Yinglian Ji

PolarDepth: Monocular Transparent Object Depth from Polar-Physics Priors

Depth estimation for transparent objects remains a fundamental challenge, as RGB-based cues often fail in regions affected by refraction and light transmission. Polarization provides physically grounded information related to surface orientation and material properties, offering reliable geometric c…