Image Generation on ImageNet-64
1.55FIDEDM-SDE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EDM-SDENFE=511, # Param.=300M2026.04 | 1.55 | — | |
| iTARFlow-B# Param.=770M2026.04 | 1.68 | — | |
| iTARFlow-S# Param.=350M2026.04 | 2.05 | — | |
| CTMModel Size=1126.4MB, Parameter=1228.8MB, Percent=109%, NFE=1, Hours=1660.862026.03 | 2.06 | — | |
| ADM(dropout)# Param.=554M2026.04 | 2.09 | — | |
| EDM-ODENFE=79, # Param.=300M2026.04 | 2.36 | — | |
| ART-RLNFE=352026.07 | 2.56 | — | |
| EDMNFE=352026.07 | 2.57 | — | |
| DMD-condNFE=12026.03 | 2.62 | — | |
| TARFlow# Param.=880M2026.04 | 2.66 | — | |
| DPMNFE=352026.07 | 2.66 | — | |
| iDDPM# Param.=300M2026.04 | 2.92 | — | |
| ECM-SModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=2, Hours=76.502026.03 | 3.18 | — | |
| iCT-deep2026.04 | 3.25 | — | |
| ART-RLNFE=192026.07 | 3.62 | — | |
| EDMNFE=192026.07 | 3.68 | — | |
| MTEOModel Size=1126.4MB, Parameter=0.74MB, Percent=0.066%, NFE=6, Hours=4.322026.03 | 3.81 | — | |
| MTEO+DDIMNFE=62026.03 | 3.81 | — | |
| MTEOModel Size=1126.4MB, Parameter=0.63MB, Percent=0.056%, NFE=5, Hours=4.062026.03 | 4.11 | — | |
| MTEO+DDIMNFE=52026.03 | 4.11 | — | |
| MTEO+iPNDMNFE=62026.03 | 4.12 | — | |
| MTEO+DPM-Solver++(3M)NFE=62026.03 | 4.19 | — | |
| SFD-vModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=5, Hours=43.492026.03 | 4.21 | — | |
| SFDModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=5, Hours=13.172026.03 | 4.33 | — | |
| DPMNFE=192026.07 | 4.46 | — | |
| INDISNFE=82026.03 | 4.49 | — | |
| MTEO+DPM-Solver++(3M)NFE=52026.03 | 4.66 | — | |
| CD(LPIPS)2026.04 | 4.7 | — | |
| SFD-vModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=4, Hours=43.492026.03 | 4.72 | — | |
| MTEO+iPNDMNFE=52026.03 | 4.72 | — | |
| MTEOModel Size=1126.4MB, Parameter=0.53MB, Percent=0.047%, NFE=4, Hours=3.652026.03 | 4.87 | — | |
| MTEO+DDIMNFE=42026.03 | 4.87 | — | |
| INDISNFE=72026.03 | 4.94 | — | |
| DMNNFE=82026.03 | 4.98 | — | |
| SFDModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=4, Hours=11.072026.03 | 4.99 | — | |
| MTEO+DPM-Solver++(3M)NFE=42026.03 | 5.1 | — | |
| DMNNFE=72026.03 | 5.39 | — | |
| LD3NFE=82026.03 | 5.4 | — | |
| MTEO+iPNDMNFE=42026.03 | 5.46 | — | |
| ECM-SModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=1, Hours=76.502026.03 | 5.51 | — | |
| LD3NFE=72026.03 | 5.63 | — | |
| GITSNFE=82026.03 | 5.64 | — | |
| SFD-vModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=3, Hours=43.492026.03 | 5.78 | — | |
| INDISNFE=62026.03 | 5.82 | — | |
| SFDModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=3, Hours=8.532026.03 | 6.35 | — | |
| EPD-SolverNFE=52026.03 | 6.35 | — | |
| GITSNFE=72026.03 | 6.44 | — | |
| best heu.NFE=82026.03 | 6.6 | — | |
| AMEDNFE=72026.03 | 6.66 | — | |
| DMNNFE=62026.03 | 6.74 | — | |
| ART-RLNFE=132026.07 | 7.01 | — | |
| MTEO+DPM-Solver++(3M)NFE=32026.03 | 7.07 | — | |
| INDISNFE=52026.03 | 7.28 | — | |
| MTEOModel Size=1126.4MB, Parameter=0.42MB, Percent=0.037%, NFE=3, Hours=3.322026.03 | 7.42 | — | |
| MTEO+DDIMNFE=32026.03 | 7.42 | — | |
| LD3NFE=62026.03 | 7.53 | — | |
| AMEDNFE=82026.03 | 7.71 | — | |
| EPD-PluginNFE=52026.03 | 8.17 | — | |
| EDMNFE=132026.07 | 8.18 | — | |
| GITSNFE=62026.03 | 8.39 | — | |
| best heu.NFE=72026.03 | 8.64 | — | |
| DEISNFE=62026.03 | 8.94 | — | |
| SFD-vModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=2, Hours=43.492026.03 | 9.47 | — | |
| MTEO+iPNDMNFE=32026.03 | 9.47 | — | |
| GITSNFE=52026.03 | 9.85 | — | |
| SFDModel Size=1126.4MB, Parameter=1126.4MB, Percent=100%, NFE=2, Hours=6.152026.03 | 10.25 | — | |
| best heu.NFE=62026.03 | 10.27 | — | |
| DMNNFE=52026.03 | 10.47 | — | |
| iPNDMNFE=62026.03 | 10.6 | — | |
| AMEDNFE=62026.03 | 10.63 | — | |
| AMED-SolverNFE=62026.03 | 10.63 | — | |
| AMEDNFE=52026.03 | 10.74 | — | |
| AMED-SolverNFE=52026.03 | 10.74 | — | |
| INDISNFE=42026.03 | 10.95 | — | |
| LD3NFE=52026.03 | 11.55 | — | |
| UniPCNFE=62026.03 | 12.02 | — | |
| AMED-PluginNFE=62026.03 | 12.05 | — | |
| DPMNFE=132026.07 | 12.31 | — | |
| DEISNFE=52026.03 | 12.45 | — | |
| AMED-PluginNFE=52026.03 | 13.83 | — | |
| DPM-Solver++(3M)NFE=62026.03 | 15.05 | — | |
| DMNNFE=42026.03 | 15.24 | — | |
| best heu.NFE=52026.03 | 15.53 | — | |
| iPNDMNFE=52026.03 | 15.61 | — | |
| GITSNFE=42026.03 | 16.41 | — | |
| LD3NFE=42026.03 | 17.03 | — | |
| EPD-SolverNFE=32026.03 | 18.28 | — | |
| INDISNFE=32026.03 | 18.96 | — | |
| EPD-PluginNFE=32026.03 | 19.89 | — | |
| DEISNFE=42026.03 | 20.26 | — | |
| UniPCNFE=52026.03 | 20.87 | — | |
| best heu.NFE=42026.03 | 21.32 | — | |
| AMED-PluginNFE=42026.03 | 23.55 | — | |
| DDIMNFE=62026.03 | 24.33 | — | |
| DPM-Solver++(3M)NFE=52026.03 | 25.49 | — | |
| GITSNFE=32026.03 | 26.41 | — | |
| LD3NFE=32026.03 | 27.82 | — | |
| AMEDNFE=32026.03 | 28.06 | — | |
| AMED-PluginNFE=32026.03 | 28.06 | — | |
| iPNDMNFE=42026.03 | 28.95 | — |