Pro-Pose: Unpaired Full-Body Portrait Synthesis via Canonical UV Maps

ArXi:2512.17143v2 Announce Type: replace Photographs of people taken by professional photographers typically present the person in beautiful lighting, with an interesting pose, and flattering quality. This is unlike common photos people take of themselves in uncontrolled conditions. In this paper, we explore how to canonicalize a person's 'in-the-wild' photograph into a controllable, high-fidelity avatar -- reposed in a simple environment with standardized minimal clothing.