Fig. 1: The framework of diffusion model.
From: GuidePaint: lossless image-guided diffusion model for ancient mural image restoration

The forward process q(xt∣xt−1), the model training stage, progressively adds noise to the original image. The reverse process pθ(xt−1∣xt), the model prediction stage, removes the noise step by step.