Mathieu Fauvel

76 papers B 2C 15Misc 2Journal 40Unranked 15

Year	Rank	Type	Title / Venue / Authors
2024	J	`jnl`	End-to-End Learning for Land Cover Classification Using Irregular and Unaligned SITS by Combining Attention-Based Interpolation With Sparse Variational Gaussian Processes. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Valentine Bellet, Mathieu Fauvel, Jordi Inglada, Julien Michel
2023	J	`jnl`	Land Cover Classification With Gaussian Processes Using Spatio-Spectro-Temporal Features. IEEE Trans. Geosci. Remote. Sens. Valentine Bellet, Mathieu Fauvel, Jordi Inglada
2023	—	`book`	Monitoring Ecosystems with Remote Sensing. Mathieu Fauvel
2022	J	`jnl`	Joint Supervised Classification and Reconstruction of Irregularly Sampled Satellite Image Times Series. IEEE Trans. Geosci. Remote. Sens. Alexandre Constantin, Mathieu Fauvel, Stéphane Girard
2022	J	`jnl`	Mixture of multivariate Gaussian processes for classification of irregularly sampled satellite image time-series. Stat. Comput. Alexandre Constantin, Mathieu Fauvel, Stéphane Girard
2021	J	`jnl`	Fast estimation for robust supervised classification with mixture models. Pattern Recognit. Lett. Erwan Giry-Fouquet, Mathieu Fauvel, Clément Mallet
2020	J	`jnl`	Hierarchical Sparse Nonnegative Matrix Factorization for Hyperspectral Unmixing with Spectral Variability. Remote. Sens. Tatsumi Uezato, Mathieu Fauvel, Nicolas Dobigeon
2020	J	`jnl`	Matrix Cofactorization for Joint Spatial-Spectral Unmixing of Hyperspectral Images. IEEE Trans. Geosci. Remote. Sens. Adrien Lagrange, Mathieu Fauvel, Stéphane May, Nicolas Dobigeon
2020	J	`jnl`	Matrix cofactorization for joint representation learning and supervised classification - Application to hyperspectral image analysis. Neurocomputing Adrien Lagrange, Mathieu Fauvel, Stéphane May, José M. Bioucas-Dias, Nicolas Dobigeon
2019	J	`jnl`	Foreword to the Special Issue on Recent Advances in Processing of High-Spatial-Resolution Remote Sensing Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Xin Huang, X. X. Zhu, Fabio Dell'Acqua, Mathieu Fauvel, Mauro Dalla Mura, Fabrizio Lombardini
2019	J	`jnl`	Hierarchical Bayesian image analysis: From low-level modeling to robust supervised learning. Pattern Recognit. Adrien Lagrange, Mathieu Fauvel, Stéphane May, Nicolas Dobigeon
2019	J	`jnl`	Hyperspectral Unmixing With Spectral Variability Using Adaptive Bundles and Double Sparsity. IEEE Trans. Geosci. Remote. Sens. Tatsumi Uezato, Mathieu Fauvel, Nicolas Dobigeon
2019	—	`conf`	Identification of the London plane in urban alignment based on hyperspectral data and contextual information. JURSE Josselin Aval, Jean Demuynck, Emmanuel Zenou, Sophie Fabre, David Sheeren, Mathieu Fauvel, Xavier Briottet
2019	J	`jnl`	Matrix Cofactorization for Joint Representation Learning and Supervised Classification - Application to Hyperspectral Image Analysis. CoRR Adrien Lagrange, Mathieu Fauvel, Stéphane May, José M. Bioucas-Dias, Nicolas Dobigeon
2019	—	`conf`	Matrix Cofactorization for Joint Unmixing and Classification of Hyperspectral Images. EUSIPCO Adrien Lagrange, Mathieu Fauvel, Stéphane May, José M. Bioucas-Dias, Nicolas Dobigeon
2019	J	`jnl`	Matrix cofactorization for joint spatial-spectral unmixing of hyperspectral images. CoRR Adrien Lagrange, Mathieu Fauvel, Stéphane May, Nicolas Dobigeon
2019	J	`jnl`	Statistical Stability and Spatial Instability in Mapping Forest Tree Species by Comparing 9 Years of Satellite Image Time Series. Remote. Sens. Nicolas Karasiak, Jean-François Dejoux, Mathieu Fauvel, Jérôme Willm, Claude Monteil, David Sheeren
2018	Misc	`conf`	A Bayesian Model for Joint Unmixing and Robust Classification of Hyperspectral Images. ICASSP Adrien Lagrange, Mathieu Fauvel, Stéphane May, Nicolas Dobigeon
2018	—	`conf`	A multiple endmember mixing model to handle spectral variability in hyperspectral unmixing. WHISPERS Tatsumi Uezato, Mathieu Fauvel, Nicolas Dobigeon
2018	J	`jnl`	Hyperspectral Image Unmixing With LiDAR Data-Aided Spatial Regularization. IEEE Trans. Geosci. Remote. Sens. Tatsumi Uezato, Mathieu Fauvel, Nicolas Dobigeon
2018	C	`conf`	Lidar-Driven Spatial Regularization for Hyperspectral Unmixing. IGARSS Tatsumi Uezato, Mathieu Fauvel, Nicolas Dobigeon
2017	J	`jnl`	Hierarchical Bayesian image analysis: from low-level modeling to robust supervised learning. CoRR Adrien Lagrange, Mathieu Fauvel, Stéphane May, Nicolas Dobigeon
2017	J	`jnl`	Large-Scale Feature Selection With Gaussian Mixture Models for the Classification of High Dimensional Remote Sensing Images. IEEE Trans. Computational Imaging Adrien Lagrange, Mathieu Fauvel, Manuel Grizonnet
2017	—	`conf`	Mapping tree species of forests in southwest France using Sentinel-2 image time series. MultiTemp Nicolas Karasiak, David Sheeren, Mathieu Fauvel, Jérôme Willm, Jean-François Dejoux, Claude Monteil
2017	J	`jnl`	Object-Based Classification of Grasslands from High Resolution Satellite Image Time Series Using Gaussian Mean Map Kernels. Remote. Sens. Maïlys Lopes, Mathieu Fauvel, Stéphane Girard, David Sheeren
2017	—	`conf`	Potential of Sentinel-2 and SPOT5 (Take5) time series for the estimation of grasslands biodiversity indices. MultiTemp Maïlys Lopes, Mathieu Fauvel, Annie Ouin, Stéphane Girard
2017	J	`jnl`	Spectro-Temporal Heterogeneity Measures from Dense High Spatial Resolution Satellite Image Time Series: Application to Grassland Species Diversity Estimation. Remote. Sens. Maïlys Lopes, Mathieu Fauvel, Annie Ouin, Stéphane Girard
2016	J	`jnl`	Foreword to the Special Issue on Analysis of Multitemporal Data and Applications. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Emmanuel Trouvé, Grégoire Mercier, Mathieu Fauvel, Lorenzo Bruzonne, Yifang Ban
2016	C	`conf`	High dimensional Kullback-Leibler divergence for grassland management practices classification from high resolution satellite image time series. IGARSS Maïlys Lopes, Mathieu Fauvel, Stéphane Girard, David Sheeren
2016	J	`jnl`	Tree Species Classification in Temperate Forests Using Formosat-2 Satellite Image Time Series. Remote. Sens. David Sheeren, Mathieu Fauvel, Veliborka Josipovic, Maïlys Lopes, Carole Planque, Jérôme Willm, Jean-François Dejoux
2015	J	`jnl`	Analysis of Multitemporal Classification Techniques for Forecasting Image Time Series. IEEE Geosci. Remote. Sens. Lett. Rémi Flamary, Mathieu Fauvel, Mauro Dalla Mura, Silvia Valero
2015	J	`jnl`	Fast Forward Feature Selection of Hyperspectral Images for Classification With Gaussian Mixture Models. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Mathieu Fauvel, Clément Dechesne, Anthony Zullo, Frédéric Ferraty
2015	J	`jnl`	Fast forward feature selection for the nonlinear classification of hyperspectral images. CoRR Mathieu Fauvel, Clément Dechesne, Anthony Zullo, Frédéric Ferraty
2015	J	`jnl`	Foreword to the Special Issue on Information Extraction From High-Spatial-Resolution Optical Remotely Sensed Imagery. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Xin Huang, Mathieu Fauvel, Mauro Dalla Mura, Liangpei Zhang
2015	J	`jnl`	Kernel discriminant analysis and clustering with parsimonious Gaussian process models. Stat. Comput. Charles Bouveyron, Mathieu Fauvel, Stéphane Girard
2015	J	`jnl`	Parsimonious Gaussian Process Models for the Classification of Hyperspectral Remote Sensing Images. IEEE Geosci. Remote. Sens. Lett. Mathieu Fauvel, Charles Bouveyron, Stéphane Girard
2015	—	`conf`	Tree species discrimination in temperate woodland using high spatial resolution Formosat-2 time series. MultiTemp David Sheeren, Mathieu Fauvel, Carole Planque, Jérôme Willm, Jean-François Dejoux
2015	J	`jnl`	Vectorisation automatique des forêts dans les minutes de la carte d'état-major du 19e siècle. Rev. Int. Géomatique Pierre-Alexis Herrault, David Sheeren, Mathieu Fauvel, Martin Paegelow
2014	J	`jnl`	Integration of Segmentation Techniques for Classification of Hyperspectral Images. IEEE Geosci. Remote. Sens. Lett. Pedram Ghamisi, Micael S. Couceiro, Mathieu Fauvel, Jón Atli Benediktsson
2014	C	`conf`	Non-parametric functional methods for hyperspectral image classification. IGARSS Anthony Zullo, Mathieu Fauvel, Frédéric Ferraty, Michel Goulard, Philippe Vieu
2014	—	`conf`	Nonlinear parsimonious feature selection for the classification of hyperspectral images. WHISPERS Mathieu Fauvel, Anthony Zullo, Frédéric Ferraty
2014	Misc	`conf`	Parsimonious Gaussian process models for the classification of multivariate remote sensing images. ICASSP Mathieu Fauvel, Charles Bouveyron, Stéphane Girard
2014	C	`conf`	Robust path opening versus path opening for the detection of hedgerows in rural landscapes. IGARSS Mathieu Fauvel, Carole Planque, David Sheeren, Mauro Dalla Mura, François Cokelaer, J. Chanussov, Hugues Talbot
2013	J	`jnl`	Advances in Spectral-Spatial Classification of Hyperspectral Images. Proc. IEEE Mathieu Fauvel, Yuliya Tarabalka, Jón Atli Benediktsson, Jocelyn Chanussot, James C. Tilton
2013	—	`conf`	Automatic Extraction of Forests from Historical Maps Based on Unsupervised Classification in the CIELab Color Space. AGILE Conf. Pierre-Alexis Herrault, David Sheeren, Mathieu Fauvel, Martin Paegelow
2013	J	`jnl`	Detection of Hedges in a Rural Landscape Using a Local Orientation Feature: From Linear Opening to Path Opening. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Mathieu Fauvel, Benoit Arbelot, Jón Atli Benediktsson, David Sheeren, Jocelyn Chanussot
2013	J	`jnl`	Parsimonious Mahalanobis kernel for the classification of high dimensional data. Pattern Recognit. Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson, Alberto Villa
2013	C	`conf`	Spectral-spatial classification based on integrated segmentation. IGARSS Pedram Ghamisi, Micael S. Couceiro, Mathieu Fauvel, Jón Atli Benediktsson
2012	J	`jnl`	A spatial-spectral kernel-based approach for the classification of remote-sensing images. Pattern Recognit. Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2012	C	`conf`	Hedges detection using local directional features and support vector data description. IGARSS Mathieu Fauvel, David Sheeren, Jocelyn Chanussot, Jón Atli Benediktsson
2012	C	`conf`	Kernel matrix approximation for learning the kernel hyperparameters. IGARSS Mathieu Fauvel
2012	J	`jnl`	La télédétection pour la cartographie de la trame verte en milieu agricole. Évaluation des potentialités d'images multi-angulaires à très haute résolution spatiale. Rev. Int. Géomatique David Sheeren, Antoine Masse, Fanny Collard, Stéphane May, Danielle Ducrot, Mathieu Fauvel
2012	J	`jnl`	Parsimonious Mahalanobis Kernel for the Classification of High Dimensional Data CoRR Mathieu Fauvel, Alberto Villa, Jocelyn Chanussot, Jón Atli Benediktsson
2011	C	`conf`	Mahalanobis kernel based on probabilistic principal component. IGARSS Mathieu Fauvel, Alberto Villa, Jocelyn Chanussot, Jón Atli Benediktsson
2011	C	`conf`	Mapping ash tree colonization in an agricultural mountain landscape: Investigating the potential of hyperspectral imagery. IGARSS David Sheeren, Mathieu Fauvel, Sylvie Ladet, Anne Jacquin, Georges Bertoni, Annick Gibon
2010	C	`conf`	Mahalanobis kernel for the classification of hyperspectral images. IGARSS Mathieu Fauvel, Alberto Villa, Jocelyn Chanussot, Jón Atli Benediktsson
2010	J	`jnl`	SVM- and MRF-Based Method for Accurate Classification of Hyperspectral Images. IEEE Geosci. Remote. Sens. Lett. Yuliya Tarabalka, Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2009	J	`jnl`	Kernel Principal Component Analysis for the Classification of Hyperspectral Remote Sensing Data over Urban Areas. EURASIP J. Adv. Signal Process. Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2009	—	`conf`	Kernel Principal Component Analysis for the Construction of the Extended Morphological Profile. IGARSS (2) Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2009	—	`conf`	Machine learning techniques for the inversion of planetary hyperspectral images. WHISPERS Caroline Bernard-Michel, Sylvain Douté, Mathieu Fauvel, Laurent Gardes, Stéphane Girard
2009	B	`conf`	Support vectors machines regression for estimation of mars surface physical properties. ESANN Caroline Bernard-Michel, Sylvain Douté, Mathieu Fauvel, Laurent Gardes, Stéphane Girard
2008	B	`conf`	Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernel. ICIP Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2008	—	`conf`	Ensemble Methods for Classification of Hyperspectral Data. IGARSS (1) Jón Atli Benediktsson, Xavier Ceamanos, Björn Waske, Jocelyn Chanussot, Johannes R. Sveinsson, Mathieu Fauvel
2008	—	`conf`	Gradient Optimization for multiple kernel's parameters in support vector machines classification. IGARSS (4) Alberto Villa, Mathieu Fauvel, Jocelyn Chanussot, Paolo Gamba, Jón Atli Benediktsson
2008	—	`conf`	Segmentation and Classification of Hyperspectral Data using Watershed. IGARSS (3) Yuliya Tarabalka, Jocelyn Chanussot, Jón Atli Benediktsson, Jesús Angulo, Mathieu Fauvel
2008	J	`jnl`	Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles. IEEE Trans. Geosci. Remote. Sens. Mathieu Fauvel, Jón Atli Benediktsson, Jocelyn Chanussot, Johannes R. Sveinsson
2007	C	`conf`	A joint spatial and spectral SVM's classification of panchromatic images. IGARSS Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2007	—	`conf`	Multiple Classifier Systems in Remote Sensing: From Basics to Recent Developments. MCS Jón Atli Benediktsson, Jocelyn Chanussot, Mathieu Fauvel
2007	—	`—`	Spectral and Spatial Methods for the Classification of Urban Remote Sensing Data. Mathieu Fauvel
2007	C	`conf`	Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles. IGARSS Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson, Johannes R. Sveinsson
2006	C	`conf`	A Combined Support Vector Machines Classification Based on Decision Fusion. IGARSS Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2006	C	`conf`	Advanced Processing of Hyperspectral Images. IGARSS Antonio J. Plaza, Jón 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	J	`jnl`	Classification of remote sensing images from urban areas using a fuzzy possibilistic model. IEEE Geosci. Remote. Sens. Lett. Jocelyn Chanussot, Jón Atli Benediktsson, Mathieu Fauvel
2006	J	`jnl`	Decision Fusion for the Classification of Urban Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2006	—	`conf`	Evaluation of Kernels for Multiclass Classification of Hyperspectral Remote Sensing Data. ICASSP (2) Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson
2005	C	`conf`	Fusion of methods for the classification of remote sensing images from urban areas. IGARSS Mathieu Fauvel, Jocelyn Chanussot, Jón Atli Benediktsson