Image Generation on LSUN-Bedroom 256 latent space
3.06FIDTeacher
Evaluation Results
| Method | Links | |
|---|---|---|
| Teacher2025.10 | 3.06 | |
| TeacherType=Baseline2025.10 | 3.06 | |
| GS (Ours)NFE=72025.10 | 3.34 | |
| GSNFE=72025.10 | 3.34 | |
| GAS (Ours)NFE=72025.10 | 3.36 | |
| GASNFE=72025.10 | 3.36 | |
| GS (Ours)NFE=62025.10 | 3.77 | |
| GAS (Ours)NFE=62025.10 | 3.77 | |
| GSNFE=62025.10 | 3.77 | |
| GASNFE=62025.10 | 3.77 | |
| Best LD3NFE=72025.10 | 4.16 | |
| Best LD3NFE=72025.10 | 4.16 | |
| iPNDM (3M)NFE=72025.10 | 4.39 | |
| iPNDM (3M)NFE=72025.10 | 4.39 | |
| UniPC [DMN]NFE=62025.10 | 4.4 | |
| UniPC [DMN]NFE=62025.10 | 4.4 | |
| Best LD3NFE=62025.10 | 4.52 | |
| Best LD3NFE=62025.10 | 4.52 | |
| UniPC [DMN]NFE=72025.10 | 4.55 | |
| UniPC [DMN]NFE=72025.10 | 4.55 | |
| UniPC (3M)NFE=72025.10 | 4.56 | |
| UniPC (3M)NFE=72025.10 | 4.56 | |
| GAS (Ours)NFE=52025.10 | 4.6 | |
| GASNFE=52025.10 | 4.6 | |
| iPNDM [DMN]NFE=62025.10 | 4.71 | |
| iPNDM [DMN]NFE=62025.10 | 4.71 | |
| iPNDM (3M)NFE=62025.10 | 5.08 | |
| iPNDM (3M)NFE=62025.10 | 5.08 | |
| DPM++ (3M)NFE=72025.10 | 5.16 | |
| iPNDM [DMN]NFE=72025.10 | 5.16 | |
| DPM++ (3M)NFE=72025.10 | 5.16 | |
| iPNDM [DMN]NFE=72025.10 | 5.16 | |
| GS (Ours)NFE=52025.10 | 5.32 | |
| GSNFE=52025.10 | 5.32 | |
| Best LD3NFE=52025.10 | 5.93 | |
| Best LD3NFE=52025.10 | 5.93 | |
| iPNDM [DMN]NFE=52025.10 | 6.15 | |
| iPNDM [DMN]NFE=52025.10 | 6.15 | |
| iPNDM (3M)NFE=52025.10 | 6.38 | |
| iPNDM (3M)NFE=52025.10 | 6.38 | |
| UniPC (3M)NFE=62025.10 | 6.57 | |
| UniPC (3M)NFE=62025.10 | 6.57 | |
| GAS (Ours)NFE=42025.10 | 6.68 | |
| GASNFE=42025.10 | 6.68 | |
| UniPC [DMN]NFE=52025.10 | 8.21 | |
| UniPC [DMN]NFE=52025.10 | 8.21 | |
| Best LD3NFE=42025.10 | 8.48 | |
| Best LD3NFE=42025.10 | 8.48 | |
| DPM++ (3M)NFE=62025.10 | 8.5 | |
| DPM++ (3M)NFE=62025.10 | 8.5 | |
| GS (Ours)NFE=42025.10 | 9.83 | |
| GSNFE=42025.10 | 9.83 | |
| S4S Alt†NFE=72025.10 | 10.03 | |
| S4S Alt†NFE=72025.10 | 10.03 | |
| S4S Alt†NFE=62025.10 | 10.49 | |
| S4S Alt†NFE=62025.10 | 10.49 | |
| iPNDM [DMN]NFE=42025.10 | 11.82 | |
| iPNDM [DMN]NFE=42025.10 | 11.82 | |
| iPNDM (3M)NFE=42025.10 | 11.93 | |
| iPNDM (3M)NFE=42025.10 | 11.93 | |
| S4S Alt†NFE=52025.10 | 13.03 | |
| S4S Alt†NFE=52025.10 | 13.03 | |
| UniPC (3M)NFE=52025.10 | 13.88 | |
| UniPC (3M)NFE=52025.10 | 13.88 | |
| UniPC [GITS]NFE=72025.10 | 17.27 | |
| UniPC [GITS]NFE=72025.10 | 17.27 | |
| DPM++ (3M)NFE=52025.10 | 18.64 | |
| DPM++ (3M)NFE=52025.10 | 18.64 | |
| iPNDM [GITS]NFE=72025.10 | 19.54 | |
| iPNDM [GITS]NFE=72025.10 | 19.54 | |
| S4S Alt†NFE=42025.10 | 20.89 | |
| S4S Alt†NFE=42025.10 | 20.89 | |
| UniPC [GITS]NFE=62025.10 | 22.33 | |
| UniPC [GITS]NFE=62025.10 | 22.33 | |
| iPNDM [GITS]NFE=62025.10 | 28.09 | |
| iPNDM [GITS]NFE=62025.10 | 28.09 | |
| UniPC [DMN]NFE=42025.10 | 29.22 | |
| UniPC [DMN]NFE=42025.10 | 29.22 | |
| UniPC (3M)NFE=42025.10 | 39.78 | |
| UniPC (3M)NFE=42025.10 | 39.78 | |
| UniPC [GITS]NFE=52025.10 | 47.37 | |
| UniPC [GITS]NFE=52025.10 | 47.37 | |
| DPM++ (3M)NFE=42025.10 | 48.82 | |
| DPM++ (3M)NFE=42025.10 | 48.82 | |
| iPNDM [GITS]NFE=52025.10 | 59.17 | |
| iPNDM [GITS]NFE=52025.10 | 59.17 | |
| UniPC [GITS]NFE=42025.10 | 70.93 | |
| UniPC [GITS]NFE=42025.10 | 70.93 | |
| iPNDM [GITS]NFE=42025.10 | 76.86 | |
| iPNDM [GITS]NFE=42025.10 | 76.86 |