Imagine Flash is a novel diffusion model that utilizes a reverse distillation framework to achieve high-fidelity and diverse sample generation with just one to three steps. The model comprises three key components: reverse distillation, dynamic adaptive knowledge transfer, and noise correction techniques, significantly enhancing image quality and sample diversity in scenarios with extremely low steps.