Likelihood Estimation on CIFAR-10 (test)
2.42NLL (BPD)i-DODE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| i-DODESchedule=VP, data augmentation=true2023.05 | 2.42 | 3.76 | 215 | |
| VDMdata augmentation=true2023.05 | 2.49 | — | — | |
| i-DODESchedule=SP, data augmentation=false2023.05 | 2.56 | 11.2 | 162 | |
| i-DODESchedule=VP, data augmentation=false2023.05 | 2.57 | 10.74 | 126 | |
| VDMdata augmentation=false2023.05 | 2.65 | 7.6 | 1,000 | |
| VDMNFE=10K2024.02 | 2.65 | — | — | |
| CDM(OT)NFE=12024.02 | 2.89 | — | — | |
| ScoreFlow2023.05 | 2.9 | 5.4 | — | |
| CDM(UNIF.)NFE=12024.02 | 2.98 | — | — | |
| ScoreSDE2023.05 | 2.99 | 2.92 | — | |
| Flow Matching2023.05 | 2.99 | 6.35 | 142 | |
| Stochastic Interp.2023.05 | 2.99 | 10.27 | — | |
| FLOWMATCHINGNFE=1422024.02 | 2.99 | — | — | |
| DDPM++ CONT.NFE=~2002024.02 | 2.99 | — | — | |
| Soft Truncation2023.05 | 3.01 | 3.96 | — | |
| DDPM (SDE)NFE=~2002024.02 | 3.28 | — | — | |
| RESIDUAL FLOWNFE=12024.02 | 3.28 | — | — | |
| MINTNETNFE=1202024.02 | 3.32 | — | — | |
| GLOWNFE=12024.02 | 3.35 | — | — | |
| CDMNFE=12024.02 | 3.38 | — | — | |
| FFJORD2023.05 | 3.4 | — | — | |
| FFJORDNFE=~3K2024.02 | 3.4 | — | — | |
| iResNetNFE=1002024.02 | 3.45 | — | — | |
| REAL NVPNFE=12024.02 | 3.49 | — | — |