dADR-SR provides the implementation of a multi-channel dilated Adaptive Residual Network (here used to super-resolve ocean Absolute Dynamic Topography from the combination of satellite altimetry and thermal observations). The network and the training/test data used for its development are fully described in the paper:
- Buongiorno Nardelli, B.; Cavaliere, D.; Charles, E.; Ciani, D. Super-Resolving Ocean Dynamics from Space with Computer Vision Algorithms. Remote Sens. 2022, 14, 1159. https://doi.org/10.3390/rs14051159
The code is written in Python 3
These are the python packages required (tested versions):
- keras 2.6.0
- numpy 1.19.5
- netcdf4 1.5.7
The data used to develop the models can be found at
Bruno Buongiorno Nardelli, Consiglio Nazionale delle Ricerche - Istituto di Scienze Marine
https://orcid.org/0000-0002-3416-7189