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Ronan Fablet

22
Documents

Publications

francois-rousseau
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Unsupervised Reconstruction of Sea Surface Currents from AIS Maritime Traffic Data Using Trainable Variational Models

Simon Benaïchouche , Clément Legoff , Yann Guichoux , François Rousseau , Ronan Fablet
Remote Sensing, 2021, 13, ⟨10.3390/rs13163162⟩
Article dans une revue hal-03319098v1
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Joint Interpolation and Representation Learning for Irregularly Sampled Satellite-Derived Geophysical Fields

Ronan Fablet , Maxime Beauchamp , Lucas Drumetz , François Rousseau
Frontiers in Applied Mathematics and Statistics, 2021, 7, pp.655224. ⟨10.3389/fams.2021.655224⟩
Article dans une revue hal-03349912v1
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SegSRGAN: Super-resolution and segmentation using generative adversarial networks — Application to neonatal brain MRI

Quentin Delannoy , Chi-Hieu Pham , Clément Cazorla , Carlos Tor-Díez , Guillaume Dollé
Computers in Biology and Medicine, 2020, 120, pp.103755. ⟨10.1016/j.compbiomed.2020.103755⟩
Article dans une revue hal-02189136v3
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Multiscale brain MRI super-resolution using deep 3D convolutional networks

Chi-Hieu Pham , Carlos Tor-Díez , Hélène Meunier , Nathalie Bednarek , Ronan Fablet
Computerized Medical Imaging and Graphics, 2019, 77, pp.101647. ⟨10.1016/j.compmedimag.2019.101647⟩
Article dans une revue hal-01635455v2
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Residual Networks as Flows of Diffeomorphisms

François Rousseau , Lucas Drumetz , Ronan Fablet
Journal of Mathematical Imaging and Vision, 2019, ⟨10.1007/s10851-019-00890-3⟩
Article dans une revue hal-01796729v2
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Joint interpolation of multi-sensor sea surface temperature fields using non-local and statistical priors

Ronan Fablet , François Rousseau
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9 (6), pp.2665 - 2675. ⟨10.1109/JSTARS.2016.2523605⟩
Article dans une revue hal-01441483v1

Learnable Variational Models for the Reconstruction of Sea Surface Currents Using Ais Data Streams: A Case Study on the Sicily Channel

Simon Benaïchouche , C. Le Goff , B. Boussidi , François Rousseau , Ronan Fablet
IGARSS 2022: IEEE International Geoscience and Remote Sensing Symposium, Jul 2022, Kuala Lumpur, Malaysia. pp.6821-6824, ⟨10.1109/IGARSS46834.2022.9883870⟩
Communication dans un congrès hal-04231162v1
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Unsupervised reconstruction of sea surface currents from AIS maritime traffic data using learnable variational models

Simon Benaïchouche , Clement Le Goff , Yann Guichoux , François Rousseau , Ronan Fablet
ICASSP 2021: IEEE International Conference on Acoustics, Speech and Signal Processing, Jun 2021, Toronto, Canada. ⟨10.1109/ICASSP39728.2021.9415038⟩
Communication dans un congrès hal-03139066v1
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END-TO-END LEARNING OF VARIATIONAL MODELS AND SOLVERS FOR THE RESOLUTION OF INTERPOLATION PROBLEMS

Ronan Fablet , Lucas Drumetz , François Rousseau
ICASSP 2021 : IEEE International Conference on Acoustics, Speech and Signal Processing, Jun 2021, Toronto, United States. ⟨10.1109/ICASSP39728.2021.9414629⟩
Communication dans un congrès hal-03139133v1

Joint learning of variational data assimilation models and solvers

Ronan Fablet , Lucas Drumetz , François Rousseau , Olivier Pannekoucke , Bertrand Chapron
ECMWF-ESA 2020 - Workshop on Machine Learning for Earth System Observation and Prediction, Oct 2020, Reading, United Kingdom
Communication dans un congrès hal-02927356v1
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Réseaux antagonistes génératifs pour la reconstruction super-résolution et la segmentation en IRM

Quentin Delannoy , Chi-Hieu Pham , Clément Cazorla , Carlos Tor-Díez , Guillaume Dollé
Extraction et Gestion des Connaissances - Atelier Apprentissage Profond : Théorie et Applications (APTA@EGC), 2020, Bruxelles, Belgique
Communication dans un congrès hal-02387754v1

End-to-end learning of optimal interpolators for geophysical dynamics

Ronan Fablet , Lucas Drumetz , François Rousseau
CI 2019 : 9th International Workshop on Climate Informatics, 2019, Paris, France
Communication dans un congrès hal-02285701v1

Learning differential transport operators for the joint super-resolution of sea surface tracers and prediction of subgrid-scale features.

Ronan Fablet , Lucas Drumetz , Julien Le Sommer , Jean-Marc Molines , François Rousseau
IGARSS 2019 : 2019 IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. ⟨10.1109/IGARSS.2019.8900571⟩
Communication dans un congrès hal-02285698v1
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Simultaneous super-resolution and segmentation using a generative adversarial network: Application to neonatal brain MRI

Chi-Hieu Pham , Carlos Tor-Díez , Hélène Meunier , Nathalie Bednarek , Ronan Fablet
International Symposium on Biomedical Imaging (ISBI), 2019, Venice, Italy. pp.991-994, ⟨10.1109/ISBI.2019.8759255⟩
Communication dans un congrès hal-01895163v1
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Super-résolution et segmentation simultanées d’IRM cérébrales néonatales par réseaux antagonistes génératifs

Chi-Hieu Pham , Carlos Tor-Díez , Hélène Meunier , Nathalie Bednarek , Ronan Fablet
Congrès National d’Imagerie du Vivant (CNIV), 2019, Paris, France
Communication dans un congrès hal-01978970v1

Brain MRI Super-Resolution using Deep 3D Convolutional Networks

Chi-Hieu Pham , Aurelien Ducournau , Ronan Fablet , François Rousseau
ISBI 2017 : IEEE 14th International Symposium on Biomedical Imaging, Apr 2017, Melbourne, Australia. pp.197 - 200, ⟨10.1109/ISBI.2017.7950500⟩
Communication dans un congrès hal-01596811v1
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Missing data super-resolution using non-local and statistical priors

Ronan Fablet , François Rousseau
ICIP 2015 : IEEE International Conference on Image Processing, Sep 2015, Québec, Canada. pp.676 - 680, ⟨10.1109/ICIP.2015.7350884⟩
Communication dans un congrès hal-01271182v1
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Non-Local Super-resolution of Missing Data in Multi-sensor Observations of Sea Surface Geophysical Fields

Ronan Fablet , François Rousseau
IGARSS 2015: IEEE International Geoscience and Remote Sensing Symposium, Jul 2015, Milan, Italy. pp.TUP.PJ.8
Communication dans un congrès hal-01292234v1
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The Analog Ensemble Kalman Filter and Smoother

Pierre Tandeo , Pierre Ailliot , Ronan Fablet , Juan Ruiz , François Rousseau
CI 2014 : 4th International Workshop on Climate Informatics, Sep 2014, Boulder, United States
Communication dans un congrès hal-01188825v1
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Robust statistical registration of 3D ultrasound images using texture information

François Rousseau , Ronan Fablet , Christian Barillot
ICIP 2003 : IEEE International Conference on Image Processing, Sep 2003, Barcelone, Spain. pp.581 - 584, ⟨10.1109/ICIP.2003.1247028⟩
Communication dans un congrès hal-02341744v1