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ResearchFormerly WizWand

Concept-based Classification on CelebA

99F1 (Y)LF-CBM
89.6492.0794.596.93May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LF-CBM2026.059958682940
LF-CBMAnnotation strategy=Random2026.059958682940
LaBo2026.059855662877
VLG-CBM2026.059854622242
VH-CBMBackbone=CLIP, Supervision Level (%)=1.4%2026.05986982404
LaBoAnnotation strategy=Random2026.059855662877
VLG-CBMAnnotation strategy=Random2026.059854622242
VH-CBMBackbone=CLIP, Annotation percentage=1.4%, Annotation strategy=Random2026.05986883355
VH-CBMBackbone=DINO, Supervision Level (%)=1.4%2026.05976583434
VH-CBMBackbone=DINO, Annotation percentage=1.4%, Annotation strategy=Random2026.05976783425
CBMSupervision Level (%)=100%2026.059677937532
CBMAnnotation percentage=100%, Annotation strategy=Random2026.059677937532
CBMSupervision Level (%)=1.4%2026.059060813731
CBMAnnotation percentage=1.4%, Annotation strategy=Random2026.059060813731