Concept Steerability on CelebA 40 concepts 1k samples (test)
58.3Steerability (%)CB-AE-GAN+opt-int
Evaluation results
| Method | Links | |
|---|---|---|
| CB-AE-GAN+opt-intConcept Regime=Large unbalanced, Base Model=GAN, opt-int=true2025.03 | 58.3 | |
| CC-GAN+opt-intConcept Regime=Large unbalanced, Base Model=GAN, opt-int=true2025.03 | 49.7 | |
| CB-AE-GANConcept Regime=Large unbalanced, Base Model=GAN, opt-int=false2025.03 | 45.5 | |
| CC-DDPM+opt-intConcept Regime=Large unbalanced, Base Model=DDPM, opt-int=true2025.03 | 41.3 | |
| CB-AE-DDPM+opt-intConcept Regime=Large unbalanced, Base Model=DDPM, opt-int=true2025.03 | 36.2 | |
| CB-AE-DDPMConcept Regime=Large unbalanced, Base Model=DDPM, opt-int=false2025.03 | 23.6 | |
| CB-GANConcept Regime=Large unbalanced, Base Model=GAN, opt-int=false2025.03 | 23.1 | |
| CB-DDPMConcept Regime=Large unbalanced, Base Model=DDPM, opt-int=false2025.03 | 12.6 | |
| CG-DDPMConcept Regime=Large unbalanced, Base Model=DDPM, opt-int=false2025.03 | 5.4 | |
| CF-DDPMConcept Regime=Large unbalanced, Base Model=DDPM, opt-int=false2025.03 | 5.1 | |
| CGANConcept Regime=Large unbalanced, Base Model=GAN, opt-int=false2025.03 | 2.9 | |
| ACGANConcept Regime=Large unbalanced, Base Model=GAN, opt-int=false2025.03 | 1.2 |