Concept Steerability on CelebA 8 concepts 1k samples (test)
59.9SteerabilityCB-AE-GAN+opt-int
Evaluation Results
| Method | Links | |
|---|---|---|
| CB-AE-GAN+opt-intConcept Regime=Small balanced, Base Model=GAN, opt-int=true2025.03 | 59.9 | |
| CC-GAN+opt-intConcept Regime=Small balanced, Base Model=GAN, opt-int=true2025.03 | 50.8 | |
| CB-AE-GANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.03 | 47.1 | |
| CC-DDPM+opt-intConcept Regime=Small balanced, Base Model=DDPM, opt-int=true2025.03 | 41.8 | |
| CB-AE-DDPM+opt-intConcept Regime=Small balanced, Base Model=DDPM, opt-int=true2025.03 | 37.5 | |
| CB-GANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.03 | 25.6 | |
| CB-AE-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.03 | 23.1 | |
| CB-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.03 | 13.8 | |
| ACGANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.03 | 9.2 | |
| CGANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.03 | 8.7 | |
| CF-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.03 | 7.2 | |
| CG-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.03 | 6.8 |