List your company
ResearchFormerly WizWand

Image Generation on Imagenet-256 latent space

4.06FIDS4S Alt†
1.982416.006230.0344.0538Oct 20, 2025Dec 2, 2025Jan 14, 2026Feb 27, 2026Apr 11, 2026May 24, 2026Jul 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
S4S Alt†NFE=72025.104.06
S4S Alt†NFE=72025.104.06
S4S Alt†NFE=62025.104.09
S4S Alt†NFE=62025.104.09
Teacher2025.104.1
TeacherType=Baseline2025.104.1
GS (Ours)NFE=72025.104.17
GAS (Ours)NFE=72025.104.17
GSNFE=72025.104.17
GASNFE=72025.104.17
S4S Alt†NFE=52025.104.3
GS (Ours)NFE=62025.104.3
S4S Alt†NFE=52025.104.3
GSNFE=62025.104.3
Best LD3NFE=72025.104.32
GAS (Ours)NFE=62025.104.32
Best LD3NFE=72025.104.32
GASNFE=62025.104.32
Best LD3NFE=62025.104.46
Best LD3NFE=62025.104.46
D2POSteps=7, Solver=iPNDM2026.074.7
D2POSteps=6, Solver=iPNDM2026.074.8
GAS (Ours)NFE=52025.104.87
GASNFE=52025.104.87
GS (Ours)NFE=52025.104.93
GSNFE=52025.104.93
Best LD3NFE=52025.105.03
Best LD3NFE=52025.105.03
S4S Alt†NFE=42025.105.13
S4S Alt†NFE=42025.105.13
UniPC (3M)NFE=72025.105.2
UniPC (3M)NFE=72025.105.2
iPNDM (3M)NFE=72025.105.35
iPNDM (3M)NFE=72025.105.35
GAS (Ours)NFE=42025.105.38
GASNFE=42025.105.38
D2POSteps=5, Solver=iPNDM2026.075.48
UniPC (3M)NFE=62025.105.92
UniPC (3M)NFE=62025.105.92
DPM++ (3M)NFE=72025.105.95
DPM++ (3M)NFE=72025.105.95
iPNDM (3M)NFE=62025.106.03
iPNDM (3M)NFE=62025.106.03
CMA-ESSteps=7, Solver=iPNDM2026.076.99
CMA-ESSteps=6, Solver=iPNDM2026.077.2
iPNDM [DMN]NFE=62025.107.25
iPNDM [DMN]NFE=62025.107.25
D2POSteps=4, Solver=iPNDM2026.077.28
iPNDM [DMN]NFE=52025.107.33
iPNDM [DMN]NFE=52025.107.33
iPNDM [DMN]NFE=72025.107.4
iPNDM [DMN]NFE=72025.107.4
DPM++ (3M)NFE=62025.107.51
DPM++ (3M)NFE=62025.107.51
UniPC [DMN]NFE=62025.107.54
UniPC [DMN]NFE=62025.107.54
iPNDM (3M)NFE=52025.107.8
iPNDM (3M)NFE=52025.107.8
UniPC [DMN]NFE=72025.107.81
UniPC [DMN]NFE=72025.107.81
GS (Ours)NFE=42025.107.87
GSNFE=42025.107.87
UniPC [DMN]NFE=52025.107.96
UniPC [DMN]NFE=52025.107.96
UniPC (3M)NFE=52025.108.51
UniPC (3M)NFE=52025.108.51
UniPC [GITS]NFE=72025.109.04
UniPC [GITS]NFE=72025.109.04
Best LD3NFE=42025.109.19
Best LD3NFE=42025.109.19
iPNDM [DMN]NFE=42025.1010.15
iPNDM [DMN]NFE=42025.1010.15
iPNDM [GITS]NFE=72025.1010.33
iPNDM [GITS]NFE=72025.1010.33
GITSSteps=7, Solver=iPNDM2026.0710.33
DPM++ (3M)NFE=52025.1011.91
DPM++ (3M)NFE=52025.1011.91
iPNDM (3M)NFE=42025.1013.86
iPNDM (3M)NFE=42025.1013.86
UniPC [GITS]NFE=62025.1014.62
UniPC [GITS]NFE=62025.1014.62
UniPC [DMN]NFE=42025.1016.72
UniPC [DMN]NFE=42025.1016.72
CMA-ESSteps=5, Solver=iPNDM2026.0717.83
iPNDM [GITS]NFE=62025.1019.33
iPNDM [GITS]NFE=62025.1019.33
GITSSteps=6, Solver=iPNDM2026.0719.33
UniPC (3M)NFE=42025.1020.01
UniPC (3M)NFE=42025.1020.01
CMA-ESSteps=4, Solver=iPNDM2026.0720.01
DPM++ (3M)NFE=42025.1026.07
DPM++ (3M)NFE=42025.1026.07
UniPC [GITS]NFE=52025.1034.91
UniPC [GITS]NFE=52025.1034.91
iPNDM [GITS]NFE=52025.1043.56
iPNDM [GITS]NFE=52025.1043.56
GITSSteps=5, Solver=iPNDM2026.0743.56
UniPC [GITS]NFE=42025.1054.88
UniPC [GITS]NFE=42025.1054.88
iPNDM [GITS]NFE=42025.1056