Abstract: Highlights•A novel diffusion-based framework UIEDP for boosting underwater image enhancement.•UIEDP makes full use of natural image priors introduced by the pre-trained diffusion model.•UIEDP can integrate any existing underwater image enhancement method and boost the performance.
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