Zero-shot Class Unlearning on StanfordCars (forget set)
82.23Bias FactorCCUP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CCUPBackbone=ViT-B/322025.12 | 82.23 | 0.38 | 75.82 | |
| ZSL-CLIPBackbone=ViT-B/322025.12 | 82.2 | 1.82 | 51.28 | |
| LipBackbone=ViT-B/322025.12 | 82.2 | 12.5 | 45.02 | |
| EmbBackbone=ViT-B/322025.12 | 82.2 | 10.5 | 56.5 | |
| AmnsBackbone=ViT-B/322025.12 | 82.2 | 8.55 | 24.95 | |
| EMMNBackbone=ViT-B/322025.12 | 82.2 | 14.8 | 22.72 | |
| CCUPBackbone=ViT-B/162025.12 | 80.3 | 0.38 | 74.57 | |
| ZSL-CLIPBackbone=ViT-B/162025.12 | 80.3 | 1.8 | 51 | |
| LipBackbone=ViT-B/162025.12 | 80.3 | 22.2 | 32.52 | |
| EmbBackbone=ViT-B/162025.12 | 80.3 | 12.2 | 54.9 | |
| AmnsBackbone=ViT-B/162025.12 | 80.3 | 10.5 | 16.22 | |
| EMMNBackbone=ViT-B/162025.12 | 80.3 | 15.3 | 15.7 |