Image Generation on ImageNet 64x64 (val)
1.37FIDYuan-TecSwin
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Yuan-TecSwinnum of model=1, Time-step strategy=Adapted time-step searching2025.12 | 1.37 | — | — | — | 12.2 | |
| Validation Data2023.10 | 1.41 | 64.1 | — | 67 | — | |
| CAF + GANN=12024.11 | 1.69 | 62.03 | — | 64 | — | |
| CTMNFE=22023.10 | 1.73 | 64.29 | — | 57 | — | |
| CDN=22024.11 | 1.73 | 64.29 | — | 57 | — | |
| CTMNFE=12023.10 | 1.92 | 70.38 | — | 57 | — | |
| CTMN=12024.11 | 1.92 | 70.38 | — | 57 | — | |
| ADMNFE=2502023.10 | 2.07 | — | — | 63 | — | |
| ADMN=2502024.11 | 2.07 | — | — | 63 | — | |
| StyleGAN-XLNFE=12023.10 | 2.09 | 82.35 | — | 52 | — | |
| StyleGAN-XLN=12024.11 | 2.09 | 82.35 | — | 52 | — | |
| EDM RES101 GUIDEDClassifier=OFF-THE-SHELF, Steps=36, Time (Hour)=8.42023.10 | 2.22 | — | — | — | — | |
| EDM BASELINEClassifier=None, Steps=36, Time (Hour)=82023.10 | 2.35 | — | — | — | — | |
| EDM RES101 GUIDEDClassifier=OFF-THE-SHELF, Steps=18, Time (Hour)=4.12023.10 | 2.35 | — | — | — | — | |
| EDMNFE=792023.10 | 2.44 | 48.88 | — | 67 | — | |
| EDMN=792024.11 | 2.44 | 48.88 | — | 67 | — | |
| EDM BASELINEClassifier=None, Steps=18, Time (Hour)=42023.10 | 2.54 | — | — | — | — | |
| DMDN=12024.11 | 2.62 | — | — | — | — | |
| iDDPMN=2502024.11 | 2.92 | — | — | 62 | — | |
| DEISN=202024.11 | 3.1 | — | — | — | — | |
| EDM RES101 GUIDEDClassifier=OFF-THE-SHELF, Steps=10, Time (Hour)=2.22023.10 | 3.38 | — | — | — | — | |
| DPM-solverN=202024.11 | 3.42 | — | — | — | — | |
| EDM BASELINEClassifier=None, Steps=10, Time (Hour)=2.12023.10 | 3.64 | — | — | — | — | |
| BigGAN-deepNFE=12023.10 | 4.06 | — | — | 48 | — | |
| BigGAN-deepN=12024.11 | 4.06 | — | — | 48 | — | |
| CDNFE=22023.10 | 4.7 | — | — | 64 | — | |
| PDN=22024.11 | 4.7 | — | — | 64 | — | |
| Diff-InstructN=12024.11 | 5.57 | — | — | — | — | |
| CDNFE=12023.10 | 6.2 | 40.08 | — | 63 | — | |
| CDN=12024.11 | 6.2 | 40.08 | — | 57 | — | |
| CAFN=12024.11 | 6.52 | 37.45 | — | 62 | — | |
| DEISN=102024.11 | 6.65 | — | — | — | — | |
| TRACTN=12024.11 | 7.43 | — | — | — | — | |
| DFNON=12024.11 | 7.83 | — | — | 61 | — | |
| DPM-solverN=102024.11 | 7.93 | — | — | — | — | |
| PDNFE=22023.10 | 8.95 | — | — | 65 | — | |
| DDPMN=2502024.11 | 11 | — | — | 58 | — | |
| CTN=22024.11 | 11.1 | — | — | 56 | — | |
| Self-labeled guidanceAnnotation-free?=true2022.10 | 12.1 | 23.1 | 78 | 62 | — | |
| CTN=12024.11 | 13 | — | — | 47 | — | |
| DDIMN=502024.11 | 13.7 | — | — | 56 | — | |
| PDNFE=12023.10 | 15.39 | — | — | 62 | — | |
| PDN=12024.11 | 15.39 | — | — | 62 | — | |
| BOOTNFE=12023.10 | 16.3 | — | — | 36 | — | |
| Ground-truth labels guidanceAnnotation-free?=false2022.10 | 16.8 | 18.6 | 71 | 62 | — | |
| DDIMN=102024.11 | 18.3 | — | — | 49 | — | |
| No guidanceAnnotation-free?=true2022.10 | 36.1 | 10.4 | 59 | 60 | — | |
| EDMN=52024.11 | 55.3 | — | — | — | — |