| 2018 | ICASSP | A Bayesian Model for Joint Unmixing and Robust Classification of Hyperspectral Images. | Adrien Lagrange, Mathieu Fauvel, Stphane May, Nicolas Dobigeon |
| 2018 | IGARSS | Lidar-Driven Spatial Regularization for Hyperspectral Unmixing. | Tatsumi Uezato, Mathieu Fauvel, Nicolas Dobigeon |
| 2016 | IGARSS | High dimensional Kullback-Leibler divergence for grassland management practices classification from high resolution satellite image time series. | Malys Lopes, Mathieu Fauvel, Stphane Girard, David Sheeren |
| 2014 | ICASSP | Parsimonious Gaussian process models for the classification of multivariate remote sensing images. | Mathieu Fauvel, Charles Bouveyron, Stphane Girard |
| 2014 | IGARSS | Non-parametric functional methods for hyperspectral image classification. | Anthony Zullo, Mathieu Fauvel, Frdric Ferraty, Michel Goulard, Philippe Vieu |
| 2014 | IGARSS | Robust path opening versus path opening for the detection of hedgerows in rural landscapes. | Mathieu Fauvel, Carole Planque, David Sheeren, Mauro Dalla Mura, Franois Cokelaer, J. Chanussov, Hugues Talbot |
| 2013 | IGARSS | Spectral-spatial classification based on integrated segmentation. | Pedram Ghamisi, Micael S. Couceiro, Mathieu Fauvel, Jn Atli Benediktsson |
| 2012 | IGARSS | Kernel matrix approximation for learning the kernel hyperparameters. | Mathieu Fauvel |
| 2012 | IGARSS | Hedges detection using local directional features and support vector data description. | Mathieu Fauvel, David Sheeren, Jocelyn Chanussot, Jn Atli Benediktsson |
| 2011 | IGARSS | Mapping ash tree colonization in an agricultural mountain landscape: Investigating the potential of hyperspectral imagery. | David Sheeren, Mathieu Fauvel, Sylvie Ladet, Anne Jacquin, Georges Bertoni, Annick Gibon |
| 2011 | IGARSS | Mahalanobis kernel based on probabilistic principal component. | Mathieu Fauvel, Alberto Villa, Jocelyn Chanussot, Jn Atli Benediktsson |
| 2010 | IGARSS | Mahalanobis kernel for the classification of hyperspectral images. | Mathieu Fauvel, Alberto Villa, Jocelyn Chanussot, Jn Atli Benediktsson |
| 2009 | ESANN | Support vectors machines regression for estimation of mars surface physical properties. | Caroline Bernard-Michel, Sylvain Dout, Mathieu Fauvel, Laurent Gardes, Stphane Girard |
| 2009 | IGARSS | Kernel Principal Component Analysis for the Construction of the Extended Morphological Profile. | Mathieu Fauvel, Jocelyn Chanussot, Jn Atli Benediktsson |
| 2008 | ICIP | Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernel. | Mathieu Fauvel, Jocelyn Chanussot, Jn Atli Benediktsson |
| 2008 | IGARSS | Segmentation and Classification of Hyperspectral Data using Watershed. | Yuliya Tarabalka, Jocelyn Chanussot, Jn Atli Benediktsson, Jess Angulo, Mathieu Fauvel |
| 2008 | IGARSS | Gradient Optimization for multiple kernel's parameters in support vector machines classification. | Alberto Villa, Mathieu Fauvel, Jocelyn Chanussot, Paolo Gamba, Jn Atli Benediktsson |
| 2008 | IGARSS | Ensemble Methods for Classification of Hyperspectral Data. | Jn Atli Benediktsson, Xavier Ceamanos, Bjrn Waske, Jocelyn Chanussot, Johannes R. Sveinsson, Mathieu Fauvel |
| 2007 | IGARSS | A joint spatial and spectral SVM's classification of panchromatic images. | Mathieu Fauvel, Jocelyn Chanussot, Jn Atli Benediktsson |
| 2007 | IGARSS | Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles. | Mathieu Fauvel, Jocelyn Chanussot, Jn Atli Benediktsson, Johannes R. Sveinsson |
| 2006 | ICASSP | Evaluation of Kernels for Multiclass Classification of Hyperspectral Remote Sensing Data. | Mathieu Fauvel, Jocelyn Chanussot, Jn Atli Benediktsson |
| 2006 | IGARSS | Advanced Processing of Hyperspectral Images. | Antonio J. Plaza, Jn Atli Benediktsson, Joseph W. Boardman, Jason Brazile, Lorenzo Bruzzone, Gustavo Camps-Valls, Jocelyn Chanussot, Mathieu Fauvel, Paolo Gamba, J. Anthony Gualtieri, James C. Tilton, Giovanna Trianni |
| 2006 | IGARSS | A Combined Support Vector Machines Classification Based on Decision Fusion. | Mathieu Fauvel, Jocelyn Chanussot, Jn Atli Benediktsson |
| 2005 | IGARSS | Fusion of methods for the classification of remote sensing images from urban areas. | Mathieu Fauvel, Jocelyn Chanussot, Jn Atli Benediktsson |