Single-label unlearning on Brain Tumor
99.1Retained AccuracyRetrain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RetrainBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 99.1 | 0 | |
| SSDBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 98.8 | 74.7 | |
| FTBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 98.5 | 77.4 | |
| BUBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 72.4 | 0 | |
| AmnesiacBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 69.2 | 19.6 | |
| UNSIRBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 51.4 | 0 | |
| TargetBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 33.3 | 0 | |
| FisherBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 13.7 | 58.9 |