Image Generation on ImageNet 128x128 (test val)
2.53FIDGuided Diffusion w/ BIGRoC_GT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Guided Diffusion w/ BIGRoC_GTArchitecture=Guided Diffusion, Resolution=128 x 128, Refinement=BIGRoC_GT2021.08 | 2.53 | — | — | — | 169.73 | |
| Guided Diffusion w/ BIGROC_GTArchitecture=Guided Diffusion, Resolution=128 x 128, Enhancement=BIGROC_GT2021.08 | 2.75 | — | 79 | 59 | — | |
| Guided Diffusion w/ BIGRoC_PLArchitecture=Guided Diffusion, Resolution=128 x 128, Refinement=BIGRoC_PL2021.08 | 2.77 | — | — | — | 150.43 | |
| Guided DiffusionArchitecture=Guided Diffusion, Resolution=128 x 1282021.08 | 2.97 | — | 78 | 59 | — | |
| Guided DiffusionArchitecture=Guided Diffusion, Resolution=128 x 1282021.08 | 2.97 | — | — | — | 141.37 | |
| ADM-GIterations=4360K, Generator Compute (V100-days)=521, Classifier Compute (V100-days)=9, Total Compute (V100-days)=5302021.05 | 3.09 | 5.59 | 82 | 54 | — | |
| ADM w/ BIGROC_GTArchitecture=ADM, Resolution=128 x 128, Enhancement=BIGROC_GT2021.08 | 4.41 | — | 72 | 64 | — | |
| ADM-GIterations=450K, Generator Compute (V100-days)=54, Classifier Compute (V100-days)=9, Total Compute (V100-days)=632021.05 | 5.67 | 6.19 | 82 | 49 | — | |
| BigGAN-deep w/ BIGRoC_PLArchitecture=BigGAN-deep, Resolution=128 x 128, Refinement=BIGRoC_PL2021.08 | 5.69 | — | — | — | 176.42 | |
| BigGAN-deep w/ BIGRoC_GTArchitecture=BigGAN-deep, Resolution=128 x 128, Refinement=BIGRoC_GT2021.08 | 5.71 | — | — | — | 226.17 | |
| ADMArchitecture=ADM, Resolution=128 x 1282021.08 | 5.91 | — | 70 | 65 | — | |
| BigGAN-deepTotal Compute (V100-days)=64-1282021.05 | 6.02 | 7.18 | 86 | 35 | — | |
| BigGAN-deepArchitecture=BigGAN-deep, Resolution=128 x 1282021.08 | 6.02 | — | — | — | 145.83 | |
| InfoMaxGAN w/ BIGROC_PLArchitecture=InfoMaxGAN, Resolution=128 x 128, Enhancement=BIGROC_PL2021.08 | 37.7 | — | 33 | 52 | — | |
| InfoMaxGAN w/ BIGRoC_PLArchitecture=InfoMaxGAN, Resolution=128 x 128, Refinement=BIGRoC_PL2021.08 | 37.7 | — | — | — | 75.49 | |
| SSGAN w/ BIGROC_PLArchitecture=SSGAN, Resolution=128 x 128, Enhancement=BIGROC_PL2021.08 | 38.93 | — | 33 | 51 | — | |
| SSGAN w/ BIGRoC_PLArchitecture=SSGAN, Resolution=128 x 128, Refinement=BIGRoC_PL2021.08 | 38.93 | — | — | — | 73.94 | |
| SNGAN w/ BIGROC_PLArchitecture=SNGAN, Resolution=128 x 128, Enhancement=BIGROC_PL2021.08 | 40.4 | — | 32 | 52 | — | |
| SNGAN w/ BIGRoC_PLArchitecture=SNGAN, Resolution=128 x 128, Refinement=BIGRoC_PL2021.08 | 40.4 | — | — | — | 71.67 | |
| InfoMaxGANArchitecture=InfoMaxGAN, Resolution=128 x 1282021.08 | 60.61 | — | 27 | 46 | — | |
| InfoMaxGANArchitecture=InfoMaxGAN, Resolution=128 x 1282021.08 | 60.61 | — | — | — | 13.79 | |
| SNGANArchitecture=SNGAN, Resolution=128 x 1282021.08 | 62.28 | — | 25 | 43 | — | |
| SNGANArchitecture=SNGAN, Resolution=128 x 1282021.08 | 62.28 | — | — | — | 13.05 | |
| SSGANArchitecture=SSGAN, Resolution=128 x 1282021.08 | 63.6 | — | 27 | 43 | — | |
| SSGANArchitecture=SSGAN, Resolution=128 x 1282021.08 | 63.6 | — | — | — | 13.75 |