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Zero-shot Class Unlearning on OxfordFlowers (retain set)
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70.5
Bias Factor
CCUP
70.084
70.192
70.3
70.408
Dec 16, 2025
Bias Factor
Accuracy Forgetting
Updated 1mo ago
Evaluation Results
Method
Method
Links
Bias Factor
Accuracy Forgetting
CCUP
Backbone=ViT-B/32
2025.12
70.5
69.1
ZSL-CLIP
Backbone=ViT-B/32
2025.12
70.5
68.4
Lip
Backbone=ViT-B/32
2025.12
70.5
61.9
Emb
Backbone=ViT-B/32
2025.12
70.5
63.7
Amns
Backbone=ViT-B/32
2025.12
70.5
60.3
EMMN
Backbone=ViT-B/32
2025.12
70.5
62.9
CCUP
Backbone=ViT-B/16
2025.12
70.1
68.9
ZSL-CLIP
Backbone=ViT-B/16
2025.12
70.1
62.6
Lip
Backbone=ViT-B/16
2025.12
70.1
60.5
Emb
Backbone=ViT-B/16
2025.12
70.1
62.5
Amns
Backbone=ViT-B/16
2025.12
70.1
59.1
EMMN
Backbone=ViT-B/16
2025.12
70.1
63.8
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