Image Generation on Imagenet-256 latent space
4.06FIDS4S Alt†
Evaluation Results
| Method | Links | |
|---|---|---|
| S4S Alt†NFE=72025.10 | 4.06 | |
| S4S Alt†NFE=72025.10 | 4.06 | |
| S4S Alt†NFE=62025.10 | 4.09 | |
| S4S Alt†NFE=62025.10 | 4.09 | |
| Teacher2025.10 | 4.1 | |
| TeacherType=Baseline2025.10 | 4.1 | |
| GS (Ours)NFE=72025.10 | 4.17 | |
| GAS (Ours)NFE=72025.10 | 4.17 | |
| GSNFE=72025.10 | 4.17 | |
| GASNFE=72025.10 | 4.17 | |
| S4S Alt†NFE=52025.10 | 4.3 | |
| GS (Ours)NFE=62025.10 | 4.3 | |
| S4S Alt†NFE=52025.10 | 4.3 | |
| GSNFE=62025.10 | 4.3 | |
| Best LD3NFE=72025.10 | 4.32 | |
| GAS (Ours)NFE=62025.10 | 4.32 | |
| Best LD3NFE=72025.10 | 4.32 | |
| GASNFE=62025.10 | 4.32 | |
| Best LD3NFE=62025.10 | 4.46 | |
| Best LD3NFE=62025.10 | 4.46 | |
| D2POSteps=7, Solver=iPNDM2026.07 | 4.7 | |
| D2POSteps=6, Solver=iPNDM2026.07 | 4.8 | |
| GAS (Ours)NFE=52025.10 | 4.87 | |
| GASNFE=52025.10 | 4.87 | |
| GS (Ours)NFE=52025.10 | 4.93 | |
| GSNFE=52025.10 | 4.93 | |
| Best LD3NFE=52025.10 | 5.03 | |
| Best LD3NFE=52025.10 | 5.03 | |
| S4S Alt†NFE=42025.10 | 5.13 | |
| S4S Alt†NFE=42025.10 | 5.13 | |
| UniPC (3M)NFE=72025.10 | 5.2 | |
| UniPC (3M)NFE=72025.10 | 5.2 | |
| iPNDM (3M)NFE=72025.10 | 5.35 | |
| iPNDM (3M)NFE=72025.10 | 5.35 | |
| GAS (Ours)NFE=42025.10 | 5.38 | |
| GASNFE=42025.10 | 5.38 | |
| D2POSteps=5, Solver=iPNDM2026.07 | 5.48 | |
| UniPC (3M)NFE=62025.10 | 5.92 | |
| UniPC (3M)NFE=62025.10 | 5.92 | |
| DPM++ (3M)NFE=72025.10 | 5.95 | |
| DPM++ (3M)NFE=72025.10 | 5.95 | |
| iPNDM (3M)NFE=62025.10 | 6.03 | |
| iPNDM (3M)NFE=62025.10 | 6.03 | |
| CMA-ESSteps=7, Solver=iPNDM2026.07 | 6.99 | |
| CMA-ESSteps=6, Solver=iPNDM2026.07 | 7.2 | |
| iPNDM [DMN]NFE=62025.10 | 7.25 | |
| iPNDM [DMN]NFE=62025.10 | 7.25 | |
| D2POSteps=4, Solver=iPNDM2026.07 | 7.28 | |
| iPNDM [DMN]NFE=52025.10 | 7.33 | |
| iPNDM [DMN]NFE=52025.10 | 7.33 | |
| iPNDM [DMN]NFE=72025.10 | 7.4 | |
| iPNDM [DMN]NFE=72025.10 | 7.4 | |
| DPM++ (3M)NFE=62025.10 | 7.51 | |
| DPM++ (3M)NFE=62025.10 | 7.51 | |
| UniPC [DMN]NFE=62025.10 | 7.54 | |
| UniPC [DMN]NFE=62025.10 | 7.54 | |
| iPNDM (3M)NFE=52025.10 | 7.8 | |
| iPNDM (3M)NFE=52025.10 | 7.8 | |
| UniPC [DMN]NFE=72025.10 | 7.81 | |
| UniPC [DMN]NFE=72025.10 | 7.81 | |
| GS (Ours)NFE=42025.10 | 7.87 | |
| GSNFE=42025.10 | 7.87 | |
| UniPC [DMN]NFE=52025.10 | 7.96 | |
| UniPC [DMN]NFE=52025.10 | 7.96 | |
| UniPC (3M)NFE=52025.10 | 8.51 | |
| UniPC (3M)NFE=52025.10 | 8.51 | |
| UniPC [GITS]NFE=72025.10 | 9.04 | |
| UniPC [GITS]NFE=72025.10 | 9.04 | |
| Best LD3NFE=42025.10 | 9.19 | |
| Best LD3NFE=42025.10 | 9.19 | |
| iPNDM [DMN]NFE=42025.10 | 10.15 | |
| iPNDM [DMN]NFE=42025.10 | 10.15 | |
| iPNDM [GITS]NFE=72025.10 | 10.33 | |
| iPNDM [GITS]NFE=72025.10 | 10.33 | |
| GITSSteps=7, Solver=iPNDM2026.07 | 10.33 | |
| DPM++ (3M)NFE=52025.10 | 11.91 | |
| DPM++ (3M)NFE=52025.10 | 11.91 | |
| iPNDM (3M)NFE=42025.10 | 13.86 | |
| iPNDM (3M)NFE=42025.10 | 13.86 | |
| UniPC [GITS]NFE=62025.10 | 14.62 | |
| UniPC [GITS]NFE=62025.10 | 14.62 | |
| UniPC [DMN]NFE=42025.10 | 16.72 | |
| UniPC [DMN]NFE=42025.10 | 16.72 | |
| CMA-ESSteps=5, Solver=iPNDM2026.07 | 17.83 | |
| iPNDM [GITS]NFE=62025.10 | 19.33 | |
| iPNDM [GITS]NFE=62025.10 | 19.33 | |
| GITSSteps=6, Solver=iPNDM2026.07 | 19.33 | |
| UniPC (3M)NFE=42025.10 | 20.01 | |
| UniPC (3M)NFE=42025.10 | 20.01 | |
| CMA-ESSteps=4, Solver=iPNDM2026.07 | 20.01 | |
| DPM++ (3M)NFE=42025.10 | 26.07 | |
| DPM++ (3M)NFE=42025.10 | 26.07 | |
| UniPC [GITS]NFE=52025.10 | 34.91 | |
| UniPC [GITS]NFE=52025.10 | 34.91 | |
| iPNDM [GITS]NFE=52025.10 | 43.56 | |
| iPNDM [GITS]NFE=52025.10 | 43.56 | |
| GITSSteps=5, Solver=iPNDM2026.07 | 43.56 | |
| UniPC [GITS]NFE=42025.10 | 54.88 | |
| UniPC [GITS]NFE=42025.10 | 54.88 | |
| iPNDM [GITS]NFE=42025.10 | 56 |