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Benchmarks
Zero-shot Class Unlearning on StanfordCars (retain set)
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81.45
BF
CCUP
80.358
80.6415
80.925
81.2085
Dec 16, 2025
BF
AF
Updated 1mo ago
Evaluation Results
Method
Method
Links
BF
AF
CCUP
Backbone=ViT-B/32
2025.12
81.45
75.42
ZSL-CLIP
Backbone=ViT-B/32
2025.12
81.4
52.3
Lip
Backbone=ViT-B/32
2025.12
81.4
56.72
Emb
Backbone=ViT-B/32
2025.12
81.4
66.2
Amns
Backbone=ViT-B/32
2025.12
81.4
32.7
EMMN
Backbone=ViT-B/32
2025.12
81.4
36.72
Lip
Backbone=ViT-B/16
2025.12
81.4
55.82
Emb
Backbone=ViT-B/16
2025.12
81.4
68.2
Amns
Backbone=ViT-B/16
2025.12
81.4
27.82
EMMN
Backbone=ViT-B/16
2025.12
81.4
32.1
CCUP
Backbone=ViT-B/16
2025.12
80.45
75.1
ZSL-CLIP
Backbone=ViT-B/16
2025.12
80.4
52.9
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