Image Generation on CIFAR10 (IS, FID, Recall, NFE, Time)
2.04FIDEDM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EDM2023.06 | 2.04 | 9.84 | — | 36 | — | |
| Score SDE (VE)2023.06 | 2.2 | 9.89 | 0.59 | 2,000 | 423.2 | |
| SIDDMsDiffusion steps=42023.06 | 2.24 | 9.85 | 0.61 | 4 | 0.2 | |
| UDM2023.06 | 2.33 | 10.1 | — | 2,000 | — | |
| Score SDE (VP)2023.06 | 2.41 | 9.68 | 0.59 | 2,000 | 421.5 | |
| Improved DDPM2023.06 | 2.9 | — | — | 4,000 | — | |
| StyleGAN2 w/ ADAAugmentation=ADA2023.06 | 2.92 | 9.83 | 0.49 | 1 | 0.04 | |
| CD2023.06 | 2.93 | 9.75 | — | 2 | — | |
| DDPM Distillation2023.06 | 3 | — | — | 4 | — | |
| DDPM2023.06 | 3.21 | 9.46 | 0.57 | 1,000 | 80.5 | |
| Masked D-MMDNFE=642026.03 | 3.5 | — | — | — | — | |
| Uniform D-MMDNFE=322026.03 | 3.7 | — | — | — | — | |
| DDGANsDiffusion steps=42023.06 | 3.75 | 9.63 | 0.57 | 4 | 0.2 | |
| Masked D-MMDNFE=322026.03 | 3.8 | — | — | — | — | |
| Uniform D-MMDNFE=162026.03 | 4.1 | — | — | — | — | |
| Uniform D-MMDNFE=82026.03 | 5 | — | — | — | — | |
| Masked D-MMDNFE=162026.03 | 5.3 | — | — | — | — | |
| StyleGAN2 w/ DiffaugAugmentation=Diffaug2023.06 | 5.79 | 9.4 | 0.42 | 1 | 0.04 | |
| Masked TeacherNFE=5122026.03 | 6.7 | — | — | — | — | |
| Uniform TeacherNFE=5122026.03 | 7.6 | — | — | — | — | |
| Di4C TeacherNFE=402026.03 | 8 | — | — | — | — | |
| StyleGAN2 w/o ADAAugmentation=none2023.06 | 8.32 | 9.18 | 0.41 | 1 | 0.04 | |
| Di4C (hybrid)NFE=202026.03 | 9.5 | — | — | — | — | |
| Uniform TeacherNFE=642026.03 | 10.7 | — | — | — | — | |
| Masked TeacherNFE=642026.03 | 20 | — | — | — | — | |
| Di4CNFE=102026.03 | 20.6 | — | — | — | — |