Brightness-clustered generation on COCO 600 prompts (held-out)
0.0702Gaplearned
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| learnedModel=SD1.5, Noise Coupling=learned coupling matrix2026.05 | 0.0702 | 0.0873 | 0.0462 | |
| learnedModel=SD3, Noise Coupling=learned coupling matrix2026.05 | 0.0652 | 0.0845 | 0.0412 | |
| equicorr.Model=SD3, Noise Coupling=repulsive equicorrelated noise2026.05 | 0.0508 | 0.0761 | 0.038 | |
| equicorr.Model=SD1.5, Noise Coupling=repulsive equicorrelated noise2026.05 | 0.0494 | 0.0746 | 0.0384 | |
| i.i.d.Model=SD3, Noise Coupling=independent noise2026.05 | 0.0478 | 0.0715 | 0.0353 | |
| learnedModel=SDXL, Noise Coupling=learned coupling matrix2026.05 | 0.0461 | 0.0604 | 0.0286 | |
| i.i.d.Model=SD1.5, Noise Coupling=independent noise2026.05 | 0.0448 | 0.0673 | 0.0336 | |
| equicorr.Model=SDXL, Noise Coupling=repulsive equicorrelated noise2026.05 | 0.0364 | 0.0543 | 0.0271 | |
| i.i.d.Model=SDXL, Noise Coupling=independent noise2026.05 | 0.0355 | 0.0524 | 0.0256 |