Unconditional Image Generation on CIFAR-10 32x32 unconditional (test)
1.87FIDCTM
Evaluation Results
| Method | Links | |
|---|---|---|
| CTMNFE=12025.09 | 1.87 | |
| SiDNFE=12025.09 | 1.92 | |
| CMT (w/ ECT)NFE=22025.09 | 1.97 | |
| IMMNFE=22025.09 | 1.98 | |
| EDMNFE=352025.09 | 2.01 | |
| Stable CTNFE=22025.09 | 2.02 | |
| VCTNFE=22025.09 | 2.02 | |
| TCMNFE=22025.09 | 2.05 | |
| sCTNFE=22025.09 | 2.06 | |
| ECTNFE=22025.09 | 2.11 | |
| iCT-deepNFE=22025.09 | 2.24 | |
| iCTNFE=22025.09 | 2.46 | |
| TCMNFE=12025.09 | 2.46 | |
| iCT-deepNFE=12025.09 | 2.51 | |
| sCDNFE=22025.09 | 2.52 | |
| CMT (w/ ECT)NFE=12025.09 | 2.74 | |
| iCTNFE=12025.09 | 2.83 | |
| sCTNFE=12025.09 | 2.85 | |
| Stable CTNFE=12025.09 | 2.92 | |
| MFNFE=12025.09 | 2.92 | |
| CDNFE=22025.09 | 2.93 | |
| IMMNFE=12025.09 | 3.2 | |
| VCTNFE=12025.09 | 3.26 | |
| TRACTNFE=22025.09 | 3.32 | |
| CDNFE=12025.09 | 3.55 | |
| Immiscible (KNN)Architecture=Flow Matching2025.05 | 3.56 | |
| ECTNFE=12025.09 | 3.6 | |
| sCDNFE=12025.09 | 3.66 | |
| DMDNFE=12025.09 | 3.77 | |
| DFNONFE=12025.09 | 3.78 | |
| TRACTNFE=12025.09 | 3.78 | |
| Immiscible (KNN)Architecture=DDIM2025.05 | 4.45 | |
| 2-Rectified FlowNFE=12025.09 | 4.85 | |
| VanillaArchitecture=Flow Matching2025.05 | 4.92 | |
| Immiscible (Assignment)Architecture=Flow Matching2025.05 | 5.02 | |
| Immiscible (Assignment)Architecture=DDIM2025.05 | 5.14 | |
| PDNFE=22025.09 | 5.58 | |
| VanillaArchitecture=DDIM2025.05 | 6.63 | |
| PDNFE=12025.09 | 8.34 | |
| Immiscible (Assignment)Architecture=Consistency Models2025.05 | 8.54 | |
| Immiscible (KNN)Architecture=Consistency Models2025.05 | 9.16 | |
| VanillaArchitecture=Consistency Models2025.05 | 10.22 |