Silvia Valero

Centre National de la Recherche Scientifique — France

Environmental Science · Physical Sciences

22h-index3.1kcitations111works13.32yr avg
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Research Topics

Remote Sensing in Agriculture(39), Remote-Sensing Image Classification(36), Time Series Analysis and Forecasting(25), Remote Sensing and Land Use(23), Remote Sensing and LiDAR Applications(16)

Publications111 total

Paving the Way Toward Foundation Models for Irregular and Unaligned Satellite Image Time Series
IEEE Transactions on Geoscience and Remote Sensing·2025· 6 citedOpen Access
Physics-constrained deep learning for biophysical parameter retrieval from Sentinel-2 images: Inversion of the PROSAIL model
Remote Sensing of Environment·2024· 22 citedOpen Access
Techniques de classification basées sur les pixels pour les séries chronologiques d’images satellitaires
2024
Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing·2024· 25 citedOpen Access
Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
2023· 3 cited
Detecting Land Cover Changes between Satellite Image Time Series by Exploiting Self-Supervised Representation Learning Capabilities
2023· 2 cited
Unlabeled Sentinel 2 time series dataset (training, T30TYS): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T30TYS): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31UEP): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31UEP): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31TGJ): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31TGJ): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31TDL): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31TDL): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31TFN): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31TFN): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31TDJ): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T31TDJ): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T30TYQ): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Unlabeled Sentinel 2 time series dataset (training, T30TYQ): Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
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Frequent Co-authors

Jordi Inglada(17), Jocelyn Chanussot(16), Gérard Dedieu(12), Philippe Salembier(11), Sophie Bontemps(8), Pierre Defourny(7), Olivier Hagolle(7), David Morin(7), Benjamin Koetz(6), Guadalupe Sepulcre(6), Charlotte Pelletier(5), Nicolas Champion(4), Marcela Arias(4), Jón Atli Benediktsson(4), Björn Waske(4), Cosmin Cara(3), Eric Guzzonato(3), Thierry Rabaute(3), Mickaël Savinaud(3), Hugues Talbot(3)