PhD Thesis Defense
PhD Student
Robotics Institute,
Carnegie Mellon University

Deep 3D Geometric Reasoning for Robot Manipulation

NSH 3305

Abstract:  To solve general manipulation tasks in real-world environments, robots must be able to perceive and condition their manipulation policies on the 3D world. These agents will need to understand various common-sense spatial/geometric concepts about manipulation tasks: that local geometry can suggest potential manipulation strategies; that changes in observation viewpoint shouldn't affect the interpretation of [...]