Instance Unlearning on Tiny-ImageNet 1% forgetting (test)
99.67Acc (Train Residual)retrained
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| retrainedD_rm=true, D_fg=true, RTE=857.21, # param. (%)=27,673,154 (100%), Backbone=Swin-T2026.01 | 99.67 | 75.97 | 75.03 | 64.47 | 0 | |
| pretrainedD_rm=true, D_fg=true, RTE=882.05, # param. (%)=27,673,154 (100%), Backbone=Swin-T2026.01 | 99.63 | 99.8 | 74.55 | 96.2 | — | |
| SalUnD_rm=false, D_fg=true, RTE=12.79, # param. (%)=13,836,577 (50%), Backbone=Swin-T2026.01 | 98.47 | 97.23 | 71.86 | 89.6 | 12.69 | |
| GAD_rm=false, D_fg=true, RTE=7.92, # param. (%)=27,673,154 (100%), Backbone=Swin-T2026.01 | 98.37 | 93.63 | 72.36 | 85.77 | 10.73 | |
| COUN+RLD_rm=false, D_fg=true, RTE=11.45, # param. (%)=27,673,154 (100%), Backbone=Swin-T2026.01 | 98.3 | 96.47 | 71.45 | 89.02 | 12.5 | |
| RLD_rm=false, D_fg=true, RTE=7.61, # param. (%)=27,673,154 (100%), Backbone=Swin-T2026.01 | 97.56 | 95 | 70.57 | 88.83 | 12.49 | |
| BTD_rm=false, D_fg=true, RTE=8.23, # param. (%)=27,673,154 (100%), Backbone=Swin-T2026.01 | 96.46 | 92.83 | 69.52 | 85.23 | 11.59 | |
| L2ULD_rm=false, D_fg=true, RTE=7919.11, # param. (%)=27,673,154 (100%), Backbone=Swin-T2026.01 | 94.77 | 74.9 | 68.69 | 73.9 | 5.44 | |
| LOFTD_rm=only Sigma_pre_rm, D_fg=only Sigma_pre_fg, RTE=0.5, # param. (%)=230,400 (0.83%), Backbone=Swin-T2026.01 | 92.65 | 82.97 | 68.14 | 64.47 | 5.23 | |
| DELETED_rm=false, D_fg=true, RTE=8.42, # param. (%)=27,673,154 (100%), Backbone=Swin-T2026.01 | 91.84 | 77.57 | 65.44 | 68.67 | 5.81 |