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Zero-shot Class Unlearning on StanfordCars (forget set)
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82.23
Bias Factor
CCUP
80.2228
80.7439
81.265
81.7861
Dec 16, 2025
Bias Factor
Accuracy Forgetting
Mean Influence Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Bias Factor
Accuracy Forgetting
Mean Influence Accuracy
CCUP
Backbone=ViT-B/32
2025.12
82.23
0.38
75.82
ZSL-CLIP
Backbone=ViT-B/32
2025.12
82.2
1.82
51.28
Lip
Backbone=ViT-B/32
2025.12
82.2
12.5
45.02
Emb
Backbone=ViT-B/32
2025.12
82.2
10.5
56.5
Amns
Backbone=ViT-B/32
2025.12
82.2
8.55
24.95
EMMN
Backbone=ViT-B/32
2025.12
82.2
14.8
22.72
CCUP
Backbone=ViT-B/16
2025.12
80.3
0.38
74.57
ZSL-CLIP
Backbone=ViT-B/16
2025.12
80.3
1.8
51
Lip
Backbone=ViT-B/16
2025.12
80.3
22.2
32.52
Emb
Backbone=ViT-B/16
2025.12
80.3
12.2
54.9
Amns
Backbone=ViT-B/16
2025.12
80.3
10.5
16.22
EMMN
Backbone=ViT-B/16
2025.12
80.3
15.3
15.7
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