Towards Heterogeneous-Degradation-Robust Image Fusion with Controllable Generative Modulation.
DuS-DiFuse is proposed, a robust dual-stream latent diffusion framework composed of a diffusion fusion unit and a generative modulation unit that achieves leading fusion performance, exhibits strong robustness to heterogeneous degradations, generalizes well across fusion tasks, and supports effective controllable gener...