Revisiting Shape from Polarization in the Era of Vision Foundation Models

Chenhao Li, Taishi Ono, Takeshi Uemori +1

We show that, with polarization cues, a lightweight model trained on a small dataset can outperform RGB-only vision foundation models (VFMs) in single-shot object-level surface nor…