Image Generation on LSUN Church 256x256
2.95FIDStyleSwin
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| StyleSwinResolution=256x2562021.12 | 2.95 | 1.02 | 1.44 | — | — | — | — | — | — | — | — | |
| StyleGAN2Resolution=256x2562021.12 | 3.86 | 1.71 | 1.53 | — | — | — | — | — | — | — | — | |
| Inverse Noise CorrectionNoise Corrector Sampling Steps=200, Pre-Trained Model Sampling Steps=200, FLOPs/image=1.8062025.10 | 7.26 | — | — | — | — | — | — | — | — | — | — | |
| Inverse Noise CorrectionNoise Corrector Sampling Steps=100, Pre-Trained Model Sampling Steps=100, FLOPs/image=0.9032025.10 | 7.9 | — | — | — | — | — | — | — | — | — | — | |
| Pre-Trained ModelNoise Corrector Sampling Steps=-, Pre-Trained Model Sampling Steps=1000, FLOPs/image=6.8692025.10 | 8.4 | — | — | — | — | — | — | — | — | — | — | |
| Pre-Trained ModelNoise Corrector Sampling Steps=-, Pre-Trained Model Sampling Steps=200, FLOPs/image=1.3742025.10 | 8.63 | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN2-ADA2026.03 | 11.99 | 5.75 | — | 74 | 29 | 1.25 | 81 | — | — | — | — | |
| DSS-GANscan directions=3-dir2026.03 | 12.11 | 6.35 | — | 81 | 25 | 1.25 | 75 | — | — | — | — | |
| DSS-GANscan directions=2-dir2026.03 | 19.54 | 11 | — | 78 | 14 | 1.11 | 75 | — | — | — | — | |
| DSS-GANscan directions=1-dir2026.03 | 20.52 | 8.21 | — | 80 | 21 | 1.35 | 81 | — | — | — | — | |
| ACPO (DDPM + Framework)Resolution=256 x 2562026.04 | — | — | — | — | — | — | — | 0.0177 | 79.16 | 0.5401 | 58.88 | |
| DDPM BaselineResolution=256 x 2562026.04 | — | — | — | — | — | — | — | 0.0179 | 76.63 | 0.5444 | 59.3 |