Mathieu Fauvel
Orcid: 0000-0002-3304-6932
According to our database1,
Mathieu Fauvel
authored at least 71 papers
between 2005 and 2024.
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Bibliography
2024
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., 2024
2023
Land Cover Classification With Gaussian Processes Using Spatio-Spectro-Temporal Features.
IEEE Trans. Geosci. Remote. Sens., 2023
2022
Joint Supervised Classification and Reconstruction of Irregularly Sampled Satellite Image Times Series.
IEEE Trans. Geosci. Remote. Sens., 2022
Mixture of multivariate Gaussian processes for classification of irregularly sampled satellite image time-series.
Stat. Comput., 2022
2021
Pattern Recognit. Lett., 2021
2020
IEEE Trans. Geosci. Remote. Sens., 2020
Hierarchical Sparse Nonnegative Matrix Factorization for Hyperspectral Unmixing with Spectral Variability.
Remote. Sens., 2020
Matrix cofactorization for joint representation learning and supervised classification - Application to hyperspectral image analysis.
Neurocomputing, 2020
2019
Hyperspectral Unmixing With Spectral Variability Using Adaptive Bundles and Double Sparsity.
IEEE Trans. Geosci. Remote. Sens., 2019
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., 2019
Statistical Stability and Spatial Instability in Mapping Forest Tree Species by Comparing 9 Years of Satellite Image Time Series.
Remote. Sens., 2019
Hierarchical Bayesian image analysis: From low-level modeling to robust supervised learning.
Pattern Recognit., 2019
Identification of the London plane in urban alignment based on hyperspectral data and contextual information.
Proceedings of the Joint Urban Remote Sensing Event, 2019
Matrix Cofactorization for Joint Unmixing and Classification of Hyperspectral Images.
Proceedings of the 27th European Signal Processing Conference, 2019
2018
IEEE Trans. Geosci. Remote. Sens., 2018
A multiple endmember mixing model to handle spectral variability in hyperspectral unmixing.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
A Bayesian Model for Joint Unmixing and Robust Classification of Hyperspectral Images.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
2017
Large-Scale Feature Selection With Gaussian Mixture Models for the Classification of High Dimensional Remote Sensing Images.
IEEE Trans. Computational Imaging, 2017
Spectro-Temporal Heterogeneity Measures from Dense High Spatial Resolution Satellite Image Time Series: Application to Grassland Species Diversity Estimation.
Remote. Sens., 2017
Object-Based Classification of Grasslands from High Resolution Satellite Image Time Series Using Gaussian Mean Map Kernels.
Remote. Sens., 2017
Potential of Sentinel-2 and SPOT5 (Take5) time series for the estimation of grasslands biodiversity indices.
Proceedings of the 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2017
Mapping tree species of forests in southwest France using Sentinel-2 image time series.
Proceedings of the 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2017
2016
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Tree Species Classification in Temperate Forests Using Formosat-2 Satellite Image Time Series.
Remote. Sens., 2016
High dimensional Kullback-Leibler divergence for grassland management practices classification from high resolution satellite image time series.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
2015
Fast Forward Feature Selection of Hyperspectral Images for Classification With Gaussian Mixture Models.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015
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., 2015
Kernel discriminant analysis and clustering with parsimonious Gaussian process models.
Stat. Comput., 2015
Vectorisation automatique des forêts dans les minutes de la carte d'état-major du 19e siècle.
Rev. Int. Géomatique, 2015
Analysis of Multitemporal Classification Techniques for Forecasting Image Time Series.
IEEE Geosci. Remote. Sens. Lett., 2015
Parsimonious Gaussian Process Models for the Classification of Hyperspectral Remote Sensing Images.
IEEE Geosci. Remote. Sens. Lett., 2015
Fast forward feature selection for the nonlinear classification of hyperspectral images.
CoRR, 2015
Tree species discrimination in temperate woodland using high spatial resolution Formosat-2 time series.
Proceedings of the 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2015
2014
IEEE Geosci. Remote. Sens. Lett., 2014
Nonlinear parsimonious feature selection for the classification of hyperspectral images.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Robust path opening versus path opening for the detection of hedgerows in rural landscapes.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Parsimonious Gaussian process models for the classification of multivariate remote sensing images.
Proceedings of the IEEE International Conference on Acoustics, 2014
2013
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., 2013
Pattern Recognit., 2013
Proc. IEEE, 2013
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
Automatic Extraction of Forests from Historical Maps Based on Unsupervised Classification in the CIELab Color Space.
Proceedings of the Geographic Information Science at the Heart of Europe, 2013
2012
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, 2012
A spatial-spectral kernel-based approach for the classification of remote-sensing images.
Pattern Recognit., 2012
Hedges detection using local directional features and support vector data description.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
2011
Mapping ash tree colonization in an agricultural mountain landscape: Investigating the potential of hyperspectral imagery.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
2010
IEEE Geosci. Remote. Sens. Lett., 2010
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
2009
Kernel Principal Component Analysis for the Classification of Hyperspectral Remote Sensing Data over Urban Areas.
EURASIP J. Adv. Signal Process., 2009
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009
Kernel Principal Component Analysis for the Construction of the Extended Morphological Profile.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009
Support vectors machines regression for estimation of mars surface physical properties.
Proceedings of the 17th European Symposium on Artificial Neural Networks, 2009
2008
Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles.
IEEE Trans. Geosci. Remote. Sens., 2008
Gradient Optimization for multiple kernel's parameters in support vector machines classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernel.
Proceedings of the International Conference on Image Processing, 2008
2007
PhD thesis, 2007
Proceedings of the Multiple Classifier Systems, 7th International Workshop, 2007
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
2006
IEEE Trans. Geosci. Remote. Sens., 2006
Classification of remote sensing images from urban areas using a fuzzy possibilistic model.
IEEE Geosci. Remote. Sens. Lett., 2006
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006
Evaluation of Kernels for Multiclass Classification of Hyperspectral Remote Sensing Data.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
2005
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005