Image Generation on CIFAR10 (test) (FID)
1.82FIDART-RL
Evaluation Results
| Method | Links | |
|---|---|---|
| ART-RLNFE=35, Sampler=Heun, Pipeline=EDM2026.07 | 1.82 | |
| EDMNFE=35, Sampler=Heun, Pipeline=EDM2026.07 | 1.85 | |
| DPMNFE=35, Sampler=Heun, Pipeline=EDM2026.07 | 1.89 | |
| ART-RLNFE=19, Sampler=Heun, Pipeline=EDM2026.07 | 2.45 | |
| EDMNFE=19, Sampler=Heun, Pipeline=EDM2026.07 | 2.54 | |
| DPMNFE=19, Sampler=Heun, Pipeline=EDM2026.07 | 2.76 | |
| VRFM-2Implementation=Guo and Schwing (2025)2025.05 | 3.478 | |
| Latent-CFMConfiguration=pretrained2025.05 | 3.514 | |
| VRFM-1Implementation=Guo and Schwing (2025)2025.05 | 3.561 | |
| ART-RLNFE=13, Sampler=Heun, Pipeline=EDM2026.07 | 5.44 | |
| VRFMInput Variables=(x1, t)2025.05 | 6.48 | |
| EDMNFE=13, Sampler=Heun, Pipeline=EDM2026.07 | 6.79 | |
| DPMNFE=13, Sampler=Heun, Pipeline=EDM2026.07 | 8.67 | |
| VRFMInput Variables=(x0, x1, xt, t)2025.05 | 16.276 | |
| ART-RLNFE=9, Sampler=Heun, Pipeline=EDM2026.07 | 32.13 | |
| EDMNFE=9, Sampler=Heun, Pipeline=EDM2026.07 | 35.54 | |
| DPMNFE=9, Sampler=Heun, Pipeline=EDM2026.07 | 52.29 | |
| UniformNFE=35, Sampler=Heun, Pipeline=EDM2026.07 | 118.02 | |
| ART-RLNFE=5, Sampler=Heun, Pipeline=EDM2026.07 | 130.48 | |
| ART-RLNFE=3, Sampler=Heun, Pipeline=EDM2026.07 | 152.86 | |
| UniformNFE=19, Sampler=Heun, Pipeline=EDM2026.07 | 168.87 | |
| UniformNFE=13, Sampler=Heun, Pipeline=EDM2026.07 | 191.69 | |
| UniformNFE=9, Sampler=Heun, Pipeline=EDM2026.07 | 213.13 | |
| DPMNFE=5, Sampler=Heun, Pipeline=EDM2026.07 | 244.5 | |
| UniformNFE=5, Sampler=Heun, Pipeline=EDM2026.07 | 254.47 | |
| UniformNFE=3, Sampler=Heun, Pipeline=EDM2026.07 | 280.29 | |
| EDMNFE=5, Sampler=Heun, Pipeline=EDM2026.07 | 305.15 | |
| DPMNFE=3, Sampler=Heun, Pipeline=EDM2026.07 | 465.83 | |
| EDMNFE=3, Sampler=Heun, Pipeline=EDM2026.07 | 465.83 |