Image Generation on FFHQ 64x64
1.98FIDEDM-G++
Evaluation Results
| Method | Links | |
|---|---|---|
| EDM-G++NFE=712022.11 | 1.98 | |
| EDMNFE=792022.11 | 2.39 | |
| EDM-DDPM++NFE=50, Train-Time=~ 48h2023.04 | 2.6 | |
| Teacher2025.10 | 2.6 | |
| GASNFE=102025.10 | 2.66 | |
| GSNFE=102025.10 | 2.67 | |
| GASNFE=82025.10 | 2.87 | |
| S4S AltNFE=102025.10 | 2.91 | |
| GSNFE=82025.10 | 2.96 | |
| PDM-DDPM++NFE=50, Train-Time=~ 24h2023.04 | 3.11 | |
| S4S AltNFE=82025.10 | 3.15 | |
| Best LD3NFE=102025.10 | 3.25 | |
| Best LD3NFE=82025.10 | 3.5 | |
| UniPC [DMN]NFE=102025.10 | 3.54 | |
| GASNFE=62025.10 | 3.79 | |
| INDISNFE=72026.03 | 3.9 | |
| INDISNFE=72026.03 | 3.9 | |
| UniPC (3M)NFE=102025.10 | 3.9 | |
| iPNDM [GITS]NFE=102025.10 | 3.96 | |
| DPM++ (3M)NFE=102025.10 | 4.18 | |
| UniPC [GITS]NFE=102025.10 | 4.46 | |
| GSNFE=62025.10 | 4.49 | |
| S4S AltNFE=62025.10 | 4.62 | |
| LD3NFE=72026.03 | 4.69 | |
| EPDNFE=72026.03 | 4.81 | |
| AdaSDENFE=72026.03 | 5.11 | |
| iPNDM [DMN]NFE=102025.10 | 5.24 | |
| GITSNFE=72026.03 | 5.36 | |
| iPNDM (3M)NFE=102025.10 | 5.39 | |
| UniPC (3M)NFE=82025.10 | 5.59 | |
| iPNDM [GITS]NFE=82025.10 | 5.72 | |
| Best LD3NFE=62025.10 | 5.97 | |
| DPM++ (3M)NFE=82025.10 | 6.18 | |
| AMEDNFE=72026.03 | 6.64 | |
| UniPC [DMN]NFE=82025.10 | 6.85 | |
| INDISNFE=52026.03 | 6.91 | |
| INDISNFE=52026.03 | 6.91 | |
| EPDNFE=52026.03 | 7.84 | |
| UniPC [GITS]NFE=82025.10 | 7.84 | |
| GASNFE=42025.10 | 7.86 | |
| AdaSDENFE=52026.03 | 8.05 | |
| iPNDM (3M)NFE=82025.10 | 8.11 | |
| LD3NFE=52026.03 | 8.56 | |
| Best Heu.NFE=72026.03 | 8.76 | |
| GITSNFE=52026.03 | 8.85 | |
| iPNDM [GITS]NFE=62025.10 | 9.38 | |
| UniPC [DMN]NFE=62025.10 | 9.47 | |
| DMNNFE=72026.03 | 10.17 | |
| S4S AltNFE=42025.10 | 10.63 | |
| GSNFE=42025.10 | 10.7 | |
| iPNDM [DMN]NFE=82025.10 | 11 | |
| UniPC (3M)NFE=62025.10 | 11.24 | |
| iPNDM [DMN]NFE=62025.10 | 12.12 | |
| UniPC [GITS]NFE=62025.10 | 12.21 | |
| AMEDNFE=52026.03 | 12.49 | |
| DPM++ (3M)NFE=62025.10 | 14.01 | |
| iPNDM (3M)NFE=62025.10 | 16.44 | |
| Best Heu.NFE=52026.03 | 17.52 | |
| INDISNFE=32026.03 | 17.72 | |
| INDISNFE=32026.03 | 17.72 | |
| Best LD3NFE=42025.10 | 17.96 | |
| iPNDM [GITS]NFE=42025.10 | 18.05 | |
| DMNNFE=52026.03 | 20.93 | |
| UniPC [GITS]NFE=42025.10 | 21.38 | |
| EPDNFE=32026.03 | 21.74 | |
| AdaSDENFE=32026.03 | 23.8 | |
| LD3NFE=32026.03 | 23.86 | |
| UniPC [DMN]NFE=42025.10 | 25.82 | |
| GITSNFE=32026.03 | 26.41 | |
| AMEDNFE=32026.03 | 26.87 | |
| iPNDM [DMN]NFE=42025.10 | 31.3 | |
| iPNDM (3M)NFE=42025.10 | 36.54 | |
| DPM++ (3M)NFE=42025.10 | 46.14 | |
| UniPC (3M)NFE=42025.10 | 53.25 | |
| Best Heu.NFE=32026.03 | 72.29 | |
| DMNNFE=32026.03 | 178.09 |