Image Generation on CIFAR-10 (FID, IS, Precision, Recall, KID)
2.58FIDRF (ODE)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RF (ODE)sigma=0.02025.05 | 2.58 | 9.6 | — | 57 | — | |
| DDPMsigma=0.02025.05 | 3.21 | 9.46 | — | 57 | — | |
| RSDsigma=0.12025.05 | 3.98 | 9.34 | 64 | 57 | 0.0015 | |
| RSDsigma=0.22025.05 | 4.77 | 9.16 | 65 | 56 | 0.0025 | |
| NaiveSampling steps=1002026.06 | 5.27 | — | — | — | — | |
| MoG-da netSampling steps=1002026.06 | 5.75 | — | — | — | — | |
| DDIM (Uncond)Sampling steps=1002026.06 | 6.08 | — | — | — | — | |
| MoG-a netSampling steps=1002026.06 | 6.21 | — | — | — | — | |
| NaiveSampling steps=502026.06 | 6.54 | — | — | — | — | |
| MoG-da netSampling steps=502026.06 | 6.96 | — | — | — | — | |
| MoG-a netSampling steps=502026.06 | 7.35 | — | — | — | — | |
| DDIM (Uncond)Sampling steps=502026.06 | 7.74 | — | — | — | — | |
| NaiveSampling steps=252026.06 | 8.83 | — | — | — | — | |
| MoG-da netSampling steps=252026.06 | 9.16 | — | — | — | — | |
| MoG-a netSampling steps=252026.06 | 9.63 | — | — | — | — | |
| DDIM (Uncond)Sampling steps=252026.06 | 10.7 | — | — | — | — | |
| Teachersigma=0.22025.05 | 12.21 | 8.31 | 59 | 41 | 0.0059 | |
| NaiveSampling steps=102026.06 | 15.97 | — | — | — | — | |
| MoG-da netSampling steps=102026.06 | 16.5 | — | — | — | — | |
| MoG-a netSampling steps=102026.06 | 17.93 | — | — | — | — | |
| DDIM (Uncond)Sampling steps=102026.06 | 21.31 | — | — | — | — | |
| RSDsigma=0.42025.05 | 21.63 | 7.93 | 53 | 38 | 0.0127 | |
| BOLT-GANTraining Epochs=1002025.10 | 34.9 | 7.41 | — | — | 23.1 | |
| HINGE-GANTraining Epochs=1002025.10 | 35.8 | 7.32 | — | — | 24.2 | |
| WGANTraining Epochs=1002025.10 | 68.5 | 5.71 | — | — | 48.7 |