Conditional Image Generation on ImageNet 64x64 (val)
1.01FIDEDM2-S + Autoguidance
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EDM2-S + Autoguidanceguiding_model_capacity=XS, training_amount=T/8, guidance_weight=1.7, EMA_length_main=0.045, EMA_length_guiding=0.112024.06 | 1.01 | — | — | — | — | |
| RINEMA_length_main=0.0332024.06 | 1.23 | — | — | — | — | |
| EDM2-S + Classifier-free guidanceguidance_weight=1.15, EMA_length_main=0.03, EMA_length_guiding=0.032024.06 | 1.48 | — | — | — | — | |
| EDM2-SEMA_length_main=0.0752024.06 | 1.58 | — | — | — | — | |
| DyWeightNFE=9, Category=Learnable2026.03 | 3.82 | — | — | — | — | |
| EPD-Plugin(Para.) NFE=92025.12 | 4.02 | — | — | — | — | |
| EPD-PluginNFE=9, Category=Learnable2026.03 | 4.02 | — | — | — | — | |
| EPD-Solver(Para.) NFE=92025.12 | 4.27 | — | — | — | — | |
| EPD-SolverNFE=9, Category=Learnable2026.03 | 4.27 | — | — | — | — | |
| DyWeightNFE=7, Category=Learnable2026.03 | 4.55 | — | — | — | — | |
| DLMSNFE=9, Category=Learnable2026.03 | 4.57 | — | — | — | — | |
| LD3NFE=9, Category=Learnable2026.03 | 4.71 | — | — | — | — | |
| EPD-Plugin(Para.) NFE=72025.12 | 4.81 | — | — | — | — | |
| EPD-PluginNFE=7, Category=Learnable2026.03 | 4.81 | — | — | — | — | |
| EPD-Solver(Para.) NFE=72025.12 | 5.26 | — | — | — | — | |
| EPD-SolverNFE=7, Category=Learnable2026.03 | 5.26 | — | — | — | — | |
| AMED-Solver(Para.) NFE=92025.12 | 5.44 | — | — | — | — | |
| AMED-SolverNFE=9, Category=Learnable2026.03 | 5.44 | — | — | — | — | |
| AMED-Plugin(Para.) NFE=92025.12 | 5.6 | — | — | — | — | |
| AMED-PluginNFE=9, Category=Learnable2026.03 | 5.6 | — | — | — | — | |
| LD3NFE=7, Category=Learnable2026.03 | 5.63 | — | — | — | — | |
| iPNDMNFE=9, Category=Handcrafted2026.03 | 5.64 | — | — | — | — | |
| iPNDM(Para.) NFE=92025.12 | 5.91 | — | — | — | — | |
| DPM-Solver++(3M)NFE=9, Category=Handcrafted2026.03 | 6.25 | — | — | — | — | |
| DyWeightNFE=5, Category=Learnable2026.03 | 6.3 | — | — | — | — | |
| DLMSNFE=7, Category=Learnable2026.03 | 6.31 | — | — | — | — | |
| UniPC(Para.) NFE=92025.12 | 6.34 | — | — | — | — | |
| UniPCNFE=9, Category=Handcrafted2026.03 | 6.34 | — | — | — | — | |
| EPD-Solver(Para.) NFE=52025.12 | 6.35 | — | — | — | — | |
| EPD-SolverNFE=5, Category=Learnable2026.03 | 6.35 | — | — | — | — | |
| ParaDiGMS(Para.) NFE=92025.12 | 6.38 | — | — | — | — | |
| DPM-Solver++(3M)(Para.) NFE=92025.12 | 6.48 | — | — | — | — | |
| DPM-Solver-2(Para.) NFE=92025.12 | 6.64 | — | — | — | — | |
| AMED-Solver(Para.) NFE=72025.12 | 6.66 | — | — | — | — | |
| AMED-SolverNFE=7, Category=Learnable2026.03 | 6.66 | — | — | — | — | |
| DLMSNFE=5, Category=Learnable2026.03 | 7.16 | — | — | — | — | |
| AMED-Plugin(Para.) NFE=72025.12 | 7.81 | — | — | — | — | |
| AMED-PluginNFE=7, Category=Learnable2026.03 | 7.81 | — | — | — | — | |
| EPD-Plugin(Para.) NFE=52025.12 | 8.17 | — | — | — | — | |
| EPD-PluginNFE=5, Category=Learnable2026.03 | 8.17 | — | — | — | — | |
| iPNDMNFE=7, Category=Handcrafted2026.03 | 8.64 | — | — | — | — | |
| DPM-Solver++(3M)NFE=7, Category=Handcrafted2026.03 | 8.68 | — | — | — | — | |
| iPNDM(Para.) NFE=72025.12 | 9.17 | — | — | — | — | |
| UniPC(Para.) NFE=72025.12 | 9.57 | — | — | — | — | |
| UniPCNFE=7, Category=Handcrafted2026.03 | 9.57 | — | — | — | — | |
| DPM-Solver++(3M)(Para.) NFE=72025.12 | 10.14 | — | — | — | — | |
| AMED-Solver(Para.) NFE=52025.12 | 10.74 | — | — | — | — | |
| AMED-SolverNFE=5, Category=Learnable2026.03 | 10.74 | — | — | — | — | |
| LD3NFE=5, Category=Learnable2026.03 | 11.55 | — | — | — | — | |
| DPM-Solver-2(Para.) NFE=72025.12 | 12.03 | — | — | — | — | |
| ParaDiGMS(Para.) NFE=72025.12 | 13.67 | — | — | — | — | |
| AMED-Plugin(Para.) NFE=52025.12 | 13.83 | — | — | — | — | |
| AMED-PluginNFE=5, Category=Learnable2026.03 | 13.83 | — | — | — | — | |
| iPNDMNFE=5, Category=Handcrafted2026.03 | 15.54 | — | — | — | — | |
| Heun(Para.) NFE=92025.12 | 16.76 | — | — | — | — | |
| DPM-Solver++(3M)NFE=5, Category=Handcrafted2026.03 | 16.87 | — | — | — | — | |
| ParaDiGMS(Para.) NFE=52025.12 | 17.27 | — | — | — | — | |
| DyWeightNFE=3, Category=Learnable2026.03 | 17.37 | — | — | — | — | |
| EPD-Solver(Para.) NFE=32025.12 | 18.28 | — | — | — | — | |
| EPD-SolverNFE=3, Category=Learnable2026.03 | 18.28 | — | — | — | — | |
| iPNDM(Para.) NFE=52025.12 | 18.99 | — | — | — | — | |
| DDIM(Para.) NFE=92025.12 | 19.27 | — | — | — | — | |
| EPD-Plugin(Para.) NFE=32025.12 | 19.89 | — | — | — | — | |
| EPD-PluginNFE=3, Category=Learnable2026.03 | 19.89 | — | — | — | — | |
| UniPC(Para.) NFE=52025.12 | 24.36 | — | — | — | — | |
| UniPCNFE=5, Category=Handcrafted2026.03 | 24.36 | — | — | — | — | |
| DPM-Solver++(3M)(Para.) NFE=52025.12 | 25.49 | — | — | — | — | |
| DDIM(Para.) NFE=72025.12 | 27.46 | — | — | — | — | |
| LD3NFE=3, Category=Learnable2026.03 | 27.82 | — | — | — | — | |
| AMED-Plugin(Para.) NFE=32025.12 | 28.06 | — | — | — | — | |
| AMED-PluginNFE=3, Category=Learnable2026.03 | 28.06 | — | — | — | — | |
| iPNDMNFE=3, Category=Handcrafted2026.03 | 34.81 | — | — | — | — | |
| Heun(Para.) NFE=72025.12 | 37.65 | — | — | — | — | |
| AMED-Solver(Para.) NFE=32025.12 | 38.1 | — | — | — | — | |
| AMED-SolverNFE=3, Category=Learnable2026.03 | 38.1 | — | — | — | — | |
| ParaDiGMS(Para.) NFE=32025.12 | 41.11 | — | — | — | — | |
| DPM-Solver-2(Para.) NFE=52025.12 | 42.41 | — | — | — | — | |
| DDIM(Para.) NFE=52025.12 | 43.81 | — | — | — | — | |
| iPNDM(Para.) NFE=32025.12 | 58.53 | — | — | — | — | |
| DPM-Solver++(3M)NFE=3, Category=Handcrafted2026.03 | 65.19 | — | — | — | — | |
| DDIM(Para.) NFE=32025.12 | 82.96 | — | — | — | — | |
| Heun(Para.) NFE=52025.12 | 89.63 | — | — | — | — | |
| UniPC(Para.) NFE=32025.12 | 91.38 | — | — | — | — | |
| UniPCNFE=3, Category=Handcrafted2026.03 | 91.38 | — | — | — | — | |
| DPM-Solver++(3M)(Para.) NFE=32025.12 | 91.52 | — | — | — | — | |
| DPM-Solver-2(Para.) NFE=32025.12 | 140.2 | — | — | — | — | |
| Heun(Para.) NFE=32025.12 | 249.4 | — | — | — | — | |
| EDM2-SEMA_length_main=0.162024.06 | — | 58.52 | — | — | — | |
| EDM2-SNFE=632026.03 | — | 95.2 | 70.5 | 61.4 | 60.43 | |
| EDM2-S + Autoguidanceguiding_model_capacity=XS, training_amount=T/8, guidance_weight=2.2, EMA_length_main=0.105, EMA_length_guiding=0.1752024.06 | — | 31.85 | — | — | — | |
| EDM2-S + CC-DPONFE=632026.03 | — | 60.98 | 78.4 | 53.6 | 86.11 | |
| EDM2-S + CCANFE=632026.03 | — | 62.36 | 76.2 | 55.7 | 76.13 | |
| EDM2-S + CFGNFE=1262026.03 | — | 43.75 | 80 | 56.5 | 127.4 | |
| EDM2-S + Classifier-free guidanceguidance_weight=1.85, EMA_length_main=0.04, EMA_length_guiding=0.042024.06 | — | 41.84 | — | — | — | |
| EDM2-S + DDONFE=632026.03 | — | 72.97 | 68.9 | 64.2 | 65.84 | |
| EDM2-S + MCLRNFE=632026.03 | — | 52.69 | 80 | 50.5 | 90.68 |