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Benchmarks
Zero-shot Class Unlearning on StanfordDogs (retain set)
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60.18
BF
CCUP
58.0688
58.6169
59.165
59.7131
Dec 16, 2025
BF
AF
Updated 1mo ago
Evaluation Results
Method
Method
Links
BF
AF
CCUP
Backbone=ViT-B/32
2025.12
60.18
50.3
CCUP
Backbone=ViT-B/16
2025.12
60.18
52.2
ZSL-CLIP
Backbone=ViT-B/32
2025.12
60.15
15.92
Lip
Backbone=ViT-B/32
2025.12
60.15
23.6
Emb
Backbone=ViT-B/32
2025.12
60.15
32.6
Amns
Backbone=ViT-B/32
2025.12
60.15
35.9
EMMN
Backbone=ViT-B/32
2025.12
60.15
39.5
Lip
Backbone=ViT-B/16
2025.12
60.15
23.8
Emb
Backbone=ViT-B/16
2025.12
60.15
33.8
Amns
Backbone=ViT-B/16
2025.12
60.15
37.8
EMMN
Backbone=ViT-B/16
2025.12
60.15
43.2
ZSL-CLIP
Backbone=ViT-B/16
2025.12
58.15
18.22
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