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ResearchFormerly WizWand

Zero-shot Class Unlearning on Caltech101 (retain set)

94.9Bias Factor (BF)CCUP
94.890894.952995.01595.0771Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CCUPBackbone=ViT-B/162025.1294.994.41
ZSL-CLIPBackbone=ViT-B/162025.1294.970.2
CCUPBackbone=ViT-B/322025.1295.1394.44
ZSL-CLIPBackbone=ViT-B/322025.1295.1370.54
LipBackbone=ViT-B/322025.1295.1370.5
EmbBackbone=ViT-B/322025.1295.1370.8
AmnsBackbone=ViT-B/322025.1295.1369.1
EMMNBackbone=ViT-B/322025.1295.1378
LipBackbone=ViT-B/162025.1295.1370.12
EmbBackbone=ViT-B/162025.1295.1373.1
AmnsBackbone=ViT-B/162025.1295.1367.2
EMMNBackbone=ViT-B/162025.1295.1376.5