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ResearchFormerly WizWand

Image Classification on AwA2 clipart (ID)

97.26AccuracyLaBO + DDO
90.697692.401394.10595.8087Mar 24, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LaBO + DDOBackbone=CLIP ViT-L/14, Concept=LLM2025.0397.26
LaBO‡Concept=LLM, Method=+DDO2025.0397.26
PCBM+ + DDOBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.0397.19
PCBM†Concept=ConceptNet, Method=+DDO, Backbone=CLIP2025.0397.19
PCBM+ baselineBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.0397.17
PCBM†Concept=ConceptNet, Method=baseline, Backbone=CLIP2025.0397.17
LaBO baselineBackbone=CLIP ViT-L/14, Concept=LLM2025.0397.14
LaBO‡Concept=LLM, Method=baseline2025.0397.14
CLIP LPBackbone=CLIP ViT-L/14, Concept=none2025.0397.11
CLIP LP2025.0397.11
CLIP-CBM + DDOBackbone=CLIP ViT-L/14, Concept=human2025.0395.71
CLIP-CBMConcept=human, Method=+DDO2025.0395.71
CLIP ZSBackbone=CLIP ViT-L/14, Concept=none2025.0395.7
CLIP ZS2025.0395.7
CLIP-CBM baselineBackbone=CLIP ViT-L/14, Concept=human2025.0395.69
CLIP-CBMConcept=human, Method=baseline2025.0395.69
LaBO + DDOBackbone=CLIP ViT-B/32, Concept=LLM2025.0394.5
LaBO baselineBackbone=CLIP ViT-B/32, Concept=LLM2025.0393.9
PCBM+ baselineBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.0393.41
PCBM+ + DDOBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.0392.58
CLIP-CBM baselineBackbone=CLIP ViT-B/32, Concept=human2025.0392.38
CLIP LPBackbone=CLIP ViT-B/32, Concept=none2025.0391.72
CLIP ZSBackbone=CLIP ViT-B/32, Concept=none2025.0391.5
CLIP-CBM + DDOBackbone=CLIP ViT-B/32, Concept=human2025.0390.95