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.
Moving cast shadow detection using physics-based features
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Revisiting Shadow Detection from a Vision-Language Perspective
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.