Image Generation on CIFAR-10 (FID, Inception Score, NFE)
2.2FIDNCSN++ deep VE-SDE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NCSN++ deep VE-SDEInvertible=false2022.09 | 2.2 | 9.89 | 2,000 | |
| PFGMBackbone=DDPM++ deep, Invertible=true2022.09 | 2.35 | 9.68 | 110 | |
| NCSN++ VE-SDEInvertible=false2022.09 | 2.38 | 9.83 | 2,000 | |
| VP-SDEBackbone=DDPM++ deep, Invertible=false2022.09 | 2.41 | 9.68 | 1,000 | |
| sub-VP-SDEBackbone=DDPM++ deep, Invertible=false2022.09 | 2.41 | 9.57 | 1,000 | |
| StyleGAN2-ADA (cond.)Invertible=false2022.09 | 2.42 | 10.14 | 1 | |
| PFGMBackbone=DDPM++, Invertible=true2022.09 | 2.48 | 9.65 | 104 | |
| VP-SDEBackbone=DDPM++, Invertible=false2022.09 | 2.55 | 9.58 | 1,000 | |
| sub-VP-SDEBackbone=DDPM++, Invertible=false2022.09 | 2.61 | 9.56 | 1,000 | |
| VP-ODEBackbone=DDPM++ deep, Invertible=true2022.09 | 2.86 | 9.47 | 134 | |
| StyleGAN2-ADAInvertible=false2022.09 | 2.92 | 9.83 | 1 | |
| VP-ODEBackbone=DDPM++, Invertible=true2022.09 | 2.97 | 9.46 | 134 | |
| sub-VP-ODEBackbone=DDPM++ deep, Invertible=true2022.09 | 3.05 | 9.4 | 146 | |
| sub-VP-ODEBackbone=DDPM++, Invertible=true2022.09 | 3.16 | 9.3 | 146 | |
| DDPMInvertible=false2022.09 | 3.17 | 9.46 | 1,000 | |
| DDIMInvertible=true, T=1002022.09 | 4.16 | — | 100 | |
| DDIMInvertible=true, T=502022.09 | 4.67 | — | 50 | |
| NCSN++ VE-ODEInvertible=true2022.09 | 5.29 | 9.34 | 194 | |
| VITGANInvertible=false2022.09 | 6.66 | 9.3 | 1 | |
| NCSN++ deep VE-ODEInvertible=true2022.09 | 7.66 | 9.17 | 194 | |
| NCSNv2Invertible=false2022.09 | 10.87 | 8.4 | 1,161 | |
| NCSNInvertible=false2022.09 | 25.32 | 8.87 | 1,001 | |
| IGEBMInvertible=false2022.09 | 40.6 | 6.02 | 60 | |
| GlowInvertible=true2022.09 | 48.9 | 3.92 | 1 | |
| PixelCNNInvertible=false2022.09 | 65.9 | 4.6 | 1,024 |