cGAN brainstorming - Githubissues

ECMWFCode4Earth / tesserugged

Downscaling ERA5 using machine learning techniques

MIT License

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Open konradmayer opened 1 year ago

konradmayer commented 1 year ago

issue for brainstorming and material collection

konradmayer commented 1 year ago

@seblehner, @konradmayer, @alexanderkann

seblehner commented 1 year ago

ESRGAN paper: https://arxiv.org/pdf/1809.00219.pdf
Application of ESRGAN and modification to use PSD as loss, turning the Generator into a supervised problem and removing the Discriminator for better performance: https://ml4physicalsciences.github.io/2019/files/NeurIPS_ML4PS_2019_75.pdf