Image Generation on CIFAR-10 (test) (FID)
2.28FIDART-RL
Evaluation Results
| Method | Links | |
|---|---|---|
| ART-RLNFE=80, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 2.28 | |
| DPMNFE=80, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 2.41 | |
| EDMNFE=80, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 2.5 | |
| ART-RLNFE=50, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 2.63 | |
| DPMNFE=50, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 2.86 | |
| EDMNFE=50, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 3.01 | |
| ART-RLNFE=30, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 3.46 | |
| DPMNFE=30, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 3.95 | |
| EDMNFE=30, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 4.21 | |
| ART-RLNFE=12, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 7.84 | |
| DPMNFE=12, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 11.35 | |
| EDMNFE=12, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 11.91 | |
| ART-RLNFE=7, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 23.88 | |
| DPMNFE=7, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 27.07 | |
| EDMNFE=7, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 27.73 | |
| ART-RLNFE=5, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 28.16 | |
| UniformNFE=80, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 34.99 | |
| EDMNFE=5, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 49.1 | |
| DPMNFE=5, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 51.73 | |
| SISAArchitecture=WGAN_GP2025.02 | 53.34 | |
| UniformNFE=50, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 53.4 | |
| AdaBeliefArchitecture=WGAN_GP2025.02 | 65.71 | |
| AdamArchitecture=WGAN_GP2025.02 | 71.38 | |
| SISAArchitecture=WGAN2025.02 | 85.07 | |
| UniformNFE=30, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 85.83 | |
| ART-RLNFE=3, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 86.84 | |
| AdaBeliefArchitecture=WGAN2025.02 | 92.37 | |
| AdamArchitecture=WGAN2025.02 | 95.06 | |
| RMSPropArchitecture=WGAN2025.02 | 102.39 | |
| ART-RLNFE=2, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 109.11 | |
| RMSPropArchitecture=WGAN_GP2025.02 | 121.62 | |
| EDMNFE=3, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 122.56 | |
| DPMNFE=3, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 125.67 | |
| UniformNFE=12, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 162.14 | |
| UniformNFE=7, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 194.4 | |
| UniformNFE=5, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 214.6 | |
| UniformNFE=3, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 255.02 | |
| UniformNFE=2, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 280.5 | |
| DPMNFE=2, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 295.65 | |
| EDMNFE=2, Sampling Pipeline=EDM, Update Rule=Euler2026.07 | 295.65 |