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Benchmarks
Zero-shot Class Unlearning on Caltech101 (retain set)
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94.9
Bias Factor (BF)
CCUP
94.8908
94.9529
95.015
95.0771
Dec 16, 2025
Bias Factor (BF)
Accuracy Forgetting (AF)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Bias Factor (BF)
Accuracy Forgetting (AF)
CCUP
Backbone=ViT-B/16
2025.12
94.9
94.41
ZSL-CLIP
Backbone=ViT-B/16
2025.12
94.9
70.2
CCUP
Backbone=ViT-B/32
2025.12
95.13
94.44
ZSL-CLIP
Backbone=ViT-B/32
2025.12
95.13
70.54
Lip
Backbone=ViT-B/32
2025.12
95.13
70.5
Emb
Backbone=ViT-B/32
2025.12
95.13
70.8
Amns
Backbone=ViT-B/32
2025.12
95.13
69.1
EMMN
Backbone=ViT-B/32
2025.12
95.13
78
Lip
Backbone=ViT-B/16
2025.12
95.13
70.12
Emb
Backbone=ViT-B/16
2025.12
95.13
73.1
Amns
Backbone=ViT-B/16
2025.12
95.13
67.2
EMMN
Backbone=ViT-B/16
2025.12
95.13
76.5
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