Skip to Main content Skip to Navigation

Search by documents



hal-02274705v1  Journal articles
Said OualaDuong NguyenLucas DrumetzBertrand ChapronAnanda Pascual et al.  Learning Latent Dynamics for Partially-Observed Chaotic Systems
Chaos: An Interdisciplinary Journal of Nonlinear Science, American Institute of Physics, 2020, 30 (10), ⟨10.1063/5.0019309⟩
hal-02286003v1  Conference papers
Edurne Ibarrola-UlzurrunLucas DrumetzJocelyn ChanussotJavier MarcelloConsuelo Gonzalo-Martin. Classification Using Unmixing Models in Areas With Substantial Endmember Variability
WHISPERS 2018 - 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Sep 2018, Amsterdam, France. pp.1-4, ⟨10.1109/WHISPERS.2018.8747096⟩
hal-02285701v1  Conference papers
Ronan FabletLucas DrumetzFrançois Rousseau. End-to-end learning of optimal interpolators for geophysical dynamics
CI 2019 : 9th International Workshop on Climate Informatics, 2019, Paris, France
...
hal-03139133v1  Conference papers
Ronan FabletLucas DrumetzFrançois Rousseau. END-TO-END LEARNING OF VARIATIONAL MODELS AND SOLVERS FOR THE RESOLUTION OF INTERPOLATION PROBLEMS
ICASSP 2021 : IEEE International Conference on Acoustics, Speech and Signal Processing, Jun 2021, Toronto, United States. ⟨10.1109/ICASSP39728.2021.9414629⟩
...
hal-02947871v1  Journal articles
Jing QinHarlin LeeJocelyn T ChiLucas DrumetzJocelyn Chanussot et al.  Blind Hyperspectral Unmixing Based on Graph Total Variation Regularization
IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2021, 59 (4), pp.3338 - 3351. ⟨10.1109/TGRS.2020.3020810⟩
hal-02138883v1  Journal articles
Edurne Ibarrola-UlzurrunLucas DrumetzJavier MarcelloConsuelo Gonzalo-MartinJocelyn Chanussot. Hyperspectral Classification Through Unmixing Abundance Maps Addressing Spectral Variability
IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2019, 57 (7), pp.4775-4788. ⟨10.1109/TGRS.2019.2892903⟩
...
hal-02490607v1  Conference papers
Lucas DrumetzMauro Dalla MuraGuillaume TochonRonan Fablet. Learning Endmember Dynamics in Multitemporal Hyperspectral Data Using A State-Space Model Formulation
ICASSP 2020 - IEEE International Conference on Acoustics, Speech and Signal Processing, IEEE, May 2020, Barcelone (virtual), Spain. ⟨10.1109/ICASSP40776.2020.9053787⟩
hal-02288881v1  Conference papers
Touria BajjoukIchrak ZaratiLucas DrumetzMauro Dalla Mura. Spatial characterization of marine vegetation using semisupervised hyperspectral unmixing
WHISPERS 2019 - 10th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Sep 2019, Amsterdam, Netherlands. ⟨10.1109/WHISPERS.2019.8920949⟩
...
hal-02285697v1  Conference papers
Said OualaRonan FabletCedric HerzetLucas DrumetzBertrand Chapron et al.  Sea surface dynamics reconstruction using neural networks based kalman filter
IGARSS 2019 - International Geoscience and remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.1-5, ⟨10.1109/IGARSS.2019.8898086⟩
...
hal-02285693v1  Conference papers
Said OualaDuong NguyenCédric HerzetLucas DrumetzBertrand Chapron et al.  Learning ocean dynamical priors from noisy data using assimilation-derived neural nets
IGARSS 2019 - International Geoscience and remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.1-3, ⟨10.1109/IGARSS.2019.8900345⟩
...
hal-03683702v1  Conference papers
Raphael BaenaLucas DrumetzVincent Gripon. A Local Mixup to Prevent Manifold Intrusion
EUSIPCO 2022, Aug 2022, Belgrade, Serbia
...
hal-02941313v1  Conference papers
Duong NguyenSaid OualaLucas DrumetzRonan Fablet. Learning Chaotic and Stochastic Dynamics from Noisy and Partial Observation using Variational Deep Learning
CI'2020 : 10th International Conference on Climate Informatics, Sep 2020, Oxford, United Kingdom
hal-03500536v1  Journal articles
Clément BonetTitouan VayerNicolas CourtyFrançois SeptierLucas Drumetz. Subspace Detours Meet Gromov-Wasserstein
Algorithms, MDPI, 2021, Special Issue Optimal Transport: Algorithms and Applications, 14, pp.1-29. ⟨10.3390/a14120366⟩
...
hal-01800076v1  Conference papers
Lucas DrumetzJocelyn ChanussotA Iwasaki. Endmembers as Directional Data for Robust Material Variability Retrieval in Hyperspectral Image Unmixing
ICASSP 2018 - IEEE International Conference on Acoustics, Speech and Signal Processing, IEEE, Apr 2018, Calgary, Alberta, Canada. ⟨10.1109/ICASSP.2018.8462256⟩
hal-02941320v1  Conference papers
Redouane LguensatRonan FabletJulien Le SommerSammy MetrefEmmanuel Cosme et al.  Filtering Internal tides from wide-swath altimeter data using Convolutional Neural Networks.
IGARSS 2020: IEEE International Geoscience and Remote Sensing Symposium, Sep 2020, Waikoloa, United States. ⟨10.1109/IGARSS39084.2020.9323531⟩
...
hal-02138874v1  Journal articles
Lucas DrumetzTravis MeyerJocelyn ChanussotAndrea BertozziChristian Jutten. Hyperspectral Image Unmixing with Endmember Bundles and Group Sparsity Inducing Mixed Norms
IEEE Transactions on Image Processing, Institute of Electrical and Electronics Engineers, 2019, 28 (7), pp.3435-3450. ⟨10.1109/TIP.2019.2897254⟩
...
hal-02434671v1  Journal articles
Lucas DrumetzJocelyn ChanussotChristian Jutten. Spectral Unmixing: A Derivation of the Extended Linear Mixing Model from the Hapke Model
IEEE Geoscience and Remote Sensing Letters, IEEE - Institute of Electrical and Electronics Engineers, 2020, 17 (11), pp.1866-1870. ⟨10.1109/LGRS.2019.2958203⟩
hal-03675142v1  Conference papers
M. HamidoucheC. LassanceY. HuLucas DrumetzBastien Pasdeloup et al.  Improving Classification Accuracy With Graph Filtering
ICIP 2021: IEEE International Conference on Image Processing, Sep 2021, Anchorage, United States. pp.334-338, ⟨10.1109/ICIP42928.2021.9506042⟩
...
hal-01796729v2  Journal articles
François RousseauLucas DrumetzRonan Fablet. Residual Networks as Flows of Diffeomorphisms
Journal of Mathematical Imaging and Vision, Springer Verlag, 2019, ⟨10.1007/s10851-019-00890-3⟩
hal-02927356v1  Conference papers
Ronan FabletLucas DrumetzFrançois RousseauOlivier PannekouckeBertrand Chapron et al.  Joint learning of variational data assimilation models and solvers
ECMWF-ESA 2020 - Workshop on Machine Learning for Earth System Observation and Prediction, Oct 2020, Reading, United Kingdom
...
hal-02906798v1  Journal articles
Ronan FabletBertrand ChapronLucas DrumetzEtienne MéminOlivier Pannekoucke et al.  Learning Variational Data Assimilation Models and Solvers
Journal of Advances in Modeling Earth Systems, American Geophysical Union, 2021, 13, pp.article n° e2021MS002572. ⟨10.1029/2021MS002572⟩