Aesthetic Image Generation on FLUX
8.5394Aesthetic ScoreNTRK
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NTRK# Particles=5, # Steps=100, NFE=500, Augmentation=Best-of-N2026.06 | 8.5394 | 21.83 | 28.68 | 1.2613 | 95.66 | |
| NTRK# Particles=10, # Steps=50, NFE=500, Augmentation=Best-of-N2026.06 | 8.2081 | 21.81 | 29.13 | 1.1445 | 96.43 | |
| NTRK# Particles=1, # Steps=100, NFE=100, Augmentation=Best-of-N2026.06 | 8.0538 | 21.73 | 28.54 | 1.1546 | 96.82 | |
| NTRK# Particles=20, # Steps=25, NFE=500, Augmentation=Best-of-N2026.06 | 7.9656 | 21.97 | 29.32 | 1.1669 | 96.09 | |
| NTRK# Particles=2, # Steps=50, NFE=100, Augmentation=Best-of-N2026.06 | 7.8454 | 21.6 | 28.31 | 1.0744 | 95.2 | |
| NTRK# Particles=4, # Steps=25, NFE=100, Augmentation=Best-of-N2026.06 | 7.7247 | 21.76 | 28.35 | 0.9874 | 96.48 | |
| NTRK# Particles=1, # Steps=25, NFE=25, Augmentation=Best-of-N2026.06 | 7.451 | 22 | 29.28 | 1.2565 | 97.28 | |
| NTRK# Particles=10, # Steps=25 + 25, NFE=500, Augmentation=Ψ-Sampler2026.06 | 7.418 | 21.7 | 28.12 | 1.0209 | 96.56 | |
| SVDD# Particles=20, # Steps=25, NFE=5002026.06 | 7.1363 | 21.77 | 28.14 | 1.0256 | 95.1 | |
| Ψ-Sampler# Particles=10, # Steps=25 + 25, NFE=5002026.06 | 7.0116 | 21.88 | 28.47 | 1.1235 | 97.37 | |
| RBF# Particles=20, # Steps=25, NFE=5002026.06 | 6.99 | 21.83 | 28.26 | 1.0761 | 96.89 | |
| DAS# Particles=20, # Steps=25, NFE=5002026.06 | 6.9384 | 21.83 | 28.6 | 1.0568 | 97.06 | |
| FreeDoM# Particles=13, # Steps=25, NFE=533, Augmentation=Best-of-N2026.06 | 6.8406 | 21.85 | 28.53 | 0.9941 | 96.35 | |
| DPS# Particles=20, # Steps=25, NFE=500, Augmentation=Best-of-N2026.06 | 6.7647 | 21.91 | 28.61 | 1.0639 | 96.24 | |
| BoN# Particles=20, # Steps=25, NFE=5002026.06 | 6.731 | 21.97 | 28.9 | 1.1419 | 95.97 | |
| DAS# Particles=4, # Steps=25, NFE=1002026.06 | 6.5759 | 21.77 | 28.21 | 1.0096 | 96.58 | |
| RBF# Particles=4, # Steps=25, NFE=1002026.06 | 6.5497 | 21.73 | 28.18 | 1.1237 | 96.95 | |
| SVDD# Particles=4, # Steps=25, NFE=1002026.06 | 6.5348 | 21.76 | 28.35 | 1.1208 | 96.52 | |
| FreeDoM# Particles=3, # Steps=25, NFE=123, Augmentation=Best-of-N2026.06 | 6.5196 | 21.79 | 27.97 | 0.8771 | 96.99 | |
| DPS# Particles=4, # Steps=25, NFE=100, Augmentation=Best-of-N2026.06 | 6.4773 | 21.82 | 28.05 | 0.9604 | 96.34 | |
| BoN# Particles=4, # Steps=25, NFE=1002026.06 | 6.4694 | 21.83 | 28.32 | 0.9583 | 96.35 | |
| Base# Particles=1, # Steps=25, NFE=252026.06 | 6.0282 | 21.44 | 27.59 | 1.0538 | 96.44 |