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GeoTrackNet
A Maritime Anomaly Detector using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection4dvarnet-core
Core implementation of the 4DVarNet architectureDLGD2022
DLOA2023
Introductory course on Deep Learning for Ocean and Atmosphere Dynamics4dvarnet-starter
Streamlined version of the 4dvarnet algorithm: probably a good starting point to understand and applying itConditional_StyleGAN2_pytorch
DLGD2021
ai4oac2023
DAODEN
Implementation of Data-Assimilation-based ODE Network (DAODEN) (https://arxiv.org/abs/2009.02296)DinAE_4DVarNN_torch
DetideNet
DetideNet: Filtering Internal tides from wide-swath altimeter data using Convolutional Neural NetworksDriftNet
A novel fully-convolutional architecture inspired from the Eulerian Fokker-Planck representation of Lagrangian dynamics at sea surfaceCIA-Oceanix.github.io
NbedDyn
Learning latent dynamics for partially-observed chaotic systemsDynamical_Systems_Identification
On the data-driven identification of some dynamical systems, linear regression, NODEs ...Augmented_Koopman
MediSAR
Bounded-NbedDyn
Implementation of the Neural Embedding model with boundedness constraintsDINAE_keras
End-to-end learning (see Fablet et al., 2019)JeanZayTools
SAR-Segmentation
DLCourse_MOi_2022
4DVN-MM-W2D
Reconstruction of high-resolution wind speed fields from local and low-resolution wind speed fieldsLove Open Source and this site? Check out how you can help us