Unconditional Image Generation on CIFAR-10 32x32 (test)
1.48FIDCAF + GAN
Evaluation Results
| Method | Links | |
|---|---|---|
| CAF + GANN=12024.11 | 1.48 | |
| CTMN=22024.11 | 1.87 | |
| CTMN=12024.11 | 1.98 | |
| CDL-VPNFE=35, Sampling Protocol=Deterministic EDM, Schedule=VP2024.07 | 1.99 | |
| VPNFE=35, Sampling Protocol=Deterministic EDM, Schedule=VP2024.07 | 2 | |
| EDMN=352024.11 | 2.01 | |
| VENFE=35, Sampling Protocol=Deterministic EDM, Schedule=VE2024.07 | 2.01 | |
| CDL-VENFE=35, Sampling Protocol=Deterministic EDM, Schedule=VE2024.07 | 2.01 | |
| LSGMN=1382024.11 | 2.1 | |
| DyWeightNFE=9, Category=Learnable2026.03 | 2.13 | |
| ADM-EST' (sampling steps)=1002023.08 | 2.17 | |
| Score SDEN=20002024.11 | 2.2 | |
| Restart (VP)T' (sampling steps)=1152023.08 | 2.21 | |
| EDM (VE)T' (sampling steps)=20472023.08 | 2.23 | |
| EDM (VP)T' (sampling steps)=5112023.08 | 2.27 | |
| S4S-AltNFE=9, Category=Learnable2026.03 | 2.31 | |
| Improved SDET' (sampling steps)=10232023.08 | 2.35 | |
| DLMSNFE=9, Category=Learnable2026.03 | 2.37 | |
| ADM-IPT' (sampling steps)=1002023.08 | 2.38 | |
| DyWeightNFE=7, Category=Learnable2026.03 | 2.4 | |
| EPD-PluginSolver Type=Parallel, (Para.) NFE=92025.12 | 2.42 | |
| EPD-PluginNFE=9, Category=Learnable2026.03 | 2.42 | |
| ADM-EST' (sampling steps)=502023.08 | 2.49 | |
| EPD-SolverSolver Type=Parallel, (Para.) NFE=92025.12 | 2.49 | |
| EPD-SolverNFE=9, Category=Learnable2026.03 | 2.49 | |
| LD3NFE=9, Category=Learnable2026.03 | 2.51 | |
| S4S-AltNFE=7, Category=Learnable2026.03 | 2.52 | |
| DLMSNFE=7, Category=Learnable2026.03 | 2.53 | |
| SA-SolverT' (sampling steps)=952023.08 | 2.63 | |
| AMED-PluginSolver Type=Multi-step, (Para.) NFE=92025.12 | 2.63 | |
| AMED-PluginNFE=9, Category=Learnable2026.03 | 2.63 | |
| EPD-SolverSolver Type=Parallel, (Para.) NFE=72025.12 | 2.82 | |
| EPD-SolverNFE=7, Category=Learnable2026.03 | 2.82 | |
| iCTNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.02 | 2.83 | |
| iPNDMNFE=9, Category=Handcrafted2026.03 | 2.83 | |
| DUMONFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.02 | 2.86 | |
| StyleGAN-AdaN=12024.11 | 2.92 | |
| MeanFlowNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.02 | 2.92 | |
| CDN=22024.11 | 2.93 | |
| sCTNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.02 | 2.97 | |
| LD3NFE=7, Category=Learnable2026.03 | 2.98 | |
| DPM-Solver++(3M)NFE=9, Category=Handcrafted2026.03 | 2.99 | |
| DyWeightNFE=5, Category=Learnable2026.03 | 3.02 | |
| DDPMN=10002024.11 | 3.17 | |
| iPNDMSolver Type=Multi-step, (Para.) NFE=92025.12 | 3.17 | |
| IMMNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.02 | 3.2 | |
| UniPCSolver Type=Multi-step, (Para.) NFE=92025.12 | 3.21 | |
| UniPCNFE=9, Category=Handcrafted2026.03 | 3.21 | |
| DLMSNFE=5, Category=Learnable2026.03 | 3.23 | |
| EPD-PluginSolver Type=Parallel, (Para.) NFE=72025.12 | 3.27 | |
| EPD-PluginNFE=7, Category=Learnable2026.03 | 3.27 | |
| DPM-Solver++(3M)Solver Type=Multi-step, (Para.) NFE=92025.12 | 3.42 | |
| CDN=12024.11 | 3.55 | |
| ECTNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.02 | 3.6 | |
| AMED-PluginSolver Type=Multi-step, (Para.) NFE=72025.12 | 3.65 | |
| AMED-PluginNFE=7, Category=Learnable2026.03 | 3.65 | |
| AMED-SolverSolver Type=Single-step, (Para.) NFE=92025.12 | 3.67 | |
| AMED-SolverNFE=9, Category=Learnable2026.03 | 3.67 | |
| S4S-AltNFE=5, Category=Learnable2026.03 | 3.73 | |
| DMDN=12024.11 | 3.77 | |
| DFNON=12024.11 | 3.78 | |
| TRACTN=12024.11 | 3.78 | |
| iPNDMNFE=7, Category=Handcrafted2026.03 | 4.04 | |
| DDPMBops=6.21T, Speed=1.00x, Size=143.0, Retrain=false, T=1002025.03 | 4.19 | |
| DPM-Solver++(3M)NFE=7, Category=Handcrafted2026.03 | 4.29 | |
| EPD-SolverSolver Type=Parallel, (Para.) NFE=52025.12 | 4.33 | |
| EPD-SolverNFE=5, Category=Learnable2026.03 | 4.33 | |
| AMED-SolverSolver Type=Single-step, (Para.) NFE=72025.12 | 4.36 | |
| AMED-SolverNFE=7, Category=Learnable2026.03 | 4.36 | |
| EPD-PluginSolver Type=Parallel, (Para.) NFE=52025.12 | 4.47 | |
| EPD-PluginNFE=5, Category=Learnable2026.03 | 4.47 | |
| Diff-InstructN=12024.11 | 4.53 | |
| CacheQuantCache Frequency (N)=3, Precision=W8A8, Bops=0.23T, Speedup=3.57x, Compression Ratio=3.98x, Retrain=false, T=1002025.03 | 4.61 | |
| DeepcacheCache Frequency (N)=3, Bops=3.62T, Speed=1.61x, Compression Ratio=1.00x, Retrain=false, T=1002025.03 | 4.7 | |
| CAFN=12024.11 | 4.81 | |
| 2-Rectified Flow + DistillN=12024.11 | 4.84 | |
| DPM-Solver-2Solver Type=Single-step, (Para.) NFE=92025.12 | 4.98 | |
| iPNDMSolver Type=Multi-step, (Para.) NFE=72025.12 | 5.08 | |
| CacheQuantCache Frequency (N)=5, Precision=W8A8, Bops=0.19T, Speedup=4.11x, Compression Ratio=3.98x, Retrain=false, T=1002025.03 | 5.28 | |
| DeepcacheCache Frequency (N)=5, Bops=3.08T, Speed=1.85x, Compression Ratio=1.00x, Retrain=false, T=1002025.03 | 5.73 | |
| CTN=22024.11 | 5.83 | |
| UniPCSolver Type=Multi-step, (Para.) NFE=72025.12 | 5.83 | |
| UniPCNFE=7, Category=Handcrafted2026.03 | 5.83 | |
| ParaDiGMSSolver Type=Parallel, (Para.) NFE=92025.12 | 6.19 | |
| LD3NFE=5, Category=Learnable2026.03 | 6.39 | |
| AMED-PluginSolver Type=Multi-step, (Para.) NFE=52025.12 | 6.61 | |
| AMED-PluginNFE=5, Category=Learnable2026.03 | 6.61 | |
| DPM-Solver++(3M)Solver Type=Multi-step, (Para.) NFE=72025.12 | 6.74 | |
| ParaDiGMSSolver Type=Parallel, (Para.) NFE=72025.12 | 7.18 | |
| VDMN=10002024.11 | 7.41 | |
| AMED-SolverSolver Type=Single-step, (Para.) NFE=52025.12 | 7.59 | |
| AMED-SolverNFE=5, Category=Learnable2026.03 | 7.59 | |
| iPNDMNFE=5, Category=Handcrafted2026.03 | 7.77 | |
| 2-Rectified FlowN=22024.11 | 7.89 | |
| DyWeightNFE=3, Category=Learnable2026.03 | 8.16 | |
| CacheQuantCache Frequency (N)=10, Precision=W8A8, Bops=0.17T, Speedup=4.62x, Compression Ratio=3.98x, Retrain=false, T=1002025.03 | 8.19 | |
| BigGANN=12024.11 | 8.51 | |
| CTN=12024.11 | 8.7 | |
| KDN=12024.11 | 9.36 | |
| DeepcacheCache Frequency (N)=10, Bops=2.69T, Speed=2.07x, Compression Ratio=1.00x, Retrain=false, T=1002025.03 | 9.74 |