Abstract: Highlights•We propose a unique RGB unbalanced point map to address information distortion.•UPT-Flow is a novel normalization flow that achieves SOTA performance in LLIE tasks.•Using multi-scale transformer feature fusion to guide flow learning.•Experiments on image enhancement, object detection, and semantic segmentation.
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