Meng-Wei Ren

Persistent Identity Preservation in Generative Image Models: A Benchmark and Evaluation System

Generative image models can now produce high-quality images, follow complex instructions, and support precise edits, but they still struggle to preserve who or what is being depicted. When generating or editing images of a specific subject, identity may drift as the pose, expression, appearance, viewpoint, or surroundi...