Image Generation on LSUN Churches 256x256
1.59FIDProjectedGAN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ProjectedGAN2021.12 | 1.59 | 0.61 | 0.44 | — | — | |
| StyleGAN2Params=60M2021.11 | 3.86 | — | — | — | — | |
| StyleGAN22021.12 | 3.86 | — | — | — | — | |
| LDM-8Sampling steps=200, Regularization=KL-regularized2021.12 | 4.02 | 0.64 | 0.52 | — | — | |
| Discrete Absorbing DiffusionParams=145M, t=0.92021.11 | 4.07 | — | — | — | — | |
| StyleGAN2021.12 | 4.21 | — | — | — | — | |
| Discrete Absorbing DiffusionParams=145M, t=12021.11 | 5.58 | — | — | — | — | |
| PGGANParams=47M2021.11 | 6.42 | — | — | — | — | |
| PGGAN2021.12 | 6.42 | — | — | — | — | |
| ImageBARTParams=2104M2021.11 | 7.32 | — | — | — | — | |
| ImageBART2021.12 | 7.32 | — | — | — | — | |
| DCTParams=448M2021.11 | 7.56 | — | — | — | — | |
| TTParams=600M2021.11 | 7.81 | — | — | — | — | |
| DDPMParams=114M2021.11 | 7.89 | — | — | — | — | |
| DDPM2021.12 | 7.89 | — | — | — | — | |
| DDPMMACs=248.7G, Throughput=0.21, Speed=1x, Steps=-2023.12 | 10.58 | — | — | — | — | |
| DDPMMACs=248.7G, Throughput=0.21, Speed=1x, Steps=-, reproduced=true2023.12 | 10.87 | — | — | — | — | |
| DeepCacheN=2, MACs=190.8G, Throughput=0.27, Speed=1.29x, Steps=02023.12 | 11.31 | — | — | — | — | |
| DeepCacheN=3, MACs=172.3G, Throughput=0.3, Speed=1.43x, Steps=02023.12 | 11.75 | — | — | — | — | |
| DeepCacheN=5, MACs=156.0G, Throughput=0.31, Speed=1.48x, Steps=02023.12 | 13.68 | — | — | — | — | |
| Diff-PruningMACs=138.8G, Throughput=0.31, Speed=1.48x, Steps=500k2023.12 | 13.9 | — | — | — | — | |
| Flow MatchingPreconditioner type=Flow matching preconditioner, Resolution=256x256, Backbone=UNet2026.03 | 14.47 | — | — | — | — | |
| Flow MatchingPreconditioner type=No preconditioner, Resolution=256x256, Backbone=UNet2026.03 | 19.53 | — | — | — | — | |
| DCT2021.11 | — | 60 | 48 | — | — | |
| Discrete Absorbing Diffusiont=1.02021.11 | — | 70 | 42 | 1.12 | 0.73 | |
| Discrete Absorbing Diffusiont=0.92021.11 | — | 71 | 45 | 1.07 | 0.74 | |
| PGGAN2021.11 | — | 61 | 38 | 0.83 | 0.63 | |
| StyleGAN22021.11 | — | 60 | 43 | 0.83 | 0.68 | |
| TT2021.11 | — | 67 | 29 | 1.08 | 0.6 |