Generalized pipeline of proposed method. The top branch represents inference. The DDPM model acts as a stochastic image-to-image translator, transforming the conditioning z and the model noise ϵ into the target image and corresponding ŝ. The predicted sky model is then processed by the localization algorithm, outputting the corresponding coordinates and fluxes. The bottom branch represents the simplified measurement process.