Unconditional Image Generation on FFHQ 64x64 (test)
0.85FIDGDD-I
Evaluation Results
| Method | Links | |
|---|---|---|
| GDD-INFE=12024.05 | 0.85 | |
| GDDNFE=12024.05 | 1.08 | |
| SiD (alpha = 1.2)NFE=1, alpha=1.22024.05 | 1.55 | |
| SiD (alpha = 1.0)NFE=1, alpha=1.02024.05 | 1.71 | |
| CDL-VPNFE=79, Sampling Protocol=Deterministic EDM, Schedule=VP2024.07 | 2.29 | |
| VPNFE=79, Sampling Protocol=Deterministic EDM, Schedule=VP2024.07 | 2.38 | |
| EDMNFE=792024.05 | 2.39 | |
| CDL-VENFE=79, Sampling Protocol=Deterministic EDM, Schedule=VE2024.07 | 2.47 | |
| VENFE=79, Sampling Protocol=Deterministic EDM, Schedule=VE2024.07 | 2.56 | |
| DyWeightNFE=9, Category=Learnable2026.03 | 2.77 | |
| LD3NFE=9, Category=Learnable2026.03 | 2.94 | |
| S4S-AltNFE=9, Category=Learnable2026.03 | 3 | |
| DyWeightNFE=7, Category=Learnable2026.03 | 3.39 | |
| S4S-AltNFE=7, Category=Learnable2026.03 | 3.45 | |
| EPD-PluginNFE=9, Category=Learnable2026.03 | 3.53 | |
| EPD-SolverNFE=9, Category=Learnable2026.03 | 3.82 | |
| DLMSNFE=9, Category=Learnable2026.03 | 4.23 | |
| AMED-PluginNFE=9, Category=Learnable2026.03 | 4.24 | |
| LD3NFE=7, Category=Learnable2026.03 | 4.38 | |
| UniPCNFE=9, Category=Handcrafted2026.03 | 4.47 | |
| DPM-Solver++(3M)NFE=9, Category=Handcrafted2026.03 | 4.77 | |
| EPD-SolverNFE=7, Category=Learnable2026.03 | 4.81 | |
| iPNDMNFE=9, Category=Handcrafted2026.03 | 4.98 | |
| EPD-PluginNFE=7, Category=Learnable2026.03 | 5.09 | |
| DLMSNFE=7, Category=Learnable2026.03 | 5.16 | |
| DyWeightNFE=5, Category=Learnable2026.03 | 5.85 | |
| DPM-Solver++(3M)NFE=7, Category=Handcrafted2026.03 | 6.2 | |
| S4S-AltNFE=5, Category=Learnable2026.03 | 6.25 | |
| AMED-SolverNFE=9, Category=Learnable2026.03 | 6.31 | |
| AMED-PluginNFE=7, Category=Learnable2026.03 | 6.64 | |
| DLMSNFE=5, Category=Learnable2026.03 | 6.85 | |
| iPNDMNFE=7, Category=Handcrafted2026.03 | 7.16 | |
| UniPCNFE=7, Category=Handcrafted2026.03 | 7.44 | |
| EPD-SolverNFE=5, Category=Learnable2026.03 | 7.84 | |
| EPD-PluginNFE=5, Category=Learnable2026.03 | 7.97 | |
| AMED-SolverNFE=7, Category=Learnable2026.03 | 8.82 | |
| BOOTNFE=12024.05 | 9 | |
| LD3NFE=5, Category=Learnable2026.03 | 10.36 | |
| AMED-PluginNFE=5, Category=Learnable2026.03 | 12.49 | |
| DPM-Solver++(3M)NFE=5, Category=Handcrafted2026.03 | 13.47 | |
| iPNDMNFE=5, Category=Handcrafted2026.03 | 13.8 | |
| AMED-SolverNFE=5, Category=Learnable2026.03 | 14.8 | |
| DyWeightNFE=3, Category=Learnable2026.03 | 16.78 | |
| EPD-PluginNFE=3, Category=Learnable2026.03 | 19.02 | |
| S4S-AltNFE=3, Category=Learnable2026.03 | 19.86 | |
| UniPCNFE=5, Category=Handcrafted2026.03 | 21.4 | |
| EPD-SolverNFE=3, Category=Learnable2026.03 | 21.74 | |
| LD3NFE=3, Category=Learnable2026.03 | 23.86 | |
| AMED-PluginNFE=3, Category=Learnable2026.03 | 26.87 | |
| iPNDMNFE=3, Category=Handcrafted2026.03 | 27.72 | |
| AMED-SolverNFE=3, Category=Learnable2026.03 | 47.31 | |
| DPM-Solver++(3M)NFE=3, Category=Handcrafted2026.03 | 66.07 | |
| UniPCNFE=3, Category=Handcrafted2026.03 | 86.43 |