Image Generation on AFHQ 64x64 v2
1.26FIDSiD2A+EL
Evaluation Results
| Method | Links | |
|---|---|---|
| SiD2A+ELFamily=Distillation, alpha=1.0, Training Mode=longer training, NFE=1, Batch Size=64, Iterations=320K, Iterated k-images=160K, Device=2×RTX40902026.04 | 1.26 | |
| SiD2AFamily=Distillation, alpha=1.0, NFE=1, Batch Size=512, Iterations=332K, Iterated k-images=170K, Device=8×A1002026.04 | 1.276 | |
| SiD2A+ELFamily=Distillation, alpha=1.0, NFE=1, Batch Size=64, Iterations=78K, Iterated k-images=40K, Device=2×RTX40902026.04 | 1.3 | |
| SiDAFamily=Distillation, alpha=1.0, NFE=1, Batch Size=512, Iterations=254K, Iterated k-images=130K, Device=8×A1002026.04 | 1.345 | |
| SiD2AFamily=Distillation, alpha=1.2, NFE=1, Batch Size=512, Iterations=332K, Iterated k-images=170K, Device=8×A1002026.04 | 1.366 | |
| SiDFamily=Distillation, alpha=1.0, NFE=1, Batch Size=256, Iterations=1445K, Iterated k-images=370K, Device=16×A1002026.04 | 1.628 | |
| SiDFamily=Distillation, alpha=1.2, NFE=1, Batch Size=256, Iterations=1172K, Iterated k-images=300K, Device=16×A1002026.04 | 1.711 | |
| VP-EDMFamily=Teacher, NFE=79, Batch Size=256, Iterations=781K, Iterated k-images=200K, Device=8×A1002026.04 | 1.96 | |
| Teacher2025.10 | 2.16 | |
| S4S AltNFE=102025.10 | 2.18 | |
| GSNFE=102025.10 | 2.25 | |
| Best LD3NFE=102025.10 | 2.27 | |
| S4S AltNFE=82025.10 | 2.29 | |
| GASNFE=82025.10 | 2.29 | |
| GASNFE=102025.10 | 2.31 | |
| GSNFE=82025.10 | 2.33 | |
| Best LD3NFE=82025.10 | 2.63 | |
| GASNFE=62025.10 | 2.66 | |
| S4S AltNFE=62025.10 | 2.7 | |
| GSNFE=62025.10 | 2.87 | |
| UniPC [GITS]NFE=102025.10 | 2.88 | |
| UniPC [DMN]NFE=102025.10 | 2.94 | |
| DPM++ (3M)NFE=102025.10 | 3.19 | |
| iPNDM (3M)NFE=102025.10 | 3.19 | |
| iPNDM [DMN]NFE=102025.10 | 3.22 | |
| iPNDM [GITS]NFE=102025.10 | 3.26 | |
| Best LD3NFE=62025.10 | 3.63 | |
| UniPC (3M)NFE=102025.10 | 3.81 | |
| UniPC [GITS]NFE=82025.10 | 3.86 | |
| iPNDM [GITS]NFE=82025.10 | 4.03 | |
| DPM++ (3M)NFE=82025.10 | 4.28 | |
| GASNFE=42025.10 | 4.48 | |
| iPNDM (3M)NFE=82025.10 | 4.49 | |
| UniPC (3M)NFE=82025.10 | 4.6 | |
| GSNFE=42025.10 | 5.92 | |
| iPNDM [GITS]NFE=62025.10 | 6.1 | |
| S4S AltNFE=42025.10 | 6.52 | |
| UniPC [DMN]NFE=82025.10 | 6.85 | |
| UniPC [GITS]NFE=62025.10 | 7.26 | |
| UniPC (3M)NFE=62025.10 | 8.27 | |
| iPNDM (3M)NFE=62025.10 | 9.55 | |
| Best LD3NFE=42025.10 | 9.96 | |
| iPNDM [DMN]NFE=82025.10 | 10.12 | |
| DPM++ (3M)NFE=62025.10 | 10.72 | |
| UniPC [GITS]NFE=42025.10 | 12.2 | |
| iPNDM [GITS]NFE=42025.10 | 12.89 | |
| UniPC [DMN]NFE=62025.10 | 14.46 | |
| iPNDM [DMN]NFE=62025.10 | 16.01 | |
| iPNDM (3M)NFE=42025.10 | 23.2 | |
| DPM++ (3M)NFE=42025.10 | 27.82 | |
| UniPC [DMN]NFE=42025.10 | 30.32 | |
| iPNDM [DMN]NFE=42025.10 | 33.15 | |
| UniPC (3M)NFE=42025.10 | 33.78 |