Efficient One-Step Image Super-Resolution with Degradation-Guided Diffusion Priors

The proposed S3Diff model leverages a pre-trained text-to-image diffusion model as a prior to enable efficient and high-quality single-step image super-resolution, by incorporating a degradation-guided low-rank adaptation module and an online negative prompting training strategy.