Dynamics-Inspired Diffusion for Foreground-Preserving Document Background Editing
This research develops a diffusion model to edit document backgrounds while perfectly preserving foreground text. It achieves this by changing how the diffusion process evolves, treating it as a controlled trajectory in latent space rather than using simple spatial masks. This method ensures consistent style across multiple pages and stabilizes text features through dynamic constraints.