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Leveraging Neural Koopman Operators to Learn Continuous Representations of Dynamical Systems from Scarce Data

Anthony Frion , Lucas Drumetz , Mauro Dalla Mura , Guillaume Tochon , Abdeldjalil Aissa El Bey et al.
ICASSP, Jun 2023, Rhodes, Greece
Conference papers hal-03895087v2
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Deep learning for Lagrangian drift simulation at the sea surface

Daria Botvynko , Carlos Granero-Belinchon , Simon Van Gennip , Abdesslam Benzinou , Ronan Fablet et al.
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2023), Jun 2023, Rhodes, Greece
Conference papers hal-03852489v1
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Assimilation de données variationnelle de séries temporelles d'images Sentinel-2 avec un modèle dynamique auto-supervisé

Anthony Frion , Lucas Drumetz , Mauro Dalla Mura , Guillaume Tochon , Abdeldjalil Aissa El Bey et al.
2023
Preprints, Working Papers, ... hal-04084032v1
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MultiHU-TD: Multi-feature Hyperspectral Unmixing Based on Tensor Decomposition

Mohamad Jouni , Mauro Dalla Mura , Lucas Drumetz , Pierre Comon
2023
Preprints, Working Papers, ... hal-03480890v5
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Turning Normalizing Flows into Monge Maps with Geodesic Gaussian Preserving Flows

Guillaume Morel , Lucas Drumetz , Simon Benaïchouche , Nicolas Courty , François Rousseau et al.
2023
Preprints, Working Papers, ... hal-03782622v5
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Neural network based generation of 1-dimensional stochastic fields with turbulent velocity statistics

Carlos Granero-Belinchon
2023
Preprints, Working Papers, ... hal-03861273v2
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Uncertainty quantification when learning dynamical models and solvers with variational methods

Nicolas Lafon , Ronan Fablet , P Naveau
2023
Preprints, Working Papers, ... hal-04013195v1
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Learning Sentinel-2 reflectance dynamics for data-driven assimilation and forecasting

Anthony Frion , Lucas Drumetz , Guillaume Tochon , Mauro Dalla Mura , Abdeldjalil Aissa El Bey et al.
2023
Preprints, Working Papers, ... hal-04018094v1

4DVarNet-SSH: end-to-end learning of variational interpolation schemes for nadir and wide-swath satellite altimetry

Maxime Beauchamp , Quentin Febvre , Hugo Georgentum , Ronan Fablet
2023
Preprints, Working Papers, ... hal-03928370v1

Multimodal 4DVarNets for the reconstruction of sea surface dynamics from SST-SSH synergies

Ronan Fablet , Quentin Febvre , Bertrand Chapron
2023
Preprints, Working Papers, ... hal-03928368v1

Learning Neural Optimal Interpolation Models and Solvers

Maxime Beauchamp , Joseph Thompson , Hugo Georgenthum , Quentin Febvre , Ronan Fablet et al.
2023
Preprints, Working Papers, ... hal-03928369v1
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Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review

Sibo Cheng , César Quilodrán-Casas , Said Ouala , Alban Farchi , Che Liu et al.
IEEE/CAA Journal of Automatica Sinica, In press
Journal articles hal-04039094v1
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A VAE approach to sample multivariate extremes

Nicolas Lafon , Philippe Naveau , Ronan Fablet
2023
Preprints, Working Papers, ... hal-04013214v1

Inversion of sea surface currents from satellite-derived SST-SSH synergies with 4DVarNets

Ronan Fablet , Bertrand Chapron , Julien Le Sommer , Florian Sévellec
2023
Preprints, Working Papers, ... hal-03928366v1

An efficient anchor-free method for pig detection

Morann Mattina , Abdesslam Benzinou , Kamal Nasreddine , Francis Richard
IET Image Processing, 2023, 17 (2), pp.613- 626. ⟨10.1049/ipr2.12659⟩
Journal articles hal-03796131v1
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Fuzzy Model for the Automatic Recognition of Human Dendritic Cells

Marwa Braiki , Kamal Nasreddine , Abdesslam Benzinou , Nolwenn Hymery
Journal of Imaging, 2023, 9 (1), pp.13. ⟨10.3390/jimaging9010013⟩
Journal articles hal-03944492v1

Biodiversity underestimation in our bLUe planEt: artificial intelligence REVOLUTION in benthic taxonomy. BLUE REVOLUTION project - What's new?

Catherine Borremans , Valentin Foulon , Sandra Fuchs , Kamal Nasreddine , Abdesslam Benzinou et al.
18 IMCO 2022 - 18th International Meiofauna Conference, Dec 2022, virtual, New Zealand
Conference papers hal-03926277v1

Human Dendritic Cells Classification based on Possibility Theory

Mouna Zouari Mehdi , Abdesslam Benzinou , Jihen Frikha Elleuch , Kamal Nasreddine , Ammari Dhiaeddine et al.
IEEE International Conference on Image Processing Applications and Systems, IPAS 2022, Dec 2022, Genova, Italy
Conference papers hal-03926321v1
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Data-driven Reconstruction of Partially Observed Dynamical Systems

Pierre Tandeo , Pierre Ailliot , Florian Sévellec
2022
Preprints, Working Papers, ... hal-03877235v1

Efficient Gradient Flows in Sliced-Wasserstein Space

Clément Bonet , Nicolas Courty , François Septier , Lucas Drumetz
2022
Preprints, Working Papers, ... hal-03858935v1

Spherical Sliced-Wasserstein

Clément Bonet , Paul Berg , Nicolas Courty , François Septier , Lucas Drumetz et al.
2022
Preprints, Working Papers, ... hal-03852488v1
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Geometry-preserving lie group integrators for differential equations on the manifold of symmetric positive definite matrices

Lucas Drumetz , Alexandre Reiffers-Masson , Naoufal El Bekri , Franck Vermet
2022
Preprints, Working Papers, ... hal-03815325v2

A Deep Learning Vision Transformer using Majority Voting Ensemble for Nematode Classification with Test Time Augmentation Technique

Abdul Qayyum , Abdesslam Benzinou , Kamal Nasreddine , Valentin Foulon , Anthonin Martinel et al.
4rd International Conference on Advances in Signal Processing and Artificial Intelligence (ASPAI' 2022), Oct 2022, Corfu, Greece
Conference papers hal-03814792v1
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Divergence-free continuous normalizing flows for uncertainty quantification

Simon Benaïchouche , Guillaume Morel , François Rousseau , Ronan Fablet
2022
Preprints, Working Papers, ... hal-03813499v1

Biodiversity underestimation in our bLUe planEt: artificial intelligence (AI) REVOLUTION in benthic taxonomy (BLUEREVOLUTION project) - news

Catherine Borremans , Daniela Zeppilli , Abdesslam Benzinou , Kamal Nasreddine , Valentin Foulon et al.
4th Marine Imaging Workshop (MIW'22), Oct 2022, BREST, France
Conference papers hal-03812186v1

Find the good imaging technique for automatic identification of meiofauna - Part of the Blue Revolution project.

Valentin Foulon , Daniela Zeppilli , Catherine Borremans , Valentine Foulquier , Edwin Dache et al.
4th Marine Imaging Workshop (MIW'22), Oct 2022, Brest, France
Conference papers hal-03812174v1

Deep Learning approaches to simulate Lagrangian particle dynamics at sea surface

Daria Botvynko , Carlos Granero-Belinchon , Abdesslam Benzinou , Ronan Fablet , Simon Van Gennip et al.
Sea Tech Week 2022, Session "Marine Litter Solutions for Monitoring Mitigation and Prevention", Sep 2022, BREST, France
Conference papers hal-03795063v1
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Assessing the usefulness of Land Surface Temperature spatial disaggregation for water stress mapping in the frame of the preparation of the Trishna mission

Serdar Rama , Julien Michel , Vincent Rivalland , Aurélie Michel , Carlos Granero-Belinchon et al.
Recent Advances In Quantitative Remote Sensing, Sep 2022, Torrent (Valencia), Spain
Conference poster hal-03923959v1
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Un Mixup Local pour empêcher les intrusions de variétés

Raphael Baena , Lucas Drumetz , Vincent Gripon
GRETSI 2022, Sep 2022, Nancy, France
Conference papers hal-03693098v1

Live Fish Species Classification in Underwater Images by Using Convolutional Neural Networks Based on Incremental Learning with Knowledge Distillation Loss

Abdelouahid Ben Tamou , Abdesslam Benzinou , Kamal Nasreddine
Machine Learning and Knowledge Extraction, 2022, 4 (3), pp.753-767. ⟨10.3390/make4030036⟩
Journal articles hal-03779381v1