Unconditional Image Generation on CIFAR-10 unconditional 32x32
1.98FIDEDM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EDM2024.10 | 1.98 | 35 | — | |
| LSGM2024.10 | 2.1 | 147 | — | |
| Oscillation HGFArchitecture=DDPM2024.10 | 2.12 | 35 | — | |
| PFGM2024.10 | 2.48 | 104 | — | |
| FM-OT (BNS)2024.10 | 2.73 | 8 | — | |
| PreSSnoise schedule=cosine2025.12 | 2.89 | — | 9.7 | |
| StyleGAN2-ADA2024.10 | 2.92 | 1 | — | |
| VP-SDE2024.10 | 3.01 | 35 | — | |
| DDPMnoise schedule=cosine2025.12 | 3.05 | — | 9.07 | |
| DDPM2024.10 | 3.17 | 1,000 | — | |
| VE-SDE2024.10 | 3.77 | 35 | — | |
| CDL-VEFull name=Contrastive Diffusion Loss on VE, Sampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 7.35 | — | — | |
| CDL-VPFull name=Contrastive Diffusion Loss on VP, Sampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 7.47 | — | — | |
| VEFull name=NCSN++ cont. (VE), Sampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 7.81 | — | — | |
| VPFull name=DDPM++ cont. (VP), Sampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 7.93 | — | — | |
| CDL-DDPMSampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 9.06 | — | — | |
| DDPMSampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 9.43 | — | — |