VDSR4DEM

Have a look at https://opendem.info/superResolution.html for detailed information.

Very Deep Super Resolution (VDSR) for improved resolution of Digital Elevation Models.

Based on the implementation of George Seif GitHub. Thanks to Zushicat for the support.

An implementation of the Super Resolution CNN proposed in:

Kim, Jiwon, Jung Kwon Lee, and Kyoung Mu Lee. "Accurate image super-resolution using very deep convolutional networks." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2016.

The Notebook is running on Google Colab with data storage on Google Drive. Of course this could be adapted to local resources

Download the training, test and validation data of the austrian DTM here. License: Data by - Geoland.at (2019) - CC BY 4.0 (CC BY 4.0)