Adobe Research + Cornell University · Visual Understanding

UniD

Video model from Adobe Research and Cornell that predicts eight dense scene properties (depth, normals, segmentation, boundaries, human parts, albedo, shading, materials) in one forward pass, distilling per-task expert networks into a shared backbone so it needs no co-annotated data. ECCV 2026 paper, arXiv 2607.21592; no benchmark tables published yet.