Create a pipeline for performing turbidity mapping using a pre-trained 4dvarnet model over Wadden Sea region which contains Dutch Wadden Sea and German Wadden Sea.
Create a service for turbidity Mapping and analysing evaluation metrics and visualiations. This inference allows us to benchmark the model agaist a classical method called Dineof with the ML based 4dvarnet.
- Dataset is provided by CMEMS services, it is also uploaded on EDITO cloud
- A pretrained weight is uploaded on EDITO cloud as well
Description of the software packages that will be used (with links to github repos): https://github.com/nguyenthuynga/4dvarnet-starter
4DVarNet model training and inference needs heavy computation, and since the current GPU resources limit our inference to a month of data instead of the whole year at one. We will require H100 GPU for performing training/inference in the future.
List of people involved: Fabio, Minh, Nga, Shashank