Zero-shot Class Unlearning on OxfordFlowers (forget set)
71.8Bias Factor (BF)CCUP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CCUPBackbone=ViT-B/322025.12 | 71.8 | 0 | 70.4 | |
| ZSL-CLIPBackbone=ViT-B/322025.12 | 71.8 | 0.08 | 69.62 | |
| LipBackbone=ViT-B/322025.12 | 71.8 | 0.35 | 62.85 | |
| EmbBackbone=ViT-B/322025.12 | 71.8 | 1.35 | 63.65 | |
| AmnsBackbone=ViT-B/322025.12 | 71.8 | 0.75 | 60.85 | |
| EMMNBackbone=ViT-B/322025.12 | 71.8 | 0.55 | 63.65 | |
| CCUPBackbone=ViT-B/162025.12 | 70.6 | 0 | 69.4 | |
| ZSL-CLIPBackbone=ViT-B/162025.12 | 70.6 | 0.08 | 63.02 | |
| LipBackbone=ViT-B/162025.12 | 70.6 | 0.29 | 60.71 | |
| EmbBackbone=ViT-B/162025.12 | 70.6 | 1.9 | 61.1 | |
| AmnsBackbone=ViT-B/162025.12 | 70.6 | 0.89 | 58.71 | |
| EMMNBackbone=ViT-B/162025.12 | 70.6 | 0.76 | 63.54 |