Conditional Image Generation on ImageNet 64x64
1.11FIDSiD^2A
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SiD^2ANFE=1, Training Protocol=Post-training, Training Iterations=20K2024.05 | 1.11 | — | 0.75 | 0.62 | |
| SiD + N^2CE (M=50)NFE=1, Training Protocol=Post-training, Training Iterations=10K2024.05 | 1.11 | — | 0.75 | 0.63 | |
| D2O-FNFE=1, Training Protocol=Post-training2024.05 | 1.16 | — | 0.75 | 0.6 | |
| MSD (ADM)NFE=1, Training Protocol=Post-training2024.05 | 1.2 | — | — | — | |
| RINNFE=1000, Training Protocol=Training From Scratch2024.05 | 1.23 | — | — | — | |
| SiD + NCE (M=1)NFE=1, Training Protocol=Post-training, Training Iterations=15K2024.05 | 1.28 | — | 0.75 | 0.62 | |
| HeunSchedule=COS, Formulation=ADM2026.02 | 1.4 | 511 | — | — | |
| HeunSchedule=EDM (rho = 7), Formulation=ADM2026.02 | 1.45 | 511 | — | — | |
| SDMSchedule=EDM (rho = 7), Formulation=ADM2026.02 | 1.45 | 476 | — | — | |
| StyleGAN2-XLNFE=1, Training Protocol=Training From Scratch2024.05 | 1.51 | — | — | — | |
| DMD2NFE=1, Training Protocol=Post-training2024.05 | 1.51 | — | — | — | |
| SiDNFE=1, Training Protocol=Post-training2024.05 | 1.52 | — | 0.74 | 0.63 | |
| CTMNFE=2, Training Protocol=Post-training2024.05 | 1.73 | — | 0.64 | 0.57 | |
| CTMNFE=1, Training Protocol=Post-training2024.05 | 1.92 | — | 0.7 | 0.57 | |
| ADMNFE=250, Training Protocol=Training From Scratch2024.05 | 2.07 | — | 0.74 | 0.63 | |
| sCD-SNFE=2, Training Protocol=Post-training2024.05 | 2.07 | — | — | — | |
| HeunSchedule=SDM (Adaptive Scheduling), Formulation=ADM2026.02 | 2.25 | 511 | — | — | |
| SDMSchedule=SDM (Adaptive Scheduling), Formulation=ADM2026.02 | 2.25 | 503 | — | — | |
| EulerSchedule=SDM (Adaptive Scheduling), Formulation=ADM2026.02 | 2.32 | 255 | — | — | |
| MSD (DM)NFE=1, Training Protocol=Post-training2024.05 | 2.37 | — | — | — | |
| DMDNFE=1, Training Protocol=Post-training2024.05 | 2.62 | — | — | — | |
| EDMNFE=79, Training Protocol=Training From Scratch2024.05 | 2.64 | — | — | — | |
| iCT-deepNFE=2, Training Protocol=Training From Scratch2024.05 | 2.77 | — | 0.74 | 0.62 | |
| sCD-SNFE=1, Training Protocol=Post-training2024.05 | 2.97 | — | — | — | |
| iCTNFE=2, Training Protocol=Training From Scratch2024.05 | 3.2 | — | 0.73 | 0.63 | |
| iCT-deepNFE=1, Training Protocol=Training From Scratch2024.05 | 3.25 | — | 0.72 | 0.63 | |
| EulerSchedule=EDM (rho = 7), Formulation=ADM2026.02 | 3.48 | 255 | — | — | |
| EulerSchedule=COS, Formulation=ADM2026.02 | 3.74 | 255 | — | — | |
| SpanLiftCategory=Learnable, NFE=62026.06 | 3.78 | — | — | — | |
| SpanLiftNFE=62026.06 | 3.78 | — | — | — | |
| DyWeightSolver Category=Learnable, NFE=92026.03 | 3.82 | — | — | — | |
| EPD-PluginSolver Category=Learnable, NFE=92026.03 | 4.02 | — | — | — | |
| iCTNFE=1, Training Protocol=Training From Scratch2024.05 | 4.02 | — | 0.7 | 0.63 | |
| BigGAN-deepNFE=1, Training Protocol=Training From Scratch2024.05 | 4.06 | — | 0.79 | 0.48 | |
| EPD-SolverSolver Category=Learnable, NFE=92026.03 | 4.27 | — | — | — | |
| DyWeightSolver Category=Learnable, NFE=72026.03 | 4.55 | — | — | — | |
| DLMSSolver Category=Learnable, NFE=92026.03 | 4.57 | — | — | — | |
| LD3Solver Category=Learnable, NFE=92026.03 | 4.71 | — | — | — | |
| SpanLiftCategory=Learnable, NFE=52026.06 | 4.71 | — | — | — | |
| SpanLiftNFE=52026.06 | 4.71 | — | — | — | |
| CDNFE=2, Training Protocol=Post-training2024.05 | 4.79 | — | 0.69 | 0.64 | |
| EPD-PluginSolver Category=Learnable, NFE=72026.03 | 4.81 | — | — | — | |
| EPD-SolverSolver Category=Learnable, NFE=72026.03 | 5.26 | — | — | — | |
| AMED-SolverSolver Category=Learnable, NFE=92026.03 | 5.44 | — | — | — | |
| AMED-PluginSolver Category=Learnable, NFE=92026.03 | 5.6 | — | — | — | |
| LD3Solver Category=Learnable, NFE=72026.03 | 5.63 | — | — | — | |
| iPNDMSolver Category=Handcrafted, NFE=92026.03 | 5.64 | — | — | — | |
| DyWeightCategory=Learnable, NFE=62026.06 | 6.15 | — | — | — | |
| DyWeightNFE=62026.06 | 6.15 | — | — | — | |
| CDNFE=1, Training Protocol=Post-training2024.05 | 6.2 | — | 0.68 | 0.63 | |
| DPM-Solver++(3M)Solver Category=Handcrafted, NFE=92026.03 | 6.25 | — | — | — | |
| DyWeightSolver Category=Learnable, NFE=52026.03 | 6.3 | — | — | — | |
| DyWeightCategory=Learnable, NFE=52026.06 | 6.3 | — | — | — | |
| DyWeightNFE=52026.06 | 6.3 | — | — | — | |
| DLMSSolver Category=Learnable, NFE=72026.03 | 6.31 | — | — | — | |
| UniPCSolver Category=Handcrafted, NFE=92026.03 | 6.34 | — | — | — | |
| EPD-SolverSolver Category=Learnable, NFE=52026.03 | 6.35 | — | — | — | |
| EPD-SolverCategory=Learnable, NFE=52026.06 | 6.35 | — | — | — | |
| EPD-SolverNFE=52026.06 | 6.35 | — | — | — | |
| SpanLiftCategory=Learnable, NFE=42026.06 | 6.42 | — | — | — | |
| SpanLiftNFE=42026.06 | 6.42 | — | — | — | |
| AMED-SolverSolver Category=Learnable, NFE=72026.03 | 6.66 | — | — | — | |
| DLMSCategory=Learnable, NFE=62026.06 | 7.08 | — | — | — | |
| DLMSNFE=62026.06 | 7.08 | — | — | — | |
| DLMSSolver Category=Learnable, NFE=52026.03 | 7.16 | — | — | — | |
| DLMSCategory=Learnable, NFE=52026.06 | 7.16 | — | — | — | |
| DLMSNFE=52026.06 | 7.16 | — | — | — | |
| LD3Category=Learnable, NFE=62026.06 | 7.53 | — | — | — | |
| LD3NFE=62026.06 | 7.53 | — | — | — | |
| AMED-PluginSolver Category=Learnable, NFE=72026.03 | 7.81 | — | — | — | |
| DFNONFE=1, Training Protocol=Post-training2024.05 | 7.83 | — | — | 0.61 | |
| EPD-PluginSolver Category=Learnable, NFE=52026.03 | 8.17 | — | — | — | |
| EPD-PluginCategory=Learnable, NFE=52026.06 | 8.17 | — | — | — | |
| EPD-PluginNFE=52026.06 | 8.17 | — | — | — | |
| iPNDMSolver Category=Handcrafted, NFE=72026.03 | 8.64 | — | — | — | |
| DPM-Solver++(3M)Solver Category=Handcrafted, NFE=72026.03 | 8.68 | — | — | — | |
| UniPCSolver Category=Handcrafted, NFE=72026.03 | 9.57 | — | — | — | |
| DyWeightCategory=Learnable, NFE=42026.06 | 9.62 | — | — | — | |
| DyWeightNFE=42026.06 | 9.62 | — | — | — | |
| DLMSCategory=Learnable, NFE=42026.06 | 10.07 | — | — | — | |
| DLMSNFE=42026.06 | 10.07 | — | — | — | |
| iPNDM(3M)Category=Handcrafted, NFE=62026.06 | 10.27 | — | — | — | |
| iPNDM(3M)NFE=62026.06 | 10.27 | — | — | — | |
| AMED-SolverCategory=Learnable, NFE=62026.06 | 10.63 | — | — | — | |
| AMED-SolverNFE=62026.06 | 10.63 | — | — | — | |
| AMED-SolverSolver Category=Learnable, NFE=52026.03 | 10.74 | — | — | — | |
| AMED-SolverCategory=Learnable, NFE=52026.06 | 10.74 | — | — | — | |
| AMED-SolverNFE=52026.06 | 10.74 | — | — | — | |
| DDPMNFE=250, Training Protocol=Training From Scratch2024.05 | 11 | — | 0.67 | 0.58 | |
| DPMPP(3M)Category=Handcrafted, NFE=62026.06 | 11.38 | — | — | — | |
| DPMPP(3M)NFE=62026.06 | 11.38 | — | — | — | |
| LD3Solver Category=Learnable, NFE=52026.03 | 11.55 | — | — | — | |
| LD3Category=Learnable, NFE=52026.06 | 11.55 | — | — | — | |
| LD3NFE=52026.06 | 11.55 | — | — | — | |
| SpanLiftCategory=Learnable, NFE=32026.06 | 11.83 | — | — | — | |
| SpanLiftNFE=32026.06 | 11.83 | — | — | — | |
| AMED-PluginSolver Category=Learnable, NFE=52026.03 | 13.83 | — | — | — | |
| AMED-PluginCategory=Learnable, NFE=52026.06 | 13.83 | — | — | — | |
| AMED-PluginNFE=52026.06 | 13.83 | — | — | — | |
| UniPC(3M)Category=Handcrafted, NFE=62026.06 | 14.3 | — | — | — |