Machine Unlearning on ISIC 2018
81.67AccuracyFCU
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FCURuntime (s)=1562026.05 | 81.67 | 56.32 | 18.33 | 8.22 | 34.45 | |
| RetrainRuntime (s)=20382026.05 | 81.52 | 54.76 | 18.47 | 5.4 | 35.37 | |
| FinetuneRuntime (s)=2892026.05 | 80.52 | 55.43 | 19.47 | 8.43 | 30.49 | |
| FedEraserRuntime (s)=6722026.05 | 80.13 | 53.64 | 19.87 | 8.72 | 37.49 | |
| OriginRuntime (s)=24692026.05 | 79.98 | 57.9 | 20.01 | 9.66 | 29.95 | |
| FFMURuntime (s)=1762026.05 | 79.67 | 44.64 | 20.33 | 10.32 | 30.99 | |
| IFF-FCURuntime (s)=1202026.05 | 79.03 | 51.3 | 20.96 | 11.62 | 38.23 | |
| FUKDRuntime (s)=11322026.05 | 78.11 | 41.27 | 21.89 | 12.69 | 39.72 | |
| UPGARuntime (s)=8992026.05 | 75.08 | 38.43 | 24.91 | 17.51 | 48.28 | |
| MoDeRuntime (s)=4312026.05 | 73.04 | 33.63 | 26.96 | 16.55 | 50.84 |