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ResearchFormerly WizWand

Concept Steerability on CelebA 8 concepts 1k samples (test)

59.9SteerabilityCB-AE-GAN+opt-int
4.67619.01333.3547.687Mar 25, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CB-AE-GAN+opt-intConcept Regime=Small balanced, Base Model=GAN, opt-int=true2025.0359.9
CC-GAN+opt-intConcept Regime=Small balanced, Base Model=GAN, opt-int=true2025.0350.8
CB-AE-GANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.0347.1
CC-DDPM+opt-intConcept Regime=Small balanced, Base Model=DDPM, opt-int=true2025.0341.8
CB-AE-DDPM+opt-intConcept Regime=Small balanced, Base Model=DDPM, opt-int=true2025.0337.5
CB-GANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.0325.6
CB-AE-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.0323.1
CB-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.0313.8
ACGANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.039.2
CGANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.038.7
CF-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.037.2
CG-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.036.8