Image Generation on CIFAR-10 (NLL, FID)
2.65NLLVDM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VDMSDE=Linear, Type=Linear2022.05 | 2.65 | 7.41 | |
| LSGMSDE=Nonlinear, Type=VAE-based, #Params=506M, Objective=NLL2022.05 | 2.87 | 6.89 | |
| LSGMSDE=Nonlinear, Type=VAE-based, #Params=109M, Objective=balanced2022.05 | 2.96 | 4.6 | |
| LSGMSDE=Nonlinear, Type=VAE-based, #Params=269M, Objective=NLL2022.05 | 2.97 | 6.15 | |
| INDMSDE=Nonlinear, Type=Flow-based, #Params=121M, Objective=NLL2022.05 | 2.97 | 4.79 | |
| SB-FBSDESDE=SBP, Type=SBP, #Params=102M2022.05 | 2.98 | 3.18 | |
| LSGMSDE=Nonlinear, Type=VAE-based, #Params=476M, Objective=balanced2022.05 | 2.98 | 2.17 | |
| DDPM++SDE=Linear, Type=Linear, #Params=108M, Objective=NLL2022.05 | 3.01 | 4.88 | |
| INDMSDE=Nonlinear, Type=Flow-based, #Params=75M, Objective=NLL, Post-Processing=Soft Truncation2022.05 | 3.01 | 3.25 | |
| DiffFlowSDE=Nonlinear, Type=Flow-based, #Params=≈36M, Objective=FID2022.05 | 3.04 | 14.14 | |
| INDMSDE=Nonlinear, Type=Flow-based, #Params=118M, Objective=FID2022.05 | 3.09 | 2.28 | |
| DDPM++SDE=Linear, Type=Linear, #Params=108M, Objective=FID2022.05 | 3.19 | 2.64 | |
| CLD-SGMSDE=Linear, Type=Linear, #Params=108M2022.05 | 3.31 | 2.25 | |
| LSGMSDE=Nonlinear, Type=VAE-based, #Params=476M, Objective=FID2022.05 | 3.45 | 2.1 | |
| NCSN++SDE=Linear, Type=Linear, #Params=108M, Objective=FID2022.05 | 4.85 | 2.2 |