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ResearchFormerly WizWand

Concept Steerability on CUB 10 concepts 1k samples (test)

49.3SteerabilityCC-GAN+opt-int
0.21212.95625.738.444Mar 25, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CC-GAN+opt-intConcept Regime=Small balanced, Base Model=GAN, opt-int=true2025.0349.3
CC-DDPM+opt-intConcept Regime=Small balanced, Base Model=DDPM, opt-int=true2025.0345.4
CB-AE-GAN+opt-intConcept Regime=Small balanced, Base Model=GAN, opt-int=true2025.0345.1
CB-AE-DDPM+opt-intConcept Regime=Small balanced, Base Model=DDPM, opt-int=true2025.0337.3
CB-AE-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.0325.8
CB-GANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.0321.3
CB-AE-GANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.0319.9
ACGANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.0318.5
CB-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.0314.8
CGANConcept Regime=Small balanced, Base Model=GAN, opt-int=false2025.035.4
CF-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.032.7
CG-DDPMConcept Regime=Small balanced, Base Model=DDPM, opt-int=false2025.032.1