Object Unlearning on Imagenette Object Unlearning Subset
0ERASE FIDORI
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ORIReference Drift Suppression (RDS)=N/A2026.06 | 0 | 0 | 90.5 | 0 | 0 | 90.5 | 0 | |
| ABOReference Drift Suppression (RDS)=Enabled2026.06 | 154.5 | 0.341 | 32.1 | 15.5 | 0.201 | 83.1 | 51 | |
| FMNReference Drift Suppression (RDS)=Enabled2026.06 | 177 | 0.35 | 30.5 | 14.1 | 0.19 | 84.4 | 53.9 | |
| FMNReference Drift Suppression (RDS)=Disabled2026.06 | 177.2 | 0.351 | 30.2 | 14.1 | 0.19 | 84.5 | 54.3 | |
| RECEReference Drift Suppression (RDS)=Enabled2026.06 | 201.7 | 0.381 | 9.1 | 15.7 | 0.196 | 81 | 71.9 | |
| ABOReference Drift Suppression (RDS)=Disabled2026.06 | 207.8 | 0.378 | 23.9 | 20.5 | 0.223 | 78.2 | 54.3 | |
| RECEReference Drift Suppression (RDS)=Disabled2026.06 | 210.1 | 0.395 | 7.18 | 18.4 | 0.203 | 78.7 | 71.5 | |
| ESDReference Drift Suppression (RDS)=Enabled2026.06 | 233.3 | 0.387 | 15.2 | 14.2 | 0.189 | 83.8 | 68.6 | |
| ABCReference Drift Suppression (RDS)=Disabled2026.06 | 237.5 | 0.397 | 12.4 | 21.9 | 0.228 | 75.7 | 63.3 | |
| UCEReference Drift Suppression (RDS)=Disabled2026.06 | 237.5 | 0.429 | 3.32 | 26 | 0.258 | 72.6 | 69.3 | |
| ESDReference Drift Suppression (RDS)=Disabled2026.06 | 242.2 | 0.399 | 9.24 | 15.9 | 0.194 | 81.4 | 72.1 | |
| SDDReference Drift Suppression (RDS)=Disabled2026.06 | 244.6 | 0.402 | 14.5 | 22.3 | 0.238 | 74.2 | 59.7 | |
| ABCReference Drift Suppression (RDS)=Enabled2026.06 | 258.6 | 0.417 | 7.24 | 14.9 | 0.188 | 82.9 | 75.7 | |
| UCEReference Drift Suppression (RDS)=Enabled2026.06 | 258.7 | 0.451 | 1.94 | 19.9 | 0.237 | 76.8 | 74.9 | |
| CoreUnlearnReference Drift Suppression (RDS)=Enabled2026.06 | 259.5 | 0.462 | 9.42 | 11.9 | 0.166 | 87.8 | 78.4 | |
| SDDReference Drift Suppression (RDS)=Enabled2026.06 | 279.4 | 0.423 | 9.39 | 15.8 | 0.195 | 82.1 | 72.7 |