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Zero-shot Class Unlearning on OxfordFlowers (forget set)
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71.8
Bias Factor (BF)
CCUP
70.552
70.876
71.2
71.524
Dec 16, 2025
Bias Factor (BF)
Accuracy Forgetting (AF)
Mean Influence Accuracy (MIA)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Bias Factor (BF)
Accuracy Forgetting (AF)
Mean Influence Accuracy (MIA)
CCUP
Backbone=ViT-B/32
2025.12
71.8
0
70.4
ZSL-CLIP
Backbone=ViT-B/32
2025.12
71.8
0.08
69.62
Lip
Backbone=ViT-B/32
2025.12
71.8
0.35
62.85
Emb
Backbone=ViT-B/32
2025.12
71.8
1.35
63.65
Amns
Backbone=ViT-B/32
2025.12
71.8
0.75
60.85
EMMN
Backbone=ViT-B/32
2025.12
71.8
0.55
63.65
CCUP
Backbone=ViT-B/16
2025.12
70.6
0
69.4
ZSL-CLIP
Backbone=ViT-B/16
2025.12
70.6
0.08
63.02
Lip
Backbone=ViT-B/16
2025.12
70.6
0.29
60.71
Emb
Backbone=ViT-B/16
2025.12
70.6
1.9
61.1
Amns
Backbone=ViT-B/16
2025.12
70.6
0.89
58.71
EMMN
Backbone=ViT-B/16
2025.12
70.6
0.76
63.54
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