Ronan Fablet
Orcid: 0000-0002-6462-423X
According to our database1,
Ronan Fablet
authored at least 181 papers
between 1998 and 2024.
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Bibliography
2024
IEEE Trans. Geosci. Remote. Sens., 2024
Rain Regime Segmentation of Sentinel-1 Observation Learning From NEXRAD Collocations With Convolution Neural Networks.
IEEE Trans. Geosci. Remote. Sens., 2024
SPDE priors for uncertainty quantification of end-to-end neural data assimilation schemes.
CoRR, 2024
A Transformer Network With Sparse Augmented Data Representation and Cross Entropy Loss for AIS-Based Vessel Trajectory Prediction.
IEEE Access, 2024
2023
Extending the extended dynamic mode decomposition with latent observables: the latent EDMD framework.
Mach. Learn. Sci. Technol., June, 2023
Multimodal deep learning for cetacean distribution modeling of fin whales (Balaenoptera physalus) in the western Mediterranean Sea.
Mach. Learn., June, 2023
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review.
IEEE CAA J. Autom. Sinica, June, 2023
Multimodal 4DVarNets for the Reconstruction of Sea Surface Dynamics From SST-SSH Synergies.
IEEE Trans. Geosci. Remote. Sens., 2023
Reduction of Rain-Induced Errors for Wind Speed Estimation on SAR Observations Using Convolutional Neural Networks.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023
Multi-Modal Learning-based Reconstruction of High-Resolution Spatial Wind Speed Fields.
CoRR, 2023
Online Calibration of Deep Learning Sub-Models for Hybrid Numerical Modeling Systems.
CoRR, 2023
CoRR, 2023
Building a Safer Maritime Environment Through Multi-Path Long-Term Vessel Trajectory Forecasting.
CoRR, 2023
CoRR, 2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
AI Data-Driven Sediments Dynamics Short Term Forecast From Observation in the Bay of Biscay.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Data-Driven Reconstruction of Sea Surface Turbidity Dynamics with 4dVarNet Neural Scheme Applied To Gappy Satellite Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Proceedings of the Computational Science - ICCS 2023, 2023
Proceedings of the IEEE International Conference on Acoustics, 2023
2022
GeoTrackNet - A Maritime Anomaly Detector Using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection.
IEEE Trans. Intell. Transp. Syst., 2022
End-to-End Neural Interpolation of Satellite-Derived Sea Surface Suspended Sediment Concentrations.
Remote. Sens., 2022
Correction: Martinez et al. Neural Network Approaches to Reconstruct Phytoplankton Time-Series in the Global Ocean. Remote Sens. 12, 2020, 4156.
Remote. Sens., 2022
Semantic Segmentation of Metoceanic Processes Using SAR Observations and Deep Learning.
Remote. Sens., 2022
Deep inference of seabird dives from GPS-only records: Performance and generalization properties.
PLoS Comput. Biol., 2022
Inversion of sea surface currents from satellite-derived SST-SSH synergies with 4DVarNets.
CoRR, 2022
CoRR, 2022
CoRR, 2022
Rain Rate Estimation with SAR using NEXRAD measurements with Convolutional Neural Networks.
CoRR, 2022
Multimodal learning-based inversion models for the space-time reconstruction of satellite-derived geophysical fields.
CoRR, 2022
Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning.
CoRR, 2022
Segmentation of Rainfall Regimes by Machine Learning on a Colocalized Nexrad/Sentinel-1 Dataset.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Learnable Variational Models for the Reconstruction of Sea Surface Currents Using Ais Data Streams: A Case Study on the Sicily Channel.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Joint Calibration and Mapping of Satellite Altimetry Data Using Trainable Variational Models.
Proceedings of the IEEE International Conference on Acoustics, 2022
2021
Data-Driven Interpolation of Sea Surface Suspended Concentrations Derived from Ocean Colour Remote Sensing Data.
Remote. Sens., 2021
Unsupervised Reconstruction of Sea Surface Currents from AIS Maritime Traffic Data Using Trainable Variational Models.
Remote. Sens., 2021
Joint Interpolation and Representation Learning for Irregularly Sampled Satellite-Derived Geophysical Fields.
Frontiers Appl. Math. Stat., 2021
A posteriori learning of quasi-geostrophic turbulence parametrization: an experiment on integration steps.
CoRR, 2021
CoRR, 2021
Data-Driven Spatio-Temporal Interpolation of Sea Surface Sediment Concentration from Satellite-Derived Data: An OSSE Case-Study in the Bay of Biscay.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
End-to-End Kalman Filter for the Reconstruction of Sea Surface Dynamics from Satellite Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Segmentation of Sentinel-1 SAR Images Over the Ocean, Preliminary Methods and Assessments.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
End-to-End Learning of Variational Interpolation Schemes for Satellite-Derived SSH Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
End-to-End Learning of Variational Models and Solvers for the Resolution of Interpolation Problems.
Proceedings of the IEEE International Conference on Acoustics, 2021
Unsupervised Reconstruction of Sea Surface Currents from AIS Maritime Traffic Data Using Learnable Variational Models.
Proceedings of the IEEE International Conference on Acoustics, 2021
Learning stochastic dynamical systems with neural networks mimicking the Euler-Maruyama scheme.
Proceedings of the 29th European Signal Processing Conference, 2021
2020
Neural Network Approaches to Reconstruct Phytoplankton Time-Series in the Global Ocean.
Remote. Sens., 2020
Intercomparison of Data-Driven and Learning-Based Interpolations of Along-Track Nadir and Wide-Swath SWOT Altimetry Observations.
Remote. Sens., 2020
CoRR, 2020
Variational Deep Learning for the Identification and Reconstruction of Chaotic and Stochastic Dynamical Systems from Noisy and Partial Observations.
CoRR, 2020
Joint learning of variational representations and solvers for inverse problems with partially-observed data.
CoRR, 2020
PDE-NetGen 1.0: from symbolic PDE representations of physical processes to trainable neural network representations.
CoRR, 2020
SegSRGAN: Super-resolution and segmentation using generative adversarial networks - Application to neonatal brain MRI.
Comput. Biol. Medicine, 2020
Detection of Abnormal Vessel Behaviours from AIS data using GeoTrackNet: from the Laboratory to the Ocean.
Proceedings of the 21st IEEE International Conference on Mobile Data Management, 2020
Physically Informed Neural Networks for the Simulation and Data-Assimilation of Geophysical Dynamics.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Filtering Internal Tides from Wide-Swath Altimeter Data Using Convolutional Neural Networks.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Assimilation-Based Learning of Chaotic Dynamical Systems from Noisy and Partial Data.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020
Learning Endmember Dynamics in Multitemporal Hyperspectral Data Using A State-Space Model Formulation.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020
Data-driven and learning-based interpolations of along-track Nadir and wide-swath SWOT altimetry observations.
Proceedings of the CI 2020: 10th International Conference on Climate Informatics, 2020
2019
Analog Data Assimilation of Along-Track Nadir and Wide-Swath SWOT Altimetry Observations in the Western Mediterranean Sea.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019
CNN-Based Target Recognition and Identification for Infrared Imaging in Defense Systems.
Sensors, 2019
Remote. Sens., 2019
Ship Identification and Characterization in Sentinel-1 SAR Images with Multi-Task Deep Learning.
Remote. Sens., 2019
CoRR, 2019
End-to-end learning of energy-based representations for irregularly-sampled signals and images.
CoRR, 2019
Comput. Medical Imaging Graph., 2019
Simultaneous Super-Resolution and Segmentation Using a Generative Adversarial Network: Application to Neonatal Brain MRI.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019
Learning Ocean Dynamical Priors from Noisy Data Using Assimilation-Derived Neural Nets.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Learning Differential Transport Operators for the Joint Super-Resolution of Sea Surface Tracers and Prediction of Subgrid-Scale Features.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
2018
Improving Mesoscale Altimetric Data From a Multitracer Convolutional Processing of Standard Satellite-Derived Products.
IEEE Trans. Geosci. Remote. Sens., 2018
Neural Network Based Kalman Filters for the Spatio-Temporal Interpolation of Satellite-Derived Sea Surface Temperature.
Remote. Sens., 2018
SWOT Spatial Scales in the Western Mediterranean Sea Derived from Pseudo-Observations and an Ad Hoc Filtering.
Remote. Sens., 2018
Spatio-Temporal Interpolation of Cloudy SST Fields Using Conditional Analog Data Assimilation.
Remote. Sens., 2018
CoRR, 2018
Sea Surface Temperature Prediction and Reconstruction Using Patch-Level Neural Network Representations.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Analog Data Assimilation for Along-Track Nadir and Swot Altimetry Data in the Western Mediterranean Sea.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
An Approximate Message Passing Approach for DOA Estimation in Phase Noisy Environments.
Proceedings of the Latent Variable Analysis and Signal Separation, 2018
Bilinear Residual Neural Network for the Identification and Forecasting of Geophysical Dynamics.
Proceedings of the 26th European Signal Processing Conference, 2018
A Multi-Task Deep Learning Architecture for Maritime Surveillance Using AIS Data Streams.
Proceedings of the 5th IEEE International Conference on Data Science and Advanced Analytics, 2018
2017
Data-Driven Models for the Spatio-Temporal Interpolation of Satellite-Derived SST Fields.
IEEE Trans. Computational Imaging, 2017
Bilinear residual Neural Network for the identification and forecasting of dynamical systems.
CoRR, 2017
Proceedings of the 14th IEEE International Symposium on Biomedical Imaging, 2017
Spatio-temporal interpolation of altimeter-derived SSH fields using analog data assimilation: A case-study in the south china sea.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Learning multi-tracer convolutional models for the reconstruction of high-resolution SSH fields.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Locally-adapted convolution-based super-resolution of irregularly-sampled ocean remote sensing data.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017
Proceedings of the 25th European Symposium on Artificial Neural Networks, 2017
2016
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Spatio-Temporal Decomposition of Satellite-Derived SST-SSH Fields: Links Between Surface Data and Ocean Interior Dynamics in the Agulhas Region.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Assimilative 2-D Lagrangian Transport Model for the Estimation of Oil Leakage Parameters From SAR Images: Application to the Montara Oil Spill.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Joint Interpolation of Multisensor Sea Surface Temperature Fields Using Nonlocal and Statistical Priors.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Validation and Parameter Sensitivity Tests for Reconstructing Swell Field Based on an Ensemble Kalman Filter.
Sensors, 2016
Proceedings of the IEEE 12th Image, Video, and Multidimensional Signal Processing Workshop, 2016
Convolutional Neural Networks for object recognition on mobile devices: A case study.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016
Non-negative decomposition of linear relationships: Application to multi-source ocean remote sensing data.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
Proceedings of the 24th European Signal Processing Conference, 2016
2015
Characterization of Time-Varying Regimes in Remote Sensing Time Series: Application to the Forecasting of Satellite-Derived Suspended Matter Concentrations.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015
Learning-Based Emulation of Sea Surface Wind Fields From Numerical Model Outputs and SAR Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015
2014
Segmentation of Mesoscale Ocean Surface Dynamics Using Satellite SST and SSH Observations.
IEEE Trans. Geosci. Remote. Sens., 2014
Multiscale Analysis of Geometric Planar Deformations: Application to Wild Animal Electronic Tracking and Satellite Ocean Observation Data.
IEEE Trans. Geosci. Remote. Sens., 2014
Multiscale Event-Based Mining in Geophysical Time Series: Characterization and Distribution of Significant Time-Scales in the Sea Surface Temperature Anomalies Relatively to ENSO Periods from 1985 to 2009.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014
Hidden surface dynamical modes and SSH retrievals from a joint analysis of altimetry and microwave SST.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Statistical emulation of high-resolution SAR wind fields from low-resolution model predictions.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Stochastic super-resolution of satellite-based Sea Surface Temperature using conditional SPDE models.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Ocean surface current retrieval using a non homogeneous Markov-switching multi-regime model.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014
2013
Geodesics-Based Image Registration: Applications To Biological And Medical Images Depicting Concentric Ring Patterns.
IEEE Trans. Image Process., 2013
Protein Interaction Hotspot Identification Using Sequence-Based Frequency-Derived Features.
IEEE Trans. Biomed. Eng., 2013
Spatio-temporal segmentation and estimation of ocean surface currents from satellite sea surface temperature fields.
Proceedings of the IEEE International Conference on Image Processing, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
2012
IEEE Trans. Geosci. Remote. Sens., 2012
Interpolation par assimilation variationnelle de séquences multimodales d'images satellitaires de l'océan.
Traitement du Signal, 2012
Spatial Statistics of Objects in 3-D Sonar Images: Application to Fisheries Acoustics.
IEEE Geosci. Remote. Sens. Lett., 2012
Statistical Descriptors of Ocean Regimes From the Geometric Regularity of SST Observations.
IEEE Geosci. Remote. Sens. Lett., 2012
Multi-resolution data assimilation for missing data interpolation in geophysical sequences.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
Des otolithes aux satellites : méthodes et applications du traitement du signal et des images pour l'observation de l'océan.
, 2012
2011
Classification faiblement supervisée : arbre de décision probabiliste et apprentissage itératif.
Proceedings of the Fouille de données complexes. Complexité liée aux données multiples, 2011
Object recognition using proportion-based prior information: Application to fisheries acoustics.
Pattern Recognit. Lett., 2011
Multivariate log-Gaussian Cox models of elementary shapes for recognizing natural scene categories.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011
Proceedings of the 18th IEEE International Conference on Image Processing, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Prévision de trajectoires de cyclones à l'aide de forêts aléatoires avec arbres de régression.
Proceedings of the Extraction et gestion des connaissances (EGC'2011), 2011
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011
2010
IEEE Trans. Image Process., 2010
Pattern Recognit. Lett., 2010
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
Proceedings of the International Conference on Image Processing, 2010
Proceedings of the IEEE International Conference on Acoustics, 2010
Proceedings of the IEEE International Conference on Acoustics, 2010
Proceedings of the Computer Vision, 2010
Proceedings of the Computer Vision, 2010
2009
IEEE Trans. Geosci. Remote. Sens., 2009
Proceedings of the International Conference on Image Processing, 2009
Combining image-level and object-level inference for weakly supervised object recognition. Application to fisheries acoustics.
Proceedings of the International Conference on Image Processing, 2009
Variational 1D signal registration and shape geodesics for shape classification: Application to marine biological archives.
Proceedings of the 16th International Conference on Digital Signal Processing, 2009
2008
Fusion of textural statistics using a similarity measure: application to texture recognition and segmentation.
Pattern Anal. Appl., 2008
2D Image-based reconstruction of shape deformation of biological structures using a level-set representation.
Comput. Vis. Image Underst., 2008
Weakly supervised learning using proportion-based information: An application to fisheries acoustics.
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008
Otolith Image Analysis by Computer Vision.
Proceedings of the First International Conference on Biomedical Electronics and Devices, 2008
2006
Proceedings of the International Conference on Image Processing, 2006
Proceedings of the International Conference on Image Processing, 2006
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
Unsupervised Calibrated Sonar Imaging for Seabed Observation Using Hidden Markov Random Fields.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
Proceedings of the Computer Vision, 2006
2005
Proceedings of the 2005 International Conference on Image Processing, 2005
Extraction and interpretation of ring structures in images of biological hard tissues: application to fish age and growth estimation.
Proceedings of the 2005 International Conference on Image Processing, 2005
2004
Proceedings of the 17th International Conference on Pattern Recognition, 2004
Multiscale segmentation of textured sonar images using cooccuplrence statistics.
Proceedings of the 2004 International Conference on Image Processing, 2004
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2004
2003
Motion Recognition Using Nonparametric Image Motion Models Estimated from Temporal and Multiscale Cooccurrence Statistics.
IEEE Trans. Pattern Anal. Mach. Intell., 2003
Proceedings of the 2003 International Conference on Image Processing, 2003
Robust time-frequency model estimation in otolith images for fish age and growth analysis.
Proceedings of the 2003 International Conference on Image Processing, 2003
2002
Nonparametric motion characterization using causal probabilistic models for video indexing and retrieval.
IEEE Trans. Image Process., 2002
Proceedings of the Computer Vision, 2002
2001
Non-Parametric Motion Activity Analysis for Statistical Retrieval with Partial Query.
J. Math. Imaging Vis., 2001
Motion recognition using spatio-temporal random walks in sequence of 2D motion-related measurements.
Proceedings of the 2001 International Conference on Image Processing, 2001
Proceedings of the 2001 International Conference on Image Processing, 2001
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001
2000
Proceedings of the Advances in Visual Information Systems, 4th International Conference, 2000
Proceedings of the Computer-Assisted Information Retrieval (Recherche d'Information et ses Applications), 2000
Proceedings of the 15th International Conference on Pattern Recognition, 2000
1999
Motion-Based Feature Extraction and Ascendant Hierarchical Classification for Video Indexing and Retrieval.
Proceedings of the Visual Information and Information Systems, 1999
Proceedings of the 1999 International Conference on Image Processing, 1999
Proceedings of the State-of-the-Art in Content-Based Image and Video Retrieval [Dagstuhl Seminar, 1999
1998
Motion characterization from temporal cooccurrences of local motion-based measures for video indexing.
Proceedings of the Fourteenth International Conference on Pattern Recognition, 1998