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Diffusion Model Image Restoration
DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior
Published:8/29/2023
Diffusion Model Image RestorationBlind Image RestorationHigh-Fidelity Image ReconstructionImage Quality EnhancementRegion-Adaptive Restoration Guidance
DiffBIR is a unified image restoration pipeline for blind image tasks, involving degradation removal and information regeneration. It utilizes IRControlNet for realistic detail generation and introduces regionadaptive guidance for usertunable balance between realness and fideli
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Enhancing Diffusion-based Restoration Models via Difficulty-Adaptive Reinforcement Learning with IQA Reward
Published:11/3/2025
Diffusion Model Image RestorationIQA-Based Reward MechanismDifficulty-Adaptive Reinforcement LearningReinforcement Learning in Image RestorationMLLM-based IQA
This study presents a difficultyadaptive reinforcement learning method that enhances diffusionbased image restoration models by integrating with an Image Quality Assessment (IQA) model, demonstrating improved fidelity and restoration performance on challenging samples.
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