Abstract: Highlights•A novel hierarchical probabilistic model with reinforcement learning (HPUIE-RL) is proposed.•A reinforcement learning-based fine-tuning framework is developed for unsupervised optimization.•The HPUIE-RL model demonstrates superior visual and quantitative performance.
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