Abstract: Highlights•Divide the overall network into three sub-modules to enhance flexibility.•Feature extraction block is used to extract rain streaks with different directions.•Multi-scale constraint block is used to fuse context features of different scales.•For any image,Dynamic Inference can dynamically select the number of inference.•We achieve excellent performance on synthetic datasets and real-world datasets.
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