Abstract: Highlights•A new deep learning network (SIDNet) for single image dedusting.•SIDNet used dust-aware representation extraction module to better extract features.•SIDNet used color cast correction to obtain dedusting result with more natural color.•SIDNet designed a new loss function based on chromaticity in CIELAB color space.•Experimental results show that SIDNet provides better image dedusting performance.
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