Unconditional Image Generation on FFHQ 256x256
2.57FIDPDM+CS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PDM+CSBackbone=ADM, NFE=500, Training=patch-wise2023.12 | 2.57 | — | |
| StyleSwinbCR=true2021.12 | 2.81 | — | |
| HiT-BbCR=true2021.12 | 2.95 | — | |
| Diffusion StyleGAN2+CSBackbone=StyleGAN2023.12 | 2.95 | — | |
| PDMBackbone=ADM, NFE=500, Training=patch-wise2023.12 | 3.13 | — | |
| PDM+CSBackbone=ADM, NFE=200, Training=patch-wise2023.12 | 3.52 | — | |
| StyleGAN2bCR=true2021.12 | 3.62 | — | |
| Diffusion StyleGAN2Backbone=StyleGAN2023.12 | 3.73 | — | |
| DPM-Solver+CSBackbone=ADM, NFE=5002023.12 | 4.01 | — | |
| DDIM+CSBackbone=ADM, NFE=5002023.12 | 4.02 | — | |
| CIPSbCR=false2021.12 | 4.38 | — | |
| DPM-Solver+CSBackbone=ADM, NFE=2002023.12 | 4.66 | — | |
| F-PNDMBackbone=ADM, NFE=5002023.12 | 4.79 | — | |
| SN-DDIMBackbone=ADM, NFE=5002023.12 | 5.44 | — | |
| Diffusion AutoencoderBackbone=ADM, NFE=5002023.12 | 5.81 | — | |
| Analytic-DDIMBackbone=ADM, NFE=5002023.12 | 5.98 | — | |
| PDM+CSBackbone=ADM, NFE=100, Training=patch-wise2023.12 | 6.11 | — | |
| PDMBackbone=ADM, NFE=200, Training=patch-wise2023.12 | 6.47 | — | |
| P2 DiffusionBackbone=ADM, NFE=5002023.12 | 6.97 | — | |
| DDIM+CSBackbone=ADM, NFE=2002023.12 | 7.31 | — | |
| U-Net GANbCR=false2021.12 | 7.63 | — | |
| GANFormer2Backbone=CNN+Transformer2023.12 | 7.77 | — | |
| D2CBackbone=NVAE+U-Net, NFE=5002023.12 | 7.94 | — | |
| F-PNDMBackbone=ADM, NFE=2002023.12 | 8.23 | — | |
| DPM-SolverBackbone=ADM, NFE=5002023.12 | 8.4 | — | |
| DDIMBackbone=ADM, NFE=5002023.12 | 8.41 | — | |
| DPM-SolverBackbone=ADM, NFE=2002023.12 | 8.47 | — | |
| SN-DDIMBackbone=ADM, NFE=2002023.12 | 8.79 | — | |
| Diffusion AutoencoderBackbone=ADM, NFE=2002023.12 | 8.8 | — | |
| Analytic-DDIMBackbone=ADM, NFE=2002023.12 | 9.02 | — | |
| Full Prec.Bits (W/A)=32/322023.11 | 9.36 | 8.67 | |
| TFMQ-DMBits (W/A)=8/82023.11 | 9.46 | 8.73 | |
| INR-GANbCR=false2021.12 | 9.57 | — | |
| VQGANBackbone=CNN+Transformer2023.12 | 9.6 | — | |
| DPM-Solver+CSBackbone=ADM, NFE=1002023.12 | 9.73 | — | |
| D2CBackbone=NVAE+U-Net, NFE=2002023.12 | 9.85 | — | |
| TFMQ-DMBits (W/A)=4/322023.11 | 9.89 | 9.06 | |
| TFMQ-DMBits (W/A)=4/82023.11 | 9.97 | 9.14 | |
| P2 DiffusionBackbone=ADM, NFE=2002023.12 | 10.38 | — | |
| PTQDBits (W/A)=8/82023.11 | 10.69 | 10.97 | |
| PTQ4DMBits (W/A)=8/82023.11 | 10.73 | 11.65 | |
| DPM-SolverBackbone=ADM, NFE=1002023.12 | 10.82 | — | |
| Q-DiffusionBits (W/A)=8/82023.11 | 10.87 | 10.01 | |
| U-Net GANBackbone=U-Net2023.12 | 10.9 | — | |
| NoiseRaterStep=+40k, Model Backbone=DiT-S/22026.05 | 10.93 | — | |
| Naive (max)Step=+40k, Model Backbone=DiT-S/22026.05 | 11.04 | — | |
| NoiseRaterStep=+30k, Model Backbone=DiT-S/22026.05 | 11.09 | — | |
| Naive (max)Step=+30k, Model Backbone=DiT-S/22026.05 | 11.18 | — | |
| DDIMBackbone=ADM, NFE=2002023.12 | 11.26 | — | |
| NoiseRaterStep=+20k, Model Backbone=DiT-S/22026.05 | 11.28 | — | |
| Naive (max)Step=+20k, Model Backbone=DiT-S/22026.05 | 11.32 | — | |
| VanillaStep=+40k, Model Backbone=DiT-S/22026.05 | 11.36 | — | |
| VQGANbCR=false2021.12 | 11.4 | — | |
| PTQDBits (W/A)=4/82023.11 | 11.42 | 11.43 | |
| Q-DiffusionBits (W/A)=4/82023.11 | 11.45 | 11.15 | |
| Naive (max)Step=+10k, Model Backbone=DiT-S/22026.05 | 11.47 | — | |
| NoiseRaterStep=+10k, Model Backbone=DiT-S/22026.05 | 11.54 | — | |
| VanillaStep=+30k, Model Backbone=DiT-S/22026.05 | 11.57 | — | |
| Q-DiffusionBits (W/A)=4/322023.11 | 11.6 | 10.3 | |
| VanillaStep=+20k, Model Backbone=DiT-S/22026.05 | 11.72 | — | |
| PTQ4DMBits (W/A)=4/322023.11 | 11.74 | 12.18 | |
| PTQ4DMBits (W/A)=4/82023.11 | 11.83 | 12.91 | |
| DDIM+CSBackbone=ADM, NFE=1002023.12 | 11.89 | — | |
| VanillaStep=+10k, Model Backbone=DiT-S/22026.05 | 11.98 | — | |
| PTQDBits (W/A)=4/322023.11 | 12.01 | 11.12 | |
| D2CBackbone=NVAE+U-Net, NFE=1002023.12 | 13.04 | — | |
| Naive (min)Step=+10k, Model Backbone=DiT-S/22026.05 | 13.14 | — | |
| Naive (min)Step=+20k, Model Backbone=DiT-S/22026.05 | 13.54 | — | |
| Naive (min)Step=+40k, Model Backbone=DiT-S/22026.05 | 13.62 | — | |
| Naive (min)Step=+30k, Model Backbone=DiT-S/22026.05 | 13.66 | — | |
| SN-DDIMBackbone=ADM, NFE=1002023.12 | 14.82 | — | |
| Analytic-DDIMBackbone=ADM, NFE=1002023.12 | 14.84 | — | |
| Diffusion AutoencoderBackbone=ADM, NFE=1002023.12 | 15.33 | — | |
| P2 DiffusionBackbone=ADM, NFE=1002023.12 | 16.78 | — | |
| F-PNDMBackbone=ADM, NFE=1002023.12 | 17.51 | — | |
| DDIMBackbone=ADM, NFE=1002023.12 | 17.89 | — | |
| PDMBackbone=ADM, NFE=100, Training=patch-wise2023.12 | 23.55 | — | |
| Cold DiffusionBackbone=ADM, NFE=5002023.12 | 28.11 | — | |
| Cold DiffusionBackbone=ADM, NFE=2002023.12 | 29.53 | — | |
| Cold DiffusionBackbone=ADM, NFE=1002023.12 | 31.32 | — |