An experimental study on EUV‐to‐magnetogram image translation using conditional Generative Adversarial Networks

M Dannehl, V Delouille, V Barra - Earth and Space Science, 2024 - Wiley Online Library
Deep generative models have recently become popular in heliophysics for their capacity to
fill in gaps in solar observational data sets, thereby helping mitigating the data scarcity issue …

[PDF][PDF] ITI for the Sun

R Jarolim, A Veronig, W Pötzi, T Podladchikova… - ml-helio.github.io
In solar physics, the study of long-term evolution typically exceeds the lifetime of single
instruments. Data-driven approaches are limited in terms of homogeneous historical data …