Rethinking FID Through the Geometry of the Reference Dataset

Yunghee Lee, Byeonghyun Pak

Fréchet Inception Distance (FID) is widely used to evaluate image generators, yet lower FID does not always correspond to better sample quality. We show that this mismatch depends…