Image Generation on LSUN Bedroom 256x256 (Metrics: FID, NFE)
2.65FIDStyleGAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| StyleGAN2022.09 | 2.65 | 1 | |
| DDPMMACs=248.7G, Throughput=0.21, Speed=1x, Steps=-2023.12 | 6.62 | — | |
| DeepCacheN=2, MACs=190.8G, Throughput=0.27, Speed=1.29x, Steps=02023.12 | 6.69 | — | |
| DDPMMACs=248.7G, Throughput=0.21, Speed=1x, Steps=-, reproduced=true2023.12 | 6.7 | — | |
| DDPM2022.09 | 6.86 | 1,000 | |
| DeepCacheN=3, MACs=172.3G, Throughput=0.3, Speed=1.43x, Steps=02023.12 | 7.2 | — | |
| DeepCacheN=5, MACs=156.0G, Throughput=0.31, Speed=1.48x, Steps=02023.12 | 9.49 | — | |
| VE-SDE2022.09 | 11.75 | 2,000 | |
| PFGMChannel Configuration=DDPM channel, Sampling Solver=RK452022.09 | 13.66 | 122 | |
| PFGMChannel Configuration=NCSN++ channel, Zmax=100, Sampling Solver=RK452022.09 | 17.01 | 134 | |
| Diff-PruningMACs=138.8G, Throughput=0.31, Speed=1.48x, Steps=200k2023.12 | 18.6 | — |