Abstract: Highlights•Features from the spatial and frequency domains are utilized for segmentation.•Exposure attention correction solves complex exposure situations.•Dynamic exposure correction restores degraded images caused by light sources.•Combine information from two domains in a cross-way to enhance performance.
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