notesum.ai
Published at November 2Infinite-Resolution Integral Noise Warping for Diffusion Models
cs.CV
cs.AI
cs.GR
cs.LG
Released Date: November 2, 2024
Authors: Yitong Deng1, Winnie Lin2, Lingxiao Li2, Dmitriy Smirnov2, Ryan Burgert3, Ning Yu4, Vincent Dedun2, Mohammad H. Taghavi2
Aff.: 1Stanford University; 2Netflix; 3Stony Brook University; 4Netflix Eyeline Studios

| Distribution Preservation Metrics | ||||||
|---|---|---|---|---|---|---|
| Method | Ours, grid-based | Ours, particle-based | HIWYN, | Bilinear | Bicubic | Nearest Neighbor |
| Moranās | 5.103e-4 / 0.849 | -1.995e-3 / 0.475 | 3.215e-3 / 0.243 | 0.612 / 0 | 0.983 / 0 | 2.974e-2 / 6.103e-27 |
| K-S Test | 3.410e-3 / 0.430 | 3.023e-3 / 0.586 | 3.274e-3 / 0.482 | 0.366 / 0 | 0.422 / 0 | 9.806e-3 / 6.681e-06 |