Bridging the Manifold Gap: Riemannian Residual Line Search for One-Step Image Editing

Hongzhu Yi, Zhongtian Luo, Tong Li +2

One-step diffusion editors are fast because they avoid inversion and iterative optimization, but a single transport update must be aggressive enough to realize the target prompt an…