourneret and F. Hlawatsch and N. Dobigeon},
  title        = {Blind deconvolution of sparse pulse sequences under a minimum distance constraint: a partially collapsed {G}ibbs sampler method},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2012,
  month        = {June},
  volume       = {60},
  number       = {6},
  pages        = {2727--2743},
}

@Article{Altmann_IEEE_Trans_IP_2012,
  author       = {Y. Altmann and A. Halimi and N. Dobigeon and J.-Y. Tourneret},
  title        = {Supervised nonlinear spectral unmixing using a post-nonlinear mixing model for hyperspectral imagery},
  journal      = {IEEE Trans. Image Processing},
  year         = 2012,
  month        = {June},
  volume       = {21},
  number       = {6},
  pages        = {3017--3025},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_PPNM.html},
}

@Article{Bioucas_IEEE_JSTARS_2012,
  author       = {J. M. {Bioucas-Dias} and  A. Plaza and N. Dobigeon and M. Parente and Q. Du and P. Gader and J. Chanussot},
  title        = {Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches},
  journal      = {IEEE J. Sel. Topics Appl. Earth Observations Remote Sensing},
  year         = 2012,
  month        = {Apr.},
  volume       = {5},
  number       = {2},
  pages        = {354--379},
}

@Article{Mittelman_IEEE_Trans_SP_2012,
  author       = {R. Mittelman and N. Dobigeon and A. O. Hero},
  title        = {Hyperspectral image unmixing using a multiresolution sticky {HDP}},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2012,
  month        = {Apr.},
  volume       = {60},
  number       = {4},
  pages        = {1656--1671},
  webpage      = {http://tbayes.eecs.umich.edu/roni/shdp_tsp},
}

@Inproceedings{Bazot_EUSIPCO_2012,
  author       = {C. Bazot and N. Dobigeon and J.-Y. Tourneret and A. O. Hero},
  title        = {Bayesian analysis of time-evolving gene expression data with hidden {M}arkov model},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  year         = {2012},
  month        = {Sept.},
  address      = {Bucharest, Romania},
  pages        = {944--948},
}

@Inproceedings{Dobigeon_EUSIPCO_2012,
  author       = {N. Dobigeon and A. Basarab and J.-Y. Tourneret and D. Kouam\'e},
  title        = {Regularized {B}ayesian compressed sensing in ultrasound imaging},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  year         = {2012},
  month        = {Sept.},
  address      = {Bucharest, Romania},
  pages        = {2600--2604},
}

@Inproceedings{Altmann_IEEE_WHISPERS_2012,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Detecting nonlinear mixtures in hyperspectral images},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2012},
  month        = {June},
  address      = {Shangai, China},
  note         = {invited paper}
}

@Inproceedings{Besson_IEEE_ICASSP_2012,
  author       = {O. Besson and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian subspace estimation using CS decomposition},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2012},
  month        = {March},
  address      = {Kyoto, Japan},
  pages        = {2437--2440},
}

@Inproceedings{Altmann_IEEE_ICASSP_2012,
  author       = {Y. Altmann and N. Dobigeon and S. McLaughlin and J.-Y. Tourneret},
  title        = {Nonlinear unmixing of hyperspectral images using {G}aussian processes},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2012},
  month        = {March},
  address      = {Kyoto, Japan},
  pages        = {1249--1252},
}

@Inproceedings{Schmidt_LPSC_2012,
  author       = {F. Schmidt and S. Bourguignon and S. Le Mou\"elic and N. Dobigeon and E. Tr\'eguier},
  title        = {Constraining {M}artian mineralogical compositions using hyperspectral images},
  booktitle    = {Proc. Lunar and Planetary Science Conf. (LPSC)},
  volume       = {43},
  year         = {2012},
  month        = {March},
  address      = {The Woodlands, Texas},
  paper        = {1659},
}

@Inproceedings{Park_SPIE_EI_2012,
  author       = {S.-U. Park and N. Dobigeon and A. O. Hero},
  title        = {Variational semi-blind sparse image reconstruction with application to {MRFM}},
  booktitle    = {Proc. SPIE-IS\&T Electronic Imaging, Computational Imaging X},
  editor       = {Charles A. Bouman and Ilya Pollak and P. J. Wolfe},
  publisher    = {SPIE},
  year         = {2012},
  month        = {Jan.},
  volume       = {8296},
  address      = {San Francisco, CA},
  paper        = {8296-15},
}

@Inproceedings{Irace_RFIA_2012,
  author       = {Z. Irace and M. Pereyra and N. Dobigeon and H. Batatia},
  title        = {Un mod\`ele Bay\'esien de m\'elange de lois {P}oisson-{G}amma pour segmenter des images {TEP}},
  booktitle    = {Actes de la Conf\'erence Reconnaissance des Formes et Intelligence Artificielle (RFIA)},
  year         = {2012},
  month        = {Jan.},
  address      = {Lyon, France},
  note         = {in french},
}

@Hdrthesis{Dobigeon_HDR_2012,
  author       = {N. Dobigeon},
  title        = {Inf\'erence bay\'esienne dans des probl\`emes inverses, myopes et aveugles en traitement du signal et des images},
  language     = {French},
  year         = {2012},
  month        = {October},
  school       = {Institut National Polytechnique de Toulouse},
  address      = {Toulouse, France},
  webpage      = {http://dobigeon.perso.enseeiht.fr/hdr.html},
}

@techreport{Altmann_TechReport_2012,
  author       = {Y. Altmann and N. Dobigeon and S. McLaughlin and J.-Y. Tourneret},
  title        = {Nonlinear spectral unmixing of hyperspectral images using {G}aussian processes},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Jul.},
  year         = 2012,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Altmann_TechReport_2012.pdf},
}

@techreport{Pereyra_TechReport_2012,
 author       = {M. Pereyra and N. Dobigeon and H. Batatia and J.-Y. Tourneret},
 title        = {Estimating the granularity coefficient of a {P}otts-{M}arkov random field within an {MCMC} algorithm},
 institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
 address      = {France},
 month        = {Apr.},
 year         = 2012,
 url          = {http://dobigeon.perso.enseeiht.fr/papers/Pereyra_TechReport_2012.pdf},
}

@techreport{Wendt_IndReport_CNES_2012b,
  author       = {H. Wendt and N. Dobigeon and J.-Y. Tourneret},
  title        = {Algorithmes compl\'ementaires de reconstruction de donn\'ees de l'instrument {MADRAS}},
  organization = {CNES/CLS},
  address      = {Toulouse, France},
  month        = {Sept.},
  year         = 2012,
  type         = {Contract report}, 
}

@techreport{Wendt_IndReport_CNES_2012a,
  author       = {H. Wendt and N. Dobigeon and J.-Y. Tourneret},
  title        = {Algorithmes de reconstruction de donn\'ees de l'instrument {MADRAS}},
  organization = {CNES/CLS},
  address      = {Toulouse, France},
  month        = {June},
  year         = 2012,
  type         = {Contract report}, 
}

@Article{Besson_IEEE_Trans_SP_2011,
  author       = {O. Besson and N. Dobigeon and J.-Y. Tourneret},
  title        = {Minimum mean square distance estimation of a subspace},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2011,
  month        = {Dec.},
  volume       = {59},
  number       = {12},
  pages        = {5709--5720},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_MMSD.html},
}

@Article{Eches_IEEE_Trans_GRS_2011,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {Enhancing hyperspectral image unmixing with spatial correlations},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = 2011,
  month        = {Nov.},
  volume       = {49},
  number       = {11},
  pages        = {4239--4247},
}

@Article{Halimi_IEEE_Trans_GRS_2011,
  author       = {A. Halimi and Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Nonlinear unmixing of hyperspectral images using a generalized bilinear model},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = 2011,
  month        = {Nov.},
  volume       = {49},
  number       = {11},
  pages        = {4153--4162},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_GBM.html},
  supplement   = {http://dobigeon.perso.enseeiht.fr/papers/Halimi_IEEE_Trans_GRS_2011_erratum.pdf},
}

@Article{Huang_PLoS_Genetics_2011,
  author       = {Y. Huang and A. K. Zaas and A. Rao and N. Dobigeon and P. J. Woolf  and
                  T. Veldman and N. C. Oien and M. T. McClain and J. B. Varkey and B. Nicholson and
                  L. Carin and S. Kingsmore and C. W. Woods and G. S. Ginsburg and A. O. Hero},
  title        = {Temporal Dynamics of Host Molecular Responses Differentiate Symptomatic and Asymptomatic Influenza {A} Infection},
  journal      = {PLoS Genetics},
  year         = 2011,
  month        = {Aug.},
  volume       = {8},
  number       = {7},
  pages        = {e1002234},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_BFA.html},
}

@Inproceedings{Quinsac_IEEE_CAMSAP_2011,
  author       = {C. Quinsac and N. Dobigeon and A. Basarab and J.-Y. Tourneret and D. Kouam\'e},
  title        = {Bayesian compressed sensing in ultrasound imaging},
  booktitle    = {Proc. IEEE Int. Workshop Comput. Adv. in Multi-Sensor Adaptive Process. (CAMSAP)},
  year         = {2011},
  month        = {Dec.},
  address      = {San Juan, Puerto Rico},
  pages        = {101--104},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_US.html},
  note         = {invited paper}
}

@Inproceedings{Besson_IEEE_Asilomar_2011,
  author       = {O. Besson and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bayesian estimation of a subspace},
  booktitle    = {Rec. 45th IEEE Asilomar Conf. Signals, Systems and Computers (Asilomar)},
  year         = {2011},
  month        = {Nov.},
  address      = {Pacific Grove, CA},
  pages        = {629--633},
}

@Inproceedings{Schmidt_EPSC_2011,
  author       = {F. Schmidt and S. Bourguignon and S. Le Mou\"elic and N. Dobigeon and C. Theys and E. Tr\'eguier},
  title        = {Accuracy and performance of linear unmixing techniques for detecting minerals on {O}mega/{M}ars {E}xpress},
  booktitle    = {Proc. European Planetary Science Congress (EPSC)},
  volume       = {6},
  year         = {2011},
  month        = {Oct.},
  address      = {Nantes, France},
  paper        = {969-1},
}

@Inproceedings{Treguier_EPSC_2011,
  author       = {E. Tr\'eguier and F. Schmidt and S. Erard and A. Schmidt
                  and A. Cardes\'in and P. Martin and P. Pinet and S. Moussaoui and N. Dobigeon},
  title        = {Investigation of a small set of hyperspectral images through non-negative source separation},
  booktitle    = {Proc. European Planetary Science Congress (EPSC)},
  volume       = {6},
  year         = {2011},
  month        = {Oct.},
  address      = {Nantes, France},
  paper        = {1852-1},
}

@Inproceedings{Pereyra_EUSIPCO_2011,
  author       = {M. Pereyra and N. Dobigeon and H. Batatia and J.-Y. Tourneret},
  title        = {Segmentation of high frequency ultrasound images using a spatially coherent generalized {R}ayleigh mixture model},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  year         = {2011},
  month        = {Sept.},
  address      = {Barcelona, Spain},
  pages        = {664--668},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_US.html},
  note         = {invited paper}
}

@Inproceedings{Halimi_IEEE_IGARSS_2011,
  author       = {A. Halimi and Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Unmixing hyperspectral images using the generalized bilinear model},
  booktitle    = {Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS)},
  year         = {2011},
  month        = {July},
  address      = {Vancouver, Canada},
  pages        = {1886--1889},
}

@Inproceedings{Altmann_IEEE_IGARSS_2011b,
  author       = {Y. Altmann and A. Halimi and N. Dobigeon and J.-Y. Tourneret},
  title        = {A polynomial post nonlinear model for hyperspectral image unmixing},
  booktitle    = {Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS)},
  year         = {2011},
  month        = {July},
  address      = {Vancouver, Canada},
  pages        = {1882--1885},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_PPNM.html},
}

@Inproceedings{Altmann_IEEE_IGARSS_2011a,
  author       = {Y. Altmann and N. Dobigeon and S. McLaughlin and J.-Y. Tourneret},
  title        = {Nonlinear unmixing of hyperspectral images using radial basis functions and orthogonal least squares},
  booktitle    = {Proc. IEEE Int. Geosci. Remote Sens. Symp. (IGARSS)},
  year         = {2011},
  month        = {July},
  address      = {Vancouver, Canada},
  pages        = {1151--1154},
  note         = {invited paper}
}

@Inproceedings{Irace_IEEE_SSP_2011,
  author       = {Z. Irace and M. Pereyra and N. Dobigeon and H. Batatia},
  title        = {Bayesian segmentation of chest tumors in {PET} Scans using a {P}oisson-{G}amma mixture model},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2011},
  month        = {June},
  address      = {Nice, France},
  pages        = {809--812},
}

@Inproceedings{Halimi_IEEE_SSP_2011,
  author       = {A. Halimi and Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Nonlinear unmixing of hyperspectral images using a generalized bilinear model},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2011},
  month        = {June},
  address      = {Nice, France},
  pages        = {413--416},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_GBM.html},
}

@Inproceedings{Schmidt_IEEE_WHISPERS_2011,
  author       = {F. Schmidt and S. Bourguignon and S. Le Mou\"elic and N. Dobigeon and C. Theys and E. Tr\'eguier},
  title        = {Accuracy and performance of linear unmixing techniques for detecting minerals on {O}mega/{M}ars {E}xpress},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2011},
  month        = {June},
  address      = {Lisbon, Portugal},
  pages        = {1--4},
  note         = {invited paper}
}

@Inproceedings{Eches_IEEE_WHISPERS_2011,
  author       = {O. Eches and J. A. Benediktsson and N. Dobigeon and J.-Y. Tourneret},
  title        = {Joint spectral classification and unmixing using adaptative pixel neighborhoods},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2011},
  month        = {June},
  address      = {Lisbon, Portugal},
  pages        = {1--4},
}

@Inproceedings{Altmann_IEEE_WHISPERS_2011,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bilinear models for nonlinear unmixing of hyperspectral images},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2011},
  month        = {June},
  address      = {Lisbon, Portugal},
  pages        = {1--4},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_GBM.html},
}

@Inproceedings{Pereyra_IEEE_ICASSP_2011,
  author       = {M. Pereyra and N. Dobigeon and H. Batatia and J.-Y. Tourneret},
  title        = {Labeling skin tissues in ultrasound images using a generalized {R}ayleigh mixture model},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2011},
  month        = {May},
  address      = {Prague, Czech Republic},
  pages        = {729--732},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_US.html},
}

@Inproceedings{Eches_IEEE_ICASSP_2011,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret and H. Snoussi},
  title        = {Variational methods for spectral unmixing of hyperspectral unmixing},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2011},
  month        = {May},
  address      = {Prague, Czech Republic},
  pages        = {957--960},
}

@Inproceedings{Bazot_IEEE_ICASSP_2011,
  author       = {C. Bazot and N. Dobigeon and J.-Y. Tourneret},
  title        = {Bernoulli-{G}aussian model for gene expression analysis},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2011},
  month        = {May},
  address      = {Prague, Czech Republic},
  pages        = {5996--5999},
  note         = {invited paper}
}

@Inproceedings{Altmann_IEEE_ICASSP_2011,
  author       = {Y. Altmann and A. Halimi and N. Dobigeon and J.-Y. Tourneret},
  title        = {Supervised nonlinear spectral unmixing using a polynomial post nonlinear model for hyperspectral imagery},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2011},
  month        = {May},
  address      = {Prague, Czech Republic},
  pages        = {1009--1012},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_PPNM.html},
}

@Inproceedings{Schmidt_EGU_2011,
  author       = {A. Schmidt and E. Tr\'eguier and F. Schmidt and S. Moussaoui and N. Dobigeon},
  title        = {Non-negative Matrix Factorisation in Context},
  booktitle    = {Proc. European Geosciences Union General Assembly (EGU)},
  volume       = {11},
  year         = {2011},
  month        = {April},
  address      = {Vienna, Austria},
  paper        = {9072-1},
}

@Inproceedings{Treguier_EGU_2011,
  author       = {E. Tr\'eguier and A. Schmidt and F. Schmidt and A. Cardes\'in
                  and S. Erard and P. Martin and P. Pinet and S. Moussaoui and N. Dobigeon},
  title        = {Analysis of a collection of planetary hyperspectral images through non-negative source separation},
  booktitle    = {Proc. European Geosciences Union General Assembly (EGU)},
  volume       = {13},
  year         = {2011},
  month        = {April},
  address      = {Vienna, Austria},
  paper        = {13174},
}

@Inproceedings{Park_SPIE_EI_2011,
  author       = {S.-U. Park and N. Dobigeon and A. O. Hero},
  title        = {Myopic reconstruction and its application to {MRFM} data},
  booktitle    = {Proc. SPIE-IS\&T Electronic Imaging, Computational Imaging IX},
  editor       = {Charles A. Bouman and Ilya Pollak and P. J. Wolfe},
  publisher    = {SPIE},
  year         = {2011},
  month        = {Jan.},
  volume       = {7873},
  address      = {San Francisco, CA},
  pages        = {787303-1--787303-14},
}

@Inproceedings{Pereyra_GRETSI_2011,
  author       = {M. Pereyra and N. Dobigeon and H. Batatia and J.-Y. Tourneret},
  title        = {Un mod\`ele de m\'elange de lois {R}ayleigh g\'en\'eralis\'ees pour la classification des \'echographies cutan\'ees},
  booktitle    = {Actes du XXIIIi\`eme Colloque GRETSI},
  year         = {2011},
  month        = {Sept.},
  address      = {Bordeaux, France},
  note         = {in french},
}

@Inproceedings{Altmann_GRETSI_2011,
  author       = {Y. Altmann and N. Dobigeon and S. McLaughlin and J.-Y. Tourneret},
  title        = {D\'em\'elange non lin\'eaire d'images hyperspectrales \`a l'aide de fonctions radiales de base et de moindres carr\'es orthogonaux},
  booktitle    = {Actes du XXIIIi\`eme Colloque GRETSI},
  year         = {2011},
  month        = {Sept.},
  address      = {Bordeaux, France},
  note         = {in french},
}

@Inproceedings{Eches_GRETSI_2011,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret and H. Snoussi},
  title        = {M\'ethodes variationnelles pour le d\'em\'elange d'images hyperspectrales},
  booktitle    = {Actes du XXIIIi\`eme Colloque GRETSI},
  year         = {2011},
  month        = {Sept.},
  address      = {Bordeaux, France},
  note         = {in french},
}

@Inproceedings{Quinsac_GRETSI_2011,
  author       = {C. Quinsac and N. Dobigeon and A. Basarab and J.-Y. Tourneret and D. Kouam\'e},
  title        = {Echantillonnage compress\'e Bay\'esien en imagerie ultrasonore},
  booktitle    = {Actes du XXIIIi\`eme Colloque GRETSI},
  year         = {2011},
  month        = {Sept.},
  address      = {Bordeaux, France},
  note         = {in french},
}

@Inproceedings{Bazot_GRETSI_2011,
  author       = {C. Bazot and N. Dobigeon and J.-Y. Tourneret and A. O. Hero},
  title        = {Mod\`ele Bernoulli-Gaussien pour l'analyse g\'en\'etique},
  booktitle    = {Actes du XXIIIi\`eme Colloque GRETSI},
  year         = {2011},
  month        = {Sept.},
  address      = {Bordeaux, France},
  note         = {in french},
}

@techreport{Besson_TechReport_2012,
  author       = {O. Besson and N. Dobigeon and J.-Y. Tourneret},
  title        = {{CS} decomposition based {B}ayesian subspace estimation},
  institution  = {University of Toulouse, ISAE \& IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Jul.},
  year         = 2011,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Besson_TechReport_2012.pdf},
}

@techreport{Pereyra_TechReport_2011,
 author       = {M. Pereyra and N. Dobigeon and H. Batatia and J.-Y. Tourneret},
 title        = {Segmentation of skin lesions in 2D and 3D
                 ultrasound images using a spatially coherent generalized {R}ayleigh mixture model},
 institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
 address      = {France},
 month        = {Dec.},
 year         = 2011,
 url          = {http://dobigeon.perso.enseeiht.fr/papers/Pereyra_TechReport_2011.pdf},
}

@techreport{Altmann_TechReport_2011b,
  author       = {Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Nonlinearity detection in hyperspectral images using a polynomial post-nonlinear mixing model},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Nov.},
  year         = 2011,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Altmann_TechReport_2011b.pdf},
}

@techreport{Altmann_TechReport_2011,
  author       = {Y. Altmann and A. Halimi and N. Dobigeon and J.-Y. Tourneret},
  title        = {Supervised nonlinear spectral unmixing using a post-nonlinear mixing model for hyperspectral imagery},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Nov.},
  year         = 2011,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Altmann_TechReport_2011.pdf},
}

@techreport{Besson_TechReport_2011,
  author       = {O. Besson and N. Dobigeon and J.-Y. Tourneret},
  title        = {Minimum mean square distance estimation of a subspace},
  institution  = {University of Toulouse, ISAE \& IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Jul.},
  year         = 2011,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Besson_TechReport_2011.pdf},
}

@techreport{Eches_TechReport_2011b,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret and H. Snoussi},
  title        = {Variational methods for spectral unmixing of hyperspectral images},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {May},
  year         = 2011,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Eches_TechReport_2011b.pdf},
}

@techreport{Eches_TechReport_2011,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {Enhancing hyperspectral image unmixing with spatial correlations},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Jan.},
  year         = 2011,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Eches_TechReport_2011.pdf},
}

@techreport{Tourneret_IndReport_CNES_2011,
  author       = {J.-Y. Tourneret and N. Dobigeon and A. Ferrari},
  title        = {D\'esentrelacement des mesures {TDOA} et {FDOA}},
  organization = {CNES},
  address      = {Toulouse, France},
  number       = {R-S09/RE-0001-011},
  month        = {March},
  year         = 2011,
  type         = {Contract report}, 
}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%  Unpublished/rejected papers   %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Article{Schmidt_IEEE_Trans_GRS_2010,
  author       = {F. Schmidt and M. Guiheneuf and S. Moussaoui and E. Tr\'eguier and A. Schmidt and N. Dobigeon},
  title        = {Implementation strategies for hyperspectral unmixing using {B}ayesian source separation},
  journal      = {IEEE Trans. Geoscience and Remote Sensing},
  year         = 2010,
  month        = {Nov.},
  volume       = {48},
  number       = {11},
  pages        = {4003--4013},
  webpage      = {http://sites.google.com/site/fredericschmidtplanets/Home/hyperspectral-reference},
}

@Article{Eches_IEEE_JSTSP_2010,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {Estimating the number of endmembers in hyperspectral images using the normal compositional model and a hierarchical {B}ayesian algorithm},
  journal      = {IEEE J. Sel. Topics Signal Processing},
  year         = 2010,
  month        = {June},
  volume       = {4},
  number       = {3},
  pages        = {582--591},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_NCM.html},
}

@Article{Eches_IEEE_Trans_IP_2010,
  author       = {O. Eches and N. Dobigeon and C. Mailhes and J.-Y. Tourneret},
  title        = {{B}ayesian estimation of linear mixtures using the normal compositional model. Application to hyperspectral imagery},
  journal      = {IEEE Trans. Image Processing},
  year         = 2010,
  month        = {June},
  volume       = {19},
  number       = {6},
  pages        = {1403--1413},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_NCM.html},
}

@Article{Dobigeon_IEEE_Trans_SP_2010,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {{B}ayesian orthogonal component analysis for sparse representation},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2010,
  month        = {May},
  volume       = {58},
  number       = {5},
  pages        = {2675--2685},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_BOCA.html},
}

@Article{Dobigeon_TS_2010,
  author       = {N. Dobigeon and S. Moussaoui and M. Coulon and J.-Y. Tourneret and A. O. Hero},
  title        = {Algorithmes bay\'esiens pour le d\'em\'elange supervis\'e, semi-supervis\'e et non-supervis\'e images hyperspectrales},
  journal      = {Traitement du signal},
  year         = 2010,
  month        = {Aug.},
  volume       = {27},
  number       = {1},
  pages        = {79--108},
  url          = {http://ts.revuesonline.com/article.jsp?articleId=15215},
  note         = {invited paper}
}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%         Book chapters          %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Inproceedings{Treguier_AGU_2010,
  author       = {E. Tr\'eguier and F. Schmidt and A. Schmidt and S. Moussaoui and N. Dobigeon
                  and S. Erard and A. Cardes\'in and P. Pinet and P. Martin},
  title        = {Investigating {M}artian and {V}enusian hyperspectral datasets through Positive Source Separation},
  booktitle    = {AGU Fall Meeting Abstracts},
  year         = {2010},
  month        = {Dec.},
  address      = {San Francisco, CA},
  note         = {abstract \#P53B-1518},
}

@Inproceedings{Bazot_IEEE_Asilomar_2010,
  author       = {C. Bazot and N. Dobigeon and J.-Y. Tourneret and A. O. Hero},
  title        = {Unsupervised Bayesian analysis of gene expression patterns},
  booktitle    = {Rec. 44th IEEE Asilomar Conf. Signals, Systems and Computers (Asilomar)},
  year         = {2010},
  month        = {Nov.},
  address      = {Pacific Grove, CA},
  pages        = {364--368},
  note         = {invited paper}
}

@Inproceedings{Schmidt_EPSC_2010,
  author       = {A. Schmidt and E. Tr\'eguier and F. Schmidt and M. Guiheneuf
                  and S. Moussaoui and N. Dobigeon and C. Pelloquin},
  title        = {Multi-Image Unsupervised Spectral Analysis},
  booktitle    = {Proc. European Planetary Science Congress (EPSC)},
  volume       = {5},
  year         = {2010},
  month        = {Sept.},
  address      = {Roma, Italy},
  paper        = {590},
}

@Inproceedings{Eches_Maxent_2010,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {Unmixing hyperspectral images using {M}arkov random fields},
  booktitle    = {Proc. Int. Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt)},
  editor       = {Ali Mohammad-Djafari and Jean-Fran\c{c}ois Bercher and Pierre Bessi\'{e}re},
  publisher    = {AIP},
  series       = {AIP Conf. Proc.},
  volume       = {1305},
  number       = {1},
  year         = {2010},
  month        = {July},
  address      = {Chamonix, France},
  pages        = {303-310},
  note         = {invited paper}
}

@Inproceedings{Schmidt_IEEE_WHISPERS_2010,
  author       = {F. Schmidt and A. Schmidt and E. Tr\'eguier and M. Guiheneuf and S. Moussaoui and N. Dobigeon},
  title        = {Accuracy and performance of optimized {B}ayesian source separation for hyperspectral unmixing},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2010},
  month        = {Jun.},
  address      = {Reykjav\'ik, Iceland},
  pages        = {1--4},
}

@Inproceedings{Eches_IEEE_WHISPERS_2010,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {Markov random fields for joint unmixing and segmentation of hyperspectral images},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2010},
  month        = {Jun.},
  address      = {Reykjav\'ik, Iceland},
  pages        = {1--4},
  note         = {invited paper}
}

@Inproceedings{Schmidt_EGU_2010,
  author       = {A. Schmidt and F. Schmidt and E. Tr\'eguier and S. Moussaoui and N. Dobigeon},
  title        = {Matrix approximation techniques for unsupervised hyperspectral data analysis},
  booktitle    = {Proc. European Geosciences Union General Assembly (EGU)},
  volume       = {12},
  year         = {2010},
  month        = {May},
  address      = {Vienna, Austria},
  paper        = {10027-2},
}

@Inproceedings{Treguier_EGU_2010,
  author       = {E. Tr\'eguier and F. Schmidt and A. Schmidt and M. Guiheneuf and S. Moussaoui and N. Dobigeon and P. Martin},
  title        = {Multivariate approach for evaluating the composition of Meridiani spherules},
  booktitle    = {Proc. European Geosciences Union General Assembly (EGU)},
  volume       = {12},
  year         = {2010},
  month        = {May},
  address      = {Vienna, Austria},
  paper        = {12824-1},
}

@Inproceedings{Kail_IEEE_ICASSP_2010,
  author       = {G. Kail and J.-Y. Tourneret and F. Hlawatsch and N. Dobigeon},
  title        = {A partially collapsed {G}ibbs sampler for parameters with local constraints},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2010},
  month        = {March},
  address      = {Dallas, USA},
  pages        = {3886--3889},
}

@Inproceedings{Eches_IEEE_ICASSP_2010,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {A reversible-jump {MCMC} algorithm for estimating the number of
                  endmembers in the normal compositional model. Application to the unmixing of hyperspectral images},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2010},
  month        = {March},
  address      = {Dallas, USA},
  pages        = {1222--1225},
}

@techreport{Halimi_TechReport_2010,
  author       = {A. Halimi and Y. Altmann and N. Dobigeon and J.-Y. Tourneret},
  title        = {Nonlinear unmixing of hyperspectral images using a generalized bilinear model},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Oct.},
  year         = 2010,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Halimi_TechReport_2010.pdf},
}

@Article{Dobigeon_ELSEVIER_SP_2009,
  author       = {N. Dobigeon and S. Moussaoui and J.-Y. Tourneret and C. Carteret},
  title        = {{B}ayesian separation of spectral sources under non-negativity and full additivity constraints},
  journal      = {Signal Processing},
  year         = 2009,
  month        = {Dec.},
  volume       = {89},
  number       = {12},
  pages        = {2657--2669},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_spectro.html},
}

@Article{Dobigeon_IEEE_Trans_SP_2009,
  author       = {N. Dobigeon and S. Moussaoui and M. Coulon and J.-Y. Tourneret and A. O. Hero},
  title        = {Joint {B}ayesian endmember extraction and linear unmixing for hyperspectral imagery},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2009,
  month        = {Nov.},
  volume       = {57},
  number       = {11},
  pages        = {4355--4368},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_SMA.html},
}

@Article{Dobigeon_IEEE_Trans_IP_2009,
  author       = {N. Dobigeon and A. O. Hero and J.-Y. Tourneret},
  title        = {Hierarchical {B}ayesian sparse image reconstruction with application to {MRFM}},
  journal      = {IEEE Trans. Image Processing},
  year         = 2009,
  month        = {Sept.},
  volume       = {18},
  number       = {9},
  pages        = {2059--2070},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_MRFM.html},
}

@Inproceedings{Dobigeon_IEEE_CAMSAP_2009,
  author       = {N. Dobigeon and S. Moussaoui and M. Coulon and J.-Y. Tourneret and A. O. Hero},
  title        = {Subspace-based {B}ayesian blind source separation for hyperspectral imagery},
  booktitle    = {Proc. IEEE Int. Workshop Comput. Adv. in Multi-Sensor Adaptive Process. (CAMSAP)},
  volume       = {4},
  year         = {2009},
  month        = {Dec.},
  address      = {Aruba, Dutch Antilles},
  pages        = {372--375},
  note         = {invited paper}
}

@Inproceedings{Schmidt_EPSC_2009,
  author       = {F. Schmidt and S. Moussaoui and N. Dobigeon},
  title        = {Material identification on hyperspectral images using {B}ayesian source separation},
  booktitle    = {Proc. European Planetary Science Congress (EPSC)},
  volume       = {4},
  year         = {2009},
  month        = {Sept.},
  address      = {Potsdam, Germany},
  paper        = {289},
}

@Inproceedings{Treguier_EPSC_2009,
  author       = {E. Tr\'eguier and F. Schmidt and P. Pinet and P. Martin and C. d'Uston and S. Moussaoui and N. Dobigeon},
  title        = {Multivariate approach for evaluating the composition of Meridiani spherules},
  booktitle    = {Proc. European Planetary Science Congress (EPSC)},
  volume       = {4},
  year         = {2009},
  month        = {Sept.},
  address      = {Potsdam, Germany},
  paper        = {91},
}

@Inproceedings{Theys_IEEE_SSP_2009,
  author       = {C. Theys and N. Dobigeon and J.-Y. Tourneret and H. Lant\'eri},
  title        = {Linear unmixing of hyperspectral images using a scaled gradient method},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2009},
  month        = {Aug.},
  address      = {Cardiff, UK},
  pages        = {729--732},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_SGM.html},
}

@Inproceedings{Eches_IEEE_SSP_2009,
  author       = {O. Eches and N. Dobigeon and C. Mailhes and J.-Y. Tourneret},
  title        = {Unmixing hyperspectral images using a normal compositional model and {MCMC} methods},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2009},
  month        = {Aug.},
  address      = {Cardiff, UK},
  pages        = {646--649},
}

@Inproceedings{Schmidt_IEEE_WHISPERS_2009,
  author       = {F. Schmidt and S. Moussaoui and N. Dobigeon},
  title        = {Material identification on {M}artian hyperspectral images using {B}ayesian source separation},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2009},
  month        = {Aug.},
  address      = {Grenoble, France},
  pages        = {1--4},
}

@Inproceedings{Eches_IEEE_WHISPERS_2009,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {{NCM}-based {B}ayesian algorithm for hyperspectral unmixing},
  booktitle    = {Proc. IEEE GRSS Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS)},
  year         = {2009},
  month        = {Aug.},
  address      = {Grenoble, France},
  pages        = {1--4},
}

@Inproceedings{Dobigeon_IEEE_ICASSP_2009,
  author       = {N. Dobigeon and A. O. Hero and J.-Y. Tourneret},
  title        = {{B}ayesian sparse image reconstruction for {MRFM}},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2009},
  month        = {April},
  address      = {Taipei, ROC},
  pages        = {2933--2936},
}

@Inproceedings{Dobigeon_IEEE_AeroConf_2009,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {Library-based linear unmixing for hyperspectral imagery
                  via reversible jump {MCMC} sampling},
  booktitle    = {Proc. IEEE/AIAA Aerospace Conference (AeroConf)},
  volume       = {1--6},
  year         = {2009},
  month        = {March},
  address      = {Big Sky, USA},
  note         = {invited paper}
}

@Inproceedings{Dobigeon_IEEE_DSP_2009,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {{MCMC} sampling for joint segmentation of wind speed and direction},
  booktitle    = {Proc. IEEE Digital Signal Processing Workshop (DSP)},
  year         = {2009},
  month        = {Jan.},
  address      = {Marco Island, USA},
  pages        = {250--255},
  note         = {invited paper}
}

@Inproceedings{Dobigeon_GRETSI_2009b,
  author       = {N. Dobigeon and A. O. Hero and J.-Y. Tourneret},
  title        = {Reconstruction bay\'esienne images {MRFM} parcimonieuses},
  booktitle    = {Actes du XXIIi\`eme Colloque GRETSI},
  year         = {2009},
  month        = {Sept.},
  address      = {Dijon, France},
  note         = {in french},
}

@Inproceedings{Dobigeon_GRETSI_2009a,
  author       = {N. Dobigeon and S. Moussaoui and M. Coulon and J.-Y. Tourneret},
  title        = {Extraction de composants purs et d\'em\'elange lin\'eaire bay\'esiens en imagerie hyperspectrale},
  booktitle    = {Actes du XXIIi\`eme Colloque GRETSI},
  year         = {2009},
  month        = {Sept.},
  address      = {Dijon, France},
  note         = {in french},
}

@Inproceedings{Eches_GRETSI_2009,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {Analyse d'images hyperspectrales \`{a} l'aide d'un mod\`ele de m\'elange de spectres al\'eatoires},
  booktitle    = {Actes du XXIIi\`eme Colloque GRETSI},
  year         = {2009},
  month        = {Sept.},
  address      = {Dijon, France},
  note         = {in french},
}

@techreport{Dobigeon_TechReport_2009,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {{B}ayesian orthogonal component analysis for sparse representation. Extension to non-homogeneous sparsity level over times},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Nov.},
  year         = 2009,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Dobigeon_TechReport_2009.pdf},
}

@techreport{Eches_TechReport_2009b,
  author       = {O. Eches and N. Dobigeon and J.-Y. Tourneret},
  title        = {Estimating the number of endmembers in hyperspectral images using the normal compositional model and a hierarchical {B}ayesian algorithm},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Oct.},
  year         = 2009,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Eches_TechReport_2009b.pdf},
}

@techreport{Eches_TechReport_2009a,
  author       = {O. Eches and N. Dobigeon and C. Mailhes and J.-Y. Tourneret},
  title        = {Unmixing hyperspectral images using a Normal Compositional Model and {MCMC} methods},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Mar.},
  year         = 2009,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Eches_TechReport_2009a.pdf},
}

@misc{Dobigeon_IEEE_SP_Mag_2009,
  author       = {N. Dobigeon and A. O. Hero and J.-Y. Tourneret and D. Rugar},
  title        = {Sparse reconstruction of molecular images: the {MRFM} challenge},
  journal      = {IEEE Signal Processing Magazine},
  year         = 2009,
  note         = {submitted as a white paper to the Special Issue on Medical Imaging}
}

@Article{Dobigeon_IEEE_Trans_SP_2008,
  author       = {N. Dobigeon and J.-Y. Tourneret and C.-I Chang},
  title        = {Semi-supervised linear spectral unmixing using a hierarchical {B}ayesian model for hyperspectral imagery},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2008,
  month        = {Jul.},
  volume       = {56},
  number       = {7},
  pages        = {2684--2695},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_hyper_LMM.html},
}

@Inproceedings{Dobigeon_IEEE_ICASSP_2008,
  author       = {N. Dobigeon and J.-Y. Tourneret and A. O. Hero},
  title        = {{B}ayesian linear unmixing of hyperspectral images corrupted
                  by colored {G}aussian noise with unknown covariance matrix},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  year         = {2008},
  month        = {March},
  address      = {Las Vegas, USA},
  pages        = {3433--3436},
}

@techreport{Dobigeon_TechReport_2008b,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {{B}ayesian sampling of structured noise covariance matrix for hyperspectral imagery},
  institution  = {University of Toulouse, IRIT/INP-ENSEEIHT},
  address      = {France},
  month        = {Dec.},
  year         = 2008,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Dobigeon_TechReport_2008b.pdf},
}

@techreport{Dobigeon_TechReport_2008a,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {Recursive computation of the normalization constant of a multivariate {G}aussian distribution truncated on a simplex},
  institution  = {University of Michigan},
  address      = {USA},
  month        = {Jan.},
  year         = 2008,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Dobigeon_TechReport_2008a.pdf},
}

@Article{Dobigeon_ELSEVIER_CSDA_2007,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {Joint segmentation of wind speed and direction using a hierarchical model},
  journal      = {Computational Statistics and Data Analysis},
  year         = 2007,
  month        = {Aug.},
  volume       = 51,
  number       = 12,
  pages        = {5603--5621},
}

@Article{Dobigeon_IEEE_Trans_SP_2007b,
  author       = {N. Dobigeon and J.-Y. Tourneret and M. Davy},
  title        = {Joint segmentation of piecewise constant autoregressive processes
                  by using a hierarchical model and a {B}ayesian sampling approach},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2007,
  month        = {April},
  volume       = 55,
  number       = 4,
  pages        = {1251--1263},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_AR_seg.html},
}

@Article{Dobigeon_IEEE_Trans_SP_2007a,
  author       = {N. Dobigeon and J.-Y. Tourneret and J. D. Scargle},
  title        = {Joint Segmentation of Multivariate Astronomical Time Series:
                  {B}ayesian Sampling with a Hierarchical Model},
  journal      = {IEEE Trans. Signal Processing},
  year         = 2007,
  month        = {Feb.},
  volume       = 55,
  number       = 2,
  pages        = {414--423},
  webpage      = {http://dobigeon.perso.enseeiht.fr/applications/app_astro_seg.html},
}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%       Nat. Journal papers      %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Inproceedings{Dobigeon_IEEE_SSP_2007,
  author       = {N. Dobigeon and J.-Y. Tourneret and S. Moussaoui},
  title        = {Blind unmixing of linear mixtures using a hierarchical {B}ayesian model.
                  Application to spectroscopic signal analysis},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2007},
  month        = {Aug.},
  address      = {Madison, USA},
  pages        = {79--83},
}

@Inproceedings{Dobigeon_IEEE_ICASSP_2007,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {Spectral unmixing of hyperspectral images using a hierarchical {B}ayesian model},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  volume       = 3,
  year         = {2007},
  month        = {April},
  address      = {Honolulu, Hawaii, USA},
  pages        = {1209--1212},
  note		   = {Student paper contest finalist}
}

@Inproceedings{Dobigeon_GRETSI_2007,
  author       = {N. Dobigeon and S. Moussaoui and J.-Y. Tourneret},
  title        = {S\'eparation Bay\'esienne de sources spectrales sous contraintes de positivit\'e et d'additivit\'e},
  booktitle    = {Actes du XXIi\`eme Colloque GRETSI},
  year         = {2007},
  month        = {Sept.},
  address      = {Troyes, France},
  note         = {in french},
}

@Phdthesis{Dobigeon_PhD_2007,
  author       = {N. Dobigeon},
  title        = {Mod\`eles bay\'esiens hi\'erarchiques pour le traitement multi-capteur},
  language     = {French},
  year         = {2007},
  month        = {October},
  school       = {Institut National Polytechnique de Toulouse},
  address      = {Toulouse, France},
  webpage      = {http://dobigeon.perso.enseeiht.fr/phd.html},
}

@techreport{Dobigeon_TechReport_2007c,
  author       = {N. Dobigeon and J.-Y. Tourneret and C.-I Chang},
  title        = {Semi-supervised linear spectral unmixing using a hierarchical {B}ayesian model for hyperspectral imagery},
  institution  = {IRIT/ENSEEIHT/TeSA \& University of Maryland},
  address      = {France and USA},
  month        = {Mar.},
  year         = 2007,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Dobigeon_TechReport_2007c.pdf},
}


 

@techreport{Dobigeon_TechReport_2007b,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {Efficient sampling according to a multivariate {G}aussian distribution truncated on a simplex},
  institution  = {IRIT/ENSEEIHT/TeSA},
  address      = {France},
  month        = {Mar.},
  year         = 2007,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Dobigeon_TechReport_2007b.pdf},
}

@techreport{Dobigeon_TechReport_2007a,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {Truncated Multivariate {G}aussian Distribution on a Simplex},
  institution  = {IRIT/ENSEEIHT/TeSA},
  address      = {France},
  month        = {Jan.},
  year         = 2007,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Dobigeon_TechReport_2007a.pdf},
}

@Inproceedings{Dobigeon_EUSIPCO_2006,
  author       = {N. Dobigeon and J.-Y. Tourneret and J. D. Scargle},
  title        = {Joint segmentation of multivariate Poissonian time series
                  Applications to Burst and Transient Source Experiments},
  booktitle    = {Proc. European Signal Processing Conf. (EUSIPCO)},
  year         = {2006},
  month        = {Sept.},
  address      = {Florence, Italy},
}

@Inproceedings{Dobigeon_IEEE_ICASSP_2006,
  author       = {N. Dobigeon and J.-Y. Tourneret and M. Davy},
  title        = {Joint segmentation of piecewise constant autoregressive processes
                  by using a hierarchical model and a {B}ayesian sampling approach},
  booktitle    = {Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP)},
  volume       = 3,
  year         = {2006},
  month        = {May},
  address      = {Toulouse, France},
  pages        = {1--4},
}

@techreport{Dobigeon_TechReport_2006,
  author       = {N. Dobigeon and J.-Y. Tourneret and M. Davy},
  title        = {Joint segmentation of piecewise constant autoregressive processes
                  processes by using a hierarchical model and a {B}ayesian sampling approach},
  institution  = {IRIT/ENSEEIHT/TeSA \&amp LAGIS},
  address      = {France},
  month        = {Mar.},
  year         = 2006,
  url          = {http://dobigeon.perso.enseeiht.fr/papers/Dobigeon_TechReport_2006.pdf},
}


%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%  Industrial/contract reports   %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Inproceedings{Dobigeon_IEEE_SSP_2005,
  author       = {N. Dobigeon and J.-Y. Tourneret and J. D. Scargle},
  title        = {Change-point detection in astronomical data
                  by using a hierarchical model and a baysesian sampling approach},
  booktitle    = {Proc. IEEE Workshop on Statistical Signal Processing (SSP)},
  year         = {2005},
  month        = {July},
  address      = {Bordeaux, France},
  pages        = {369--374},
}

@Inproceedings{Dobigeon_SPIE_ERS_2005,
  author       = {N. Dobigeon and V. Achard},
  title        = {Performance comparison of geometric and statistical methods
                  for endmembers extraction in hyperspectral imagery},
  booktitle    = {Proc. SPIE Image and Signal Processing for Remote Sensing XI},
  editor       = {Lorenzo Bruzzone},
  publisher    = {SPIE},
  volume       = {5982},
  number       = {1},
  year         = {2005},
  month        = {Oct.},
  address      = {Brugge, Belgium},
  pages        = {598213-1--598213-10},

}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%    Nat. Conference papers      %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Inproceedings{Dobigeon_GRETSI_2005,
  author       = {N. Dobigeon and J.-Y. Tourneret},
  title        = {Segmentation conjointe de donn\'ees poissonniennes},
  booktitle    = {Actes du XXi\`eme Colloque GRETSI},
  volume       = {1},
  year         = {2005},
  month        = {Sept.},
  address      = {Louvain-la-Neuve, Belgium},
  note         = {in french},
  pages        = {105--108},
}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%            Patents             %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Mastersthesis{Dobigeon_MSc_2004,
  author       = {N. Dobigeon},
  title        = {Choix et implantation d'une m\'ethode d'extraction de p\^oles de m\'elange
                  dans une image hyperspectrale},
  language     = {French},
  year         = {2004},
  month        = {June},
  school       = {Institut National Polytechnique de Toulouse},
  address      = {Toulouse, France},
}



%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% Technical reports/Preprints    %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Article{Ince_2022bsub,
  author       = {T. Ince and N. Dobigeon},
  title        = {Fast hyperspectral unmixing using a multiscale sparse regularization},
  year         = {submitted},
  url          = {http://arxiv.org/},
}

@Article{Wang_2022sub,
  author       = {J.-J. Wang and N. Dobigeon and M. Chabert and D.-C. Wang and J. Huang and T.-Z. Huang},
  title        = {{CD-GAN}: a robust fusion-based generative adversarial network for unsupervised change detection between heterogeneous images},
  year         = {submitted},
  url          = {https://arxiv.org/abs/2203.00948/}
}

@Article{Cavalcanti_2020sub,
  author       = {Y. Cruz Cavalcanti and Th. Oberlin and V. Ferraris and N. Dobigeon and M. Ribeiro and C. Tauber},
  title        = {Compartment model-based nonlinear unmixing for kinetic analysis of dynamic {PET} images},
  year         = {submitted},
  url          = {https://arxiv.org/abs/2011.10097/}
}

@Article{Elvira_2017sub,
  author       = {C. Elvira and P. Chainais and N. Dobigeon},
  title        = {{B}ayesian nonparametric principal component analysis},
  year         = {submitted},
  url          = {http://arxiv.org/abs/1709.05667/}
}


%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%       Int. Journal papers      %%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%