Image Generation on CIFAR10 50k samples (test)
1.79FIDEDM
Evaluation Results
| Method | Links | |
|---|---|---|
| EDMNFE=35, Conditional=true2025.09 | 1.79 | |
| EDMNFE=35, Conditional=false2025.09 | 1.97 | |
| UniPCModel=EDM, NFE=252023.10 | 2 | |
| DPM-Solver-v3Model=EDM, NFE=252023.10 | 2 | |
| UniPCModel=EDM, NFE=202023.10 | 2.01 | |
| DPM-Solver++Model=EDM, NFE=252023.10 | 2.02 | |
| DPM-Solver-v3Model=EDM, NFE=202023.10 | 2.02 | |
| DPM-Solver++Model=EDM, NFE=202023.10 | 2.05 | |
| UniPCModel=EDM, NFE=152023.10 | 2.08 | |
| DPM-Solver-v3Model=EDM, NFE=152023.10 | 2.1 | |
| Heun's 2ndModel=EDM, NFE=252023.10 | 2.12 | |
| DPM-Solver++Model=EDM, NFE=152023.10 | 2.17 | |
| DPM-Solver-v3Model=EDM, NFE=122023.10 | 2.24 | |
| UniPCModel=EDM, NFE=122023.10 | 2.38 | |
| DPM-Solver++Model=EDM, NFE=122023.10 | 2.45 | |
| iCTNFE=22025.09 | 2.46 | |
| Heun's 2ndModel=EDM, NFE=202023.10 | 2.51 | |
| DPM-Solver-v3Model=EDM, NFE=102023.10 | 2.51 | |
| Progressive distillationNFE=82025.09 | 2.57 | |
| DPM-Solver-v3Model=ScoreSDE, NFE=252023.10 | 2.64 | |
| UniPCModel=ScoreSDE, NFE=252023.10 | 2.65 | |
| DPM-Solver-v3Model=ScoreSDE, NFE=202023.10 | 2.71 | |
| UniPCModel=ScoreSDE, NFE=202023.10 | 2.73 | |
| DPM-Solver++Model=ScoreSDE, NFE=252023.10 | 2.76 | |
| iCTNFE=12025.09 | 2.83 | |
| UniPCModel=EDM, NFE=102023.10 | 2.85 | |
| DEISModel=ScoreSDE, NFE=202023.10 | 2.86 | |
| DPM-Solver++Model=ScoreSDE, NFE=202023.10 | 2.9 | |
| DPM-Solver-v3Model=ScoreSDE, NFE=152023.10 | 2.91 | |
| DPM-Solver++Model=EDM, NFE=102023.10 | 2.91 | |
| Progressive distillationNFE=42025.09 | 3 | |
| UniPCModel=ScoreSDE, NFE=152023.10 | 3.05 | |
| DDPMNFE=10002025.09 | 3.17 | |
| DPM-Solver-v3Model=ScoreSDE, NFE=122023.10 | 3.24 | |
| DPM-Solver++Model=ScoreSDE, NFE=152023.10 | 3.32 | |
| DEISModel=ScoreSDE, NFE=152023.10 | 3.37 | |
| DPM-Solver-v3Model=ScoreSDE, NFE=102023.10 | 3.4 | |
| DPM-Solver-v3Model=EDM, NFE=82023.10 | 3.5 | |
| Guided Kac FlowNFE=200, Steps=100, Integrator=midpoint, Conditional=true2025.09 | 3.54 | |
| Guided Kac FlowNFE=100, Steps=100, Integrator=AB-2, Conditional=true2025.09 | 3.58 | |
| DistillKacNFE=20, Conditional=true2025.09 | 3.72 | |
| UniPCModel=EDM, NFE=82023.10 | 3.86 | |
| UniPCModel=ScoreSDE, NFE=122023.10 | 3.88 | |
| UniPCModel=ScoreSDE, NFE=102023.10 | 3.93 | |
| DPM-Solver-v3Model=ScoreSDE, NFE=82023.10 | 3.94 | |
| DPM-Solver++Model=ScoreSDE, NFE=102023.10 | 4.01 | |
| DPM-Solver++Model=ScoreSDE, NFE=122023.10 | 4.04 | |
| DDIMNFE=10002025.09 | 4.04 | |
| DistillKacNFE=4, Conditional=true2025.09 | 4.14 | |
| DDIMNFE=1002025.09 | 4.16 | |
| DEISModel=ScoreSDE, NFE=102023.10 | 4.17 | |
| DPM-Solver++Model=EDM, NFE=82023.10 | 4.36 | |
| Progressive distillationNFE=22025.09 | 4.51 | |
| DDIMNFE=502025.09 | 4.67 | |
| DistillKacNFE=2, Conditional=true2025.09 | 4.68 | |
| Heun's 2ndModel=EDM, NFE=152023.10 | 4.76 | |
| UniPCModel=ScoreSDE, NFE=82023.10 | 5.16 | |
| DPM-Solver++Model=ScoreSDE, NFE=82023.10 | 5.34 | |
| DistillKacNFE=1, Conditional=true2025.09 | 5.66 | |
| Kac FlowNFE=100, Conditional=false2025.09 | 6.42 | |
| DDIMNFE=202025.09 | 6.84 | |
| DPM-Solver-v3Model=ScoreSDE, NFE=62023.10 | 7.4 | |
| Heun's 2ndModel=EDM, NFE=122023.10 | 7.59 | |
| DPM-Solver-v3Model=EDM, NFE=62023.10 | 8.56 | |
| Progressive distillationNFE=12025.09 | 9.12 | |
| UniPCModel=ScoreSDE, NFE=62023.10 | 10.41 | |
| UniPCModel=EDM, NFE=62023.10 | 11.1 | |
| DPM-Solver++Model=EDM, NFE=62023.10 | 11.85 | |
| DPM-Solver-v3Model=EDM, NFE=52023.10 | 12.21 | |
| DPM-Solver-v3Model=ScoreSDE, NFE=52023.10 | 12.76 | |
| DDIMNFE=102025.09 | 13.36 | |
| DPM-Solver++Model=ScoreSDE, NFE=62023.10 | 13.48 | |
| DEISModel=ScoreSDE, NFE=52023.10 | 15.37 | |
| Heun's 2ndModel=EDM, NFE=102023.10 | 16.57 | |
| UniPCModel=EDM, NFE=52023.10 | 23.52 | |
| UniPCModel=ScoreSDE, NFE=52023.10 | 23.71 | |
| DPM-Solver++Model=EDM, NFE=52023.10 | 24.54 | |
| DPM-Solver++Model=ScoreSDE, NFE=52023.10 | 28.53 | |
| Heun's 2ndModel=EDM, NFE=82023.10 | 39.66 | |
| Heun's 2ndModel=EDM, NFE=62023.10 | 103.86 | |
| Heun's 2ndModel=EDM, NFE=52023.10 | 320.8 |