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Julien Le Sommer
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2020 – today
- 2024
- [j5]Quentin Febvre
, Clément Ubelmann, Julien Le Sommer, Ronan Fablet
Scale-Aware Neural Calibration for Wide Swath Altimetry Observations. IEEE Trans. Geosci. Remote. Sens. 62: 1-8 (2024) - 2023
- [j4]Joseph Jenkins, Adeline Paiement
A DNN Framework for Learning Lagrangian Drift With Uncertainty. Appl. Intell. 53(20): 23729-23739 (2023) - [c4]J. Emmanuel Johnson, Quentin Febvre, Anastasiia Gorbunova, Sammy Metref, Maxime Ballarotta, Julien Le Sommer, Ronan Fablet:
OceanBench: The Sea Surface Height Edition. NeurIPS 2023 - [i13]Quentin Febvre, Clément Ubelmann, Julien Le Sommer, Ronan Fablet:
Scale-aware neural calibration for wide swath altimetry observations. CoRR abs/2302.04497 (2023) - [i12]Quentin Febvre, Julien Le Sommer, Clément Ubelmann, Ronan Fablet:
Training neural mapping schemes for satellite altimetry with simulation data. CoRR abs/2309.14350 (2023) - [i11]J. Emmanuel Johnson, Quentin Febvre, Anastasiia Gorbunova, Sammy Metref, Maxime Ballarotta, Julien Le Sommer, Ronan Fablet:
OceanBench: The Sea Surface Height Edition. CoRR abs/2309.15599 (2023) - [i10]Hugo Frezat, Guillaume Balarac, Julien Le Sommer, Ronan Fablet:
Gradient-free online learning of subgrid-scale dynamics with neural emulators. CoRR abs/2310.19385 (2023) - 2022
- [c3]Quentin Febvre, Ronan Fablet, Julien Le Sommer, Clément Ubelmann:
Joint Calibration and Mapping of Satellite Altimetry Data Using Trainable Variational Models. ICASSP 2022: 1536-1540 - [i9]Hugo Frezat, Julien Le Sommer, Ronan Fablet, Guillaume Balarac, Redouane Lguensat:
A posteriori learning for quasi-geostrophic turbulence parametrization. CoRR abs/2204.03911 (2022) - [i8]Joseph Jenkins, Adeline Paiement, Yann Ourmières, Julien Le Sommer, Jacques Verron, Clément Ubelmann, Hervé Glotin:
A DNN Framework for Learning Lagrangian Drift With Uncertainty. CoRR abs/2204.05891 (2022) - [i7]J. Emmanuel Johnson, Redouane Lguensat, Ronan Fablet, Emmanuel Cosme, Julien Le Sommer:
Neural Fields for Fast and Scalable Interpolation of Geophysical Ocean Variables. CoRR abs/2211.10444 (2022) - [i6]Ronan Fablet, Bertrand Chapron, Julien Le Sommer, Florian Sévellec:
Inversion of sea surface currents from satellite-derived SST-SSH synergies with 4DVarNets. CoRR abs/2211.13059 (2022) - 2021
- [i5]Quentin Febvre, Ronan Fablet, Julien Le Sommer, Clément Ubelmann:
Joint calibration and mapping of satellite altimetry data using trainable variational models. CoRR abs/2110.03405 (2021) - [i4]Hugo Frezat, Julien Le Sommer, Ronan Fablet, Guillaume Balarac, Redouane Lguensat:
A posteriori learning of quasi-geostrophic turbulence parametrization: an experiment on integration steps. CoRR abs/2111.06841 (2021) - 2020
- [j3]Laura Gómez-Navarro
Development of an Image De-Noising Method in Preparation for the Surface Water and Ocean Topography Satellite Mission. Remote. Sens. 12(4): 734 (2020) - [c2]Redouane Lguensat, Ronan Fablet, Julien Le Sommer, Sammy Metref, Emmanuel Cosme, Kaouther Ouenniche, Lucas Drumetz, Jonathan Gula:
Filtering Internal Tides from Wide-Swath Altimeter Data Using Convolutional Neural Networks. IGARSS 2020: 3904-3907 - [i3]Redouane Lguensat, Ronan Fablet, Julien Le Sommer, Sammy Metref, Emmanuel Cosme, Kaouther Ouenniche, Lucas Drumetz, Jonathan Gula:
Filtering Internal Tides From Wide-Swath Altimeter Data Using Convolutional Neural Networks. CoRR abs/2005.01090 (2020) - [i2]Hugo Frezat, Guillaume Balarac, Julien Le Sommer, Ronan Fablet, Redouane Lguensat:
Physical invariance in neural networks for subgrid-scale scalar flux modeling. CoRR abs/2010.04663 (2020)
2010 – 2019
- 2019
- [j2]Sammy Metref, Emmanuel Cosme
Reduction of Spatially Structured Errors in Wide-Swath Altimetric Satellite Data Using Data Assimilation. Remote. Sens. 11(11): 1336 (2019) - [c1]Ronan Fablet, Julien Le Sommer, Jean-Marc Molines, Lucas Drumetz, François Rousseau
Learning Differential Transport Operators for the Joint Super-Resolution of Sea Surface Tracers and Prediction of Subgrid-Scale Features. IGARSS 2019: 7916-7919 - [i1]Redouane Lguensat
Learning Generalized Quasi-Geostrophic Models Using Deep Neural Numerical Models. CoRR abs/1911.08856 (2019) - 2018
- [j1]Laura Gómez-Navarro
SWOT Spatial Scales in the Western Mediterranean Sea Derived from Pseudo-Observations and an Ad Hoc Filtering. Remote. Sens. 10(4): 599 (2018)
Coauthor Index
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