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Ensemble-based 4DVarNet uncertacinty quantification for the reconstruction of sea surface height dynamics

Maxime Beauchamp , Quentin Febvre , Ronan Fablet
Environmental Data Science, 2023, 2, pp.e18. ⟨10.1017/eds.2023.19⟩
Article dans une revue hal-04147805v1
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Joint Calibration and Mapping of Satellite Altimetry Data Using Trainable Variational Models

Quentin Febvre , Ronan Fablet , Julien Le Sommer , Clement Ubelmann
ICASSP 2022: IEEE International Conference on Acoustics, Speech and Signal Processing, IEEE, May 2022, Singapore, Singapore. pp.1536-1540, ⟨10.1109/ICASSP43922.2022.9746889⟩
Communication dans un congrès hal-03369696v1
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Data-Driven Reconstruction of Sea Surface Turbidity Dynamics with 4dVarNet Neural Scheme Applied To Gappy Satellite Images

Clément Dorffer , F. Jourdin , D. Mouillot , Rodolphe Devillers , Ronan Fablet , et al.
IGARSS 2023: IEEE International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena, CA, United States. IEEE, pp.4025-4027, 2023, IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium. ⟨10.1109/IGARSS52108.2023.10281712⟩
Poster de conférence hal-04363492v1
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Training neural mapping schemes for satellite altimetry with simulation data

Quentin Febvre , Julien Le Sommer , Clément Ubelmann , Ronan Fablet
2023
Pré-publication, Document de travail hal-04312218v1
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A Deep Learning Approach to Extract Balanced Motions From Sea Surface Height Snapshot

Zhanwen Gao , Bertrand Chapron , Chunyong Ma , Ronan Fablet , Quentin Febvre , et al.
Geophysical Research Letters, 2024, 51 (7), ⟨10.1029/2023GL106623⟩
Article dans une revue hal-04536442v1
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4DVarNet-SSH: end-to-end learning of variational interpolation schemes for nadir and wide-swath satellite altimetry

Maxime Beauchamp , Quentin Febvre , Hugo Georgenthum , Ronan Fablet
Geoscientific Model Development, 2023, 16 (8), pp.2119--2147. ⟨10.5194/gmd-16-1-2023⟩
Article dans une revue hal-04140934v1
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End-to-end physics-informed representation learning from and for satellite ocean remote sensing data

Ronan Fablet , Mohamed Mahmoud Amar , Quentin Febvre , Maxime Beauchamp , Bertrand Chapron
XXIV ISPRS 2021 : Intenational Society for Photogrammetry and Remote Sensing Congress, Jul 2021, Nice, France
Communication dans un congrès hal-03189218v1

Scale-aware neural calibration for wide swath altimetry observations

Quentin Febvre , Clément Ubelmann , Julien Le Sommer , Ronan Fablet
2023
Pré-publication, Document de travail hal-04312228v1

OceanBench: The Sea Surface Height Edition

J. Emmanuel Johnson , Quentin Febvre , Anastasia Gorbunova , Sammy Metref , Maxime Ballarotta , et al.
NeurIPS 2023, Dec 2023, New Orleans, France. ⟨10.48550/arXiv.2309.15599⟩
Communication dans un congrès hal-04312303v1

Joint calibration and mapping of satellite altimetry data using trainable variaitional models

Quentin Febvre , Ronan Fablet , Julien Le Sommer , Clément Ubelmann
EGU General Assembly 2022, May 2022, Vienne, Austria. ⟨10.5194/egusphere-egu22-12549⟩
Communication dans un congrès hal-03713287v1
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End-to-End Learning of Variational Interpolation Schemes for Satellite-Derived SSH Data

Maxime Beauchamp , Mohamed Mahmoud Amar , Quentin Febvre , Ronan Fablet
IGARSS 2021: IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Brussels, France. pp.7418-7421, ⟨10.1109/IGARSS47720.2021.9554800⟩
Communication dans un congrès hal-03750401v1