SVL uses vision-language alignment via scene-level shadow ratio regression and global-to-local coupling on a frozen DINOv3 encoder to disambiguate shadows from dark surfaces in dense prediction.
Multi-task learning for automotive foggy scene understanding via domain adaptation to an illumination-invariant representation
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