Unconditional Image Generation on LSUN Bedrooms
1.44FIDSeQ-GAN + AR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SeQ-GAN + ARParams=57.9M + 171M, Steps=2562022.12 | 1.44 | — | — | |
| ADMParams=552M, Steps=10002022.12 | 1.9 | — | — | |
| SeQ-GAN + NARParams=57.9M + 171M, Steps=122022.12 | 2.05 | — | — | |
| StyleGAN2Params=30M, Steps=12022.12 | 2.35 | — | — | |
| RQ-VAEParams=100M + 370M†/650M‡, Steps=2562022.12 | 3.04 | — | — | |
| Learned SamplerAFS=false, Denoising=true, NFEs=202022.10 | 4.82 | — | — | |
| DDPMParams=114M†/256M‡, Steps=10002022.12 | 4.9 | — | — | |
| GENIEAFS=false, Denoising=true, NFEs=252022.10 | 5.35 | — | — | |
| GENIEAFS=true, Denoising=true, NFEs=252022.10 | 5.4 | — | — | |
| ImageBARTParams=-, Steps=10242022.12 | 5.51 | — | — | |
| GENIEAFS=true, Denoising=true, NFEs=202022.10 | 5.79 | — | — | |
| GENIEAFS=false, Denoising=true, NFEs=202022.10 | 5.8 | — | — | |
| DDIMAFS=true, Denoising=true, NFEs=252022.10 | 6.05 | — | — | |
| DDIMAFS=false, Denoising=true, NFEs=252022.10 | 6.2 | — | — | |
| VQGANParams=72.1M + 801M, Steps=2562022.12 | 6.35 | — | — | |
| BaselineBitwidth=FP2023.05 | 6.39 | 2.45 | 9.45 | |
| DCTParams=473M†/448M‡, Steps=>10242022.12 | 6.4 | — | — | |
| APQ-DMBitwidth=W8A82023.05 | 6.46 | 2.55 | 11.82 | |
| S-PNDMAFS=true, Denoising=true, NFEs=252022.10 | 6.71 | — | — | |
| DDIMAFS=true, Denoising=true, NFEs=202022.10 | 6.77 | — | — | |
| S-PNDMAFS=false, Denoising=true, NFEs=252022.10 | 6.8 | — | — | |
| GENIEAFS=true, Denoising=true, NFEs=152022.10 | 6.83 | — | — | |
| Q-DiffusionBitwidth=W8A82023.05 | 7.04 | 2.27 | 12.24 | |
| DDIMAFS=false, Denoising=true, NFEs=202022.10 | 7.12 | — | — | |
| GENIEAFS=false, Denoising=true, NFEs=152022.10 | 7.18 | — | — | |
| S-PNDMAFS=true, Denoising=true, NFEs=202022.10 | 7.23 | — | — | |
| S-PNDMAFS=false, Denoising=true, NFEs=202022.10 | 7.33 | — | — | |
| PTQ4DMBitwidth=W8A82023.05 | 7.48 | 2.23 | 12.42 | |
| F-PNDMAFS=true, Denoising=true, NFEs=252022.10 | 7.69 | — | — | |
| F-PNDMAFS=false, Denoising=true, NFEs=252022.10 | 7.86 | — | — | |
| S-PNDMAFS=true, Denoising=true, NFEs=152022.10 | 8.14 | — | — | |
| DDIMAFS=true, Denoising=true, NFEs=152022.10 | 8.21 | — | — | |
| S-PNDMAFS=false, Denoising=true, NFEs=152022.10 | 8.4 | — | — | |
| DDIMAFS=false, Denoising=true, NFEs=152022.10 | 9.18 | — | — | |
| F-PNDMAFS=true, Denoising=true, NFEs=202022.10 | 9.27 | — | — | |
| GENIEAFS=true, Denoising=true, NFEs=102022.10 | 9.29 | — | — | |
| F-PNDMAFS=false, Denoising=true, NFEs=202022.10 | 9.85 | — | — | |
| S-PNDMAFS=true, Denoising=true, NFEs=102022.10 | 10.8 | — | — | |
| Learned SamplerAFS=false, Denoising=true, NFEs=102022.10 | 11 | — | — | |
| GENIEAFS=false, Denoising=false, NFEs=252022.10 | 11.1 | — | — | |
| GENIEAFS=false, Denoising=true, NFEs=102022.10 | 11.4 | — | — | |
| GENIEAFS=false, Denoising=false, NFEs=202022.10 | 11.6 | — | — | |
| GENIEAFS=true, Denoising=false, NFEs=252022.10 | 11.6 | — | — | |
| S-PNDMAFS=false, Denoising=true, NFEs=102022.10 | 12.2 | — | — | |
| GENIEAFS=true, Denoising=false, NFEs=202022.10 | 12.3 | — | — | |
| S-PNDMAFS=false, Denoising=false, NFEs=252022.10 | 12.4 | — | — | |
| S-PNDMAFS=true, Denoising=false, NFEs=252022.10 | 12.4 | — | — | |
| DDIMAFS=true, Denoising=true, NFEs=102022.10 | 12.5 | — | — | |
| GENIEAFS=false, Denoising=false, NFEs=152022.10 | 13.3 | — | — | |
| S-PNDMAFS=true, Denoising=false, NFEs=202022.10 | 13.4 | — | — | |
| S-PNDMAFS=false, Denoising=false, NFEs=202022.10 | 13.5 | — | — | |
| GENIEAFS=true, Denoising=false, NFEs=152022.10 | 14.1 | — | — | |
| DDIMAFS=false, Denoising=false, NFEs=252022.10 | 14.2 | — | — | |
| F-PNDMAFS=true, Denoising=false, NFEs=252022.10 | 14.3 | — | — | |
| DDIMAFS=true, Denoising=false, NFEs=252022.10 | 14.6 | — | — | |
| F-PNDMAFS=false, Denoising=false, NFEs=252022.10 | 14.6 | — | — | |
| S-PNDMAFS=true, Denoising=false, NFEs=152022.10 | 15.2 | — | — | |
| S-PNDMAFS=false, Denoising=false, NFEs=152022.10 | 15.7 | — | — | |
| APQ-DMBitwidth=W6A62023.05 | 15.72 | 2.3 | 17.24 | |
| DDIMAFS=false, Denoising=false, NFEs=202022.10 | 15.8 | — | — | |
| DDIMAFS=false, Denoising=true, NFEs=102022.10 | 16.3 | — | — | |
| DDIMAFS=true, Denoising=false, NFEs=202022.10 | 16.3 | — | — | |
| PTQ4DMBitwidth=W6A62023.05 | 16.85 | 2.11 | 19.65 | |
| LSQBitwidth=W8A82023.05 | 16.95 | 2.13 | 18.85 | |
| GENIEAFS=false, Denoising=false, NFEs=102022.10 | 17.1 | — | — | |
| F-PNDMAFS=true, Denoising=false, NFEs=202022.10 | 17.5 | — | — | |
| Q-DiffusionBitwidth=W6A62023.05 | 17.57 | 2.09 | 18.74 | |
| GENIEAFS=true, Denoising=false, NFEs=102022.10 | 18.4 | — | — | |
| BOSS-6steps=62023.12 | 18.45 | — | — | |
| F-PNDMAFS=false, Denoising=false, NFEs=202022.10 | 18.5 | — | — | |
| F-PNDMAFS=true, Denoising=true, NFEs=152022.10 | 18.9 | — | — | |
| DDIMAFS=false, Denoising=false, NFEs=152022.10 | 19 | — | — | |
| DDIMAFS=true, Denoising=false, NFEs=152022.10 | 19.3 | — | — | |
| S-PNDMAFS=true, Denoising=false, NFEs=102022.10 | 20.2 | — | — | |
| S-PNDMAFS=false, Denoising=false, NFEs=102022.10 | 22.1 | — | — | |
| F-PNDMAFS=false, Denoising=true, NFEs=152022.10 | 26.8 | — | — | |
| DDIMAFS=false, Denoising=false, NFEs=102022.10 | 27.1 | — | — | |
| DDIMAFS=true, Denoising=false, NFEs=102022.10 | 27.1 | — | — | |
| Learned SamplerAFS=false, Denoising=true, NFEs=52022.10 | 29.2 | — | — | |
| F-PNDMAFS=true, Denoising=false, NFEs=152022.10 | 29.4 | — | — | |
| F-PNDMAFS=false, Denoising=false, NFEs=152022.10 | 36.1 | — | — | |
| Distill-6-Reflowsteps=62023.12 | 41.17 | — | — | |
| DDIMAFS=true, Denoising=true, NFEs=52022.10 | 42.5 | — | — | |
| S-PNDMAFS=true, Denoising=true, NFEs=52022.10 | 45 | — | — | |
| Uniform-Reflowtype=reflow2023.12 | 45.13 | — | — | |
| GENIEAFS=true, Denoising=true, NFEs=52022.10 | 47.3 | — | — | |
| S-PNDMAFS=true, Denoising=false, NFEs=52022.10 | 48 | — | — | |
| GENIEAFS=true, Denoising=false, NFEs=52022.10 | 55.9 | — | — | |
| DDIMAFS=true, Denoising=false, NFEs=52022.10 | 62.1 | — | — | |
| DDIMAFS=false, Denoising=false, NFEs=52022.10 | 69.6 | — | — | |
| S-PNDMAFS=false, Denoising=false, NFEs=52022.10 | 70.4 | — | — | |
| GENIEAFS=false, Denoising=false, NFEs=52022.10 | 74.1 | — | — | |
| DDIMAFS=false, Denoising=true, NFEs=52022.10 | 81 | — | — | |
| S-PNDMAFS=false, Denoising=true, NFEs=52022.10 | 88.9 | — | — | |
| GENIEAFS=false, Denoising=true, NFEs=52022.10 | 115 | — | — | |
| LSQBitwidth=W6A62023.05 | 122.45 | 1.68 | 126.24 |