| 2024 | ICASSP | Impact of Sampling Strategies on the Monitoring of Climate Regime Shifts with a Learning Data Assimilation Method. | Perrine Bauchot, Anglique Drmeau, Florian Svellec, Ronan Fablet |
| 2024 | ICASSP | Neural Ordinary Differential Equations with Trainable Solvers. | Said Ouala, Laurent Debreu, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet |
| 2024 | ICASSP | Deep Learning Inversion of Ocean Wave Spectrum from SAR Satellite Observations. | Salil Parth Tripathi, Bertrand Chapron, Fabrice Collard, Gilles Guitton, Manuel Lopez-Radcenco, Alexis Mouche, Ronan Fablet |
| 2024 | IGARSS | Adaptive Spatial and Multi-Variable Generalization of 4dvarnet in Ocean Colour Remote Sensing. | Clment Dorffer, Thi Thuy Nga Nguyen, Ronan Fablet, Frdric Jourdin |
| 2023 | ICASSP | Deep Learning for Lagrangian Drift Simulation at The Sea Surface. | Daria Botvynko, Carlos Granero-Belinchn, Simon van Gennip, Abdesslam Benzinou, Ronan Fablet |
| 2023 | ICCS | Learning Neural Optimal Interpolation Models and Solvers. | Maxime Beauchamp, Quentin Febvre, Joseph Thompson, Hugo Georgenthum, Ronan Fablet |
| 2023 | IGARSS | AI Data-Driven Sediments Dynamics Short Term Forecast From Observation in the Bay of Biscay. | Jean-Marie Vient, Frdric Jourdin, Ronan Fablet, Clment Dorffer, Christophe Delacourt |
| 2023 | IGARSS | Data-Driven Reconstruction of Sea Surface Turbidity Dynamics with 4dVarNet Neural Scheme Applied To Gappy Satellite Images. | Clment Dorffer, Frdric Jourdin, David Mouillot, Rodolphe Devillers, Ronan Fablet, Quentin Febvre |
| 2022 | ICASSP | Joint Calibration and Mapping of Satellite Altimetry Data Using Trainable Variational Models. | Quentin Febvre, Ronan Fablet, Julien Le Sommer, Clment Ubelmann |
| 2022 | IGARSS | Learnable Variational Models for the Reconstruction of Sea Surface Currents Using Ais Data Streams: A Case Study on the Sicily Channel. | Simon Benachouche, Clment Le Goff, Brahim Boussidi, Franois Rousseau, Ronan Fablet |
| 2022 | IGARSS | Segmentation of Rainfall Regimes by Machine Learning on a Colocalized Nexrad/Sentinel-1 Dataset. | Aurlien Colin, Charles Peureux, Romain Husson, Ronan Fablet, Pierre Tandeo |
| 2021 | ICASSP | Unsupervised Reconstruction of Sea Surface Currents from AIS Maritime Traffic Data Using Learnable Variational Models. | Simon Benachouche, Clment Le Goff, Yann Guichoux, Franois Rousseau, Ronan Fablet |
| 2021 | ICASSP | End-to-End Learning of Variational Models and Solvers for the Resolution of Interpolation Problems. | Ronan Fablet, Lucas Drumetz, Franois Rousseau |
| 2021 | IGARSS | End-to-End Kalman Filter for the Reconstruction of Sea Surface Dynamics from Satellite Data. | Said Ouala, Ronan Fablet, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier |
| 2021 | IGARSS | Data-Driven Spatio-Temporal Interpolation of Sea Surface Sediment Concentration from Satellite-Derived Data: An OSSE Case-Study in the Bay of Biscay. | Jean-Marie Vient, Frdric Jourdin, Ronan Fablet, Baptiste Mengual, Ludivine Lafosse, Christophe Delacourt |
| 2021 | IGARSS | End-to-End Learning of Variational Interpolation Schemes for Satellite-Derived SSH Data. | Maxime Beauchamp, Mohamed Mahmoud Amar, Quentin Febvre, Ronan Fablet |
| 2021 | IGARSS | Segmentation of Sentinel-1 SAR Images Over the Ocean, Preliminary Methods and Assessments. | Aurlien Colin, Charles Peureux, Romain Husson, Nicolas Longp, Rgis Rauzy, Ronan Fablet, Pierre Tandeo, Samir Saoudi, Alexis Mouche, Grald Dibarboure |
| 2020 | ICASSP | Learning Endmember Dynamics in Multitemporal Hyperspectral Data Using A State-Space Model Formulation. | Lucas Drumetz, Mauro Dalla Mura, Guillaume Tochon, Ronan Fablet |
| 2020 | ICASSP | Assimilation-Based Learning of Chaotic Dynamical Systems from Noisy and Partial Data. | Duong Nguyen, Said Ouala, Lucas Drumetz, Ronan Fablet |
| 2020 | IGARSS | Physically Informed Neural Networks for the Simulation and Data-Assimilation of Geophysical Dynamics. | Said Ouala, Ronan Fablet, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier |
| 2020 | IGARSS | Filtering Internal Tides from Wide-Swath Altimeter Data Using Convolutional Neural Networks. | Redouane Lguensat, Ronan Fablet, Julien Le Sommer, Sammy Metref, Emmanuel Cosme, Kaouther Ouenniche, Lucas Drumetz, Jonathan Gula |
| 2020 | MDM | Detection of Abnormal Vessel Behaviours from AIS data using GeoTrackNet: from the Laboratory to the Ocean. | Duong Nguyen, Matthieu Simonin, Guillaume Hajduch, Rodolphe Vadaine, Cdric Tedeschi, Ronan Fablet |
| 2019 | ICASSP | Recurrent Neural Networks with Stochastic Layers for Acoustic Novelty Detection. | Duong Nguyen, Oliver S. Kirsebom, Fbio Frazo, Ronan Fablet, Stan Matwin |
| 2019 | ICASSP | Learning Stochastic Representations of Geophysical Dynamics. | Said Ouala, Ronan Fablet, Cdric Herzet, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier |
| 2019 | ICASSP | Residual Integration Neural Network. | Said Ouala, Ananda Pascual, Ronan Fablet |
| 2019 | IGARSS | Sea Surface Dynamics Reconstruction Using Neural Networks Based Kalman Filter. | Said Ouala, Ronan Fablet, Cdric Herzet, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier |
| 2019 | IGARSS | Learning Ocean Dynamical Priors from Noisy Data Using Assimilation-Derived Neural Nets. | Said Ouala, Duong Nguyen, Cdric Herzet, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier, Ronan Fablet |
| 2019 | IGARSS | Learning Differential Transport Operators for the Joint Super-Resolution of Sea Surface Tracers and Prediction of Subgrid-Scale Features. | Ronan Fablet, Julien Le Sommer, Jean-Marc Molines, Lucas Drumetz, Franois Rousseau, Bertrand Chapron |
| 2018 | DSAA | A Multi-Task Deep Learning Architecture for Maritime Surveillance Using AIS Data Streams. | Duong Nguyen, Rodolphe Vadaine, Guillaume Hajduch, Ren Garello, Ronan Fablet |
| 2018 | IGARSS | Sea Surface Temperature Prediction and Reconstruction Using Patch-Level Neural Network Representations. | Said Ouala, Cdric Herzet, Ronan Fablet |
| 2018 | IGARSS | EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies. | Redouane Lguensat, Miao Sun, Ronan Fablet, Pierre Tandeo, Evan Mason, Ge Chen |
| 2018 | IGARSS | Analog Data Assimilation for Along-Track Nadir and Swot Altimetry Data in the Western Mediterranean Sea. | Manuel Lopez-Radcenco, Ananda Pascual, Laura Gmez-Navarro, Abdeldjalil Assa-El-Bey, Ronan Fablet |
| 2017 | ESANN | Non-negative decomposition of geophysical dynamics. | Manuel Lopez-Radcenco, Abdeldjalil Assa-El-Bey, Pierre Ailliot, Ronan Fablet |
| 2017 | ICIP | Data-driven assimilation of irregularly-sampled image time series. | Ronan Fablet, Phi Huynh Viet, Redouane Lguensat, Bertrand Chapron |
| 2017 | ICIP | Locally-adapted convolution-based super-resolution of irregularly-sampled ocean remote sensing data. | Manuel Lopez-Radcenco, Ronan Fablet, Abdeldjalil Assa-El-Bey, Pierre Ailliot |
| 2017 | IGARSS | Learning multi-tracer convolutional models for the reconstruction of high-resolution SSH fields. | Ronan Fablet, Manuel Lopez-Radcenco, Jacques Verron, Baptiste Mourre, Bertrand Chapron, Ananda Pascual |
| 2017 | IGARSS | Spatio-temporal interpolation of altimeter-derived SSH fields using analog data assimilation: A case-study in the south china sea. | Redouane Lguensat, Miao Sun, Ge Chen, Fenglin Tian, Ronan Fablet |
| 2016 | ICASSP | Non-negative decomposition of linear relationships: Application to multi-source ocean remote sensing data. | Manuel Lopez-Radcenco, Abdeldjalil Assa-El-Bey, Pierre Ailliot, Pierre Tandeo, Ronan Fablet |
| 2016 | ICPR | Convolutional Neural Networks for object recognition on mobile devices: A case study. | Luis Tobias, Aurlien Ducournau, Franois Rousseau, Grgoire Mercier, Ronan Fablet |
| 2015 | ICIP | Missing data super-resolution using non-local and statistical priors. | Ronan Fablet, Franois Rousseau |
| 2015 | ICIP | Non-parametric Ensemble Kalman methods for the inpainting of noisy dynamic textures. | Redouane Lguensat, Pierre Tandeo, Ronan Fablet, Pierre Ailliot |
| 2015 | ICIP | Non-homogeneous priors in a Bayesian latent class model for ocean color inversion. | Bertrand Saulquin, Ronan Fablet, Ludovic Bourg, Grgoire Mercier, Odile Fanton d'Andon |
| 2014 | ICIP | Ocean surface current retrieval using a non homogeneous Markov-switching multi-regime model. | Pierre Tandeo, Ronan Fablet, Pierre Ailliot |
| 2014 | IGARSS | Hidden surface dynamical modes and SSH retrievals from a joint analysis of altimetry and microwave SST. | Pierre Tandeo, Ronan Fablet, Pierre Ailliot |
| 2014 | IGARSS | Stochastic super-resolution of satellite-based Sea Surface Temperature using conditional SPDE models. | Brahim Boussidi, Ronan Fablet, Bertrand Chapron, Emmanuelle Autret |
| 2014 | IGARSS | Statistical emulation of high-resolution SAR wind fields from low-resolution model predictions. | Liyun He, Bertrand Chapron, Jean Tournadre, Ronan Fablet |
| 2013 | ICASSP | Random walk models for geometry-driven image super-resolution. | Ronan Fablet, Brahim Boussidi, Emmanuelle Autret, Bertrand Chapron |
| 2013 | ICIP | Spatio-temporal segmentation and estimation of ocean surface currents from satellite sea surface temperature fields. | Pierre Tandeo, Sileye O. Ba, Ronan Fablet, Bertrand Chapron, Emmanuelle Autret |
| 2012 | IGARSS | Multi-resolution data assimilation for missing data interpolation in geophysical sequences. | Sileye O. Ba, Bertrand Chapron, Ronan Fablet |
| 2011 | CVPR | Visual textures as realizations of multivariate log-Gaussian Cox processes. | Huu-Giao Nguyen, Ronan Fablet, Jean-Marc Boucher |
| 2011 | ICASSP | Log-gaussian cox processes of visual keypoints for sonar texture recognition. | Huu-Giao Nguyen, Ronan Fablet, Jean-Marc Boucher |
| 2011 | ICIP | Multi-resolution missing data interpolation in SST image series. | Sileye O. Ba, Thomas Corpetti, Ronan Fablet |
| 2011 | ICIP | Multivariate log-Gaussian Cox models of elementary shapes for recognizing natural scene categories. | Huu-Giao Nguyen, Ronan Fablet, Jean-Marc Boucher |
| 2010 | ECCV | Weakly Supervised Classification of Objects in Images Using Soft Random Forests. | Riwal Lefort, Ronan Fablet, Jean-Marc Boucher |
| 2010 | ECCV | Spatial Statistics of Visual Keypoints for Texture Recognition. | Huu-Giao Nguyen, Ronan Fablet, Jean-Marc Boucher |
| 2010 | ICASSP | Weakly supervised learning with decision trees applied to fisheries acoustics. | Riwal Lefort, Ronan Fablet, Jean-Marc Boucher |
| 2010 | ICASSP | Invariant descriptors of sonar textures from spatial statistics of local features. | Huu-Giao Nguyen, Ronan Fablet, Jean-Marc Boucher |
| 2010 | ICIP | Variational fronts tracking in sea surface temperature images. | Sileye O. Ba, Ronan Fablet |
| 2010 | IGARSS | Variational data assimilation for missing data interpolation in SST images. | Sileye O. Ba, Thomas Corpetti, Bertrand Chapron, Ronan Fablet |
| 2010 | IGARSS | Descriptors for sea surface temperature front regularity characterization. | Sileye O. Ba, Ronan Fablet, Dominique Pastor, Bertrand Chapron |
| 2009 | ICIP | Combining image-level and object-level inference for weakly supervised object recognition. Application to fisheries acoustics. | Riwal Lefort, Ronan Fablet, Imen Karoui, Jean-Marc Boucher |
| 2009 | ICIP | Shape geodesics for boundary-based object recognition and retrieval. | Kamal Nasreddine, Abdessalam Benzinou, Ronan Fablet |
| 2008 | ICPR | Weakly supervised learning using proportion-based information: An application to fisheries acoustics. | Ronan Fablet, Riwal Lefort, Carla Scalarin, Jacques Masse, Paul Cauchy, Jean-Marc Boucher |
| 2006 | ECCV | Interpolating Orientation Fields: An Axiomatic Approach. | Anatole Chessel, Frdric Cao, Ronan Fablet |
| 2006 | ICASSP | Unsupervised Calibrated Sonar Imaging for Seabed Observation Using Hidden Markov Random Fields. | Ronan Fablet, Jean-Marie Augustin |
| 2006 | ICASSP | Region-Based Image Segmentation Using Texture Statistics And Level-Set Methods. | Imen Karoui, Ronan Fablet, Jean-Marc Boucher, Jean-Marie Augustin |
| 2006 | ICIP | Orientation Interpolation and Applications. | Anatole Chessel, Ronan Fablet, Frdric Cao, Charles Kervrann |
| 2006 | ICIP | Variational Level-Set Reconstruction of Accretionary Morphogenesis from Images. | Ronan Fablet, Sylvain Pujolle, Anatole Chessel, Abdessalam Benzinou, Frdric Cao |
| 2005 | ICIP | Extraction and interpretation of ring structures in images of biological hard tissues: application to fish age and growth estimation. | Ronan Fablet |
| 2005 | ICIP | Variational multi-wavelet restoration of noisy images. | Ronan Fablet, Jean-Marie Augustin |
| 2004 | CVPR | The Dense Estimation of Motion and Appearance in Layers. | Hulya Yalcin, Michael J. Black, Ronan Fablet |
| 2004 | ICIP | Multiscale segmentation of textured sonar images using cooccuplrence statistics. | Imen Karoui, Jean-Marc Boucher, Ronan Fablet, Jean-Marie Augustin |
| 2004 | ICPR | Automatic Morphological Detection of Otolith Nucleus. | Frdric Cao, Ronan Fablet |
| 2004 | ICPR | Automatic Fish Age Estimation from Otolith Images using Statistical Learning. | Ronan Fablet, Nicolas Le Josse, Abdessalam Benzinou |
| 2003 | ICIP | Robust time-frequency model estimation in otolith images for fish age and growth analysis. | Ronan Fablet, Abdessalam Benzinou, Christian Doncarli |
| 2003 | ICIP | Robust statistical registration of 3D ultrasound images using texture information. | Franois Rousseau, Ronan Fablet, Christian Barillot |
| 2002 | ECCV | Automatic Detection and Tracking of Human Motion with a View-Based Representation. | Ronan Fablet, Michael J. Black |
| 2001 | CVPR | Non parametric motion recognition using temporal multiscale Gibbs models. | Ronan Fablet, Patrick Bouthemy |
| 2001 | ICIP | MRF-based moving object detection from MPEG coded video. | Abdeljabar Benzougar, Patrick Bouthemy, Ronan Fablet |
| 2001 | ICIP | Motion recognition using spatio-temporal random walks in sequence of 2D motion-related measurements. | Ronan Fablet, Patrick Bouthemy |
| 2000 | ICPR | Statistical Motion-Based Object Indexing Using Optic Flow Field. | Ronan Fablet, Patrick Bouthemy |
| 1999 | ICIP | Moving Object Detection in Color Image Sequences Using Region-Level Graph Labeling. | Ronan Fablet, Patrick Bouthemy, Marc Gelgon |
| 1998 | ICPR | Motion characterization from temporal cooccurrences of local motion-based measures for video indexing. | Patrick Bouthemy, Ronan Fablet |