Abstract: Jointly estimating hand and object shape facilitates the grasping task in human-to-robot handovers. Relying on hand-crafted prior knowledge about the geometric structure of the object fails ...

(a) We introduce TransLab, a novel dataset for evaluating transparent object reconstruction. (b) Comparative results on TransLab demonstrate the superior capability of TSGS. (a) The two-stage training ...