Machine Unlearning on CIFAR-100 In Class Random Forgetting
99.98RA (Utility Retention)Retrained (Baseline)
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Retrained (Baseline)Backbone=ResNet-182026.04 | 99.98 | — | — | — | — | — | 74.89 | 1.06 | 0.63 | — | |
| SalUnBackbone=ResNet-182026.04 | 99.57 | — | — | — | 0.07 | 0.54 | 12.08 | 0.48 | 2 | 0.14 | |
| RELOADBackbone=ResNet-18, Cost=0.12±0.012026.04 | 99.56 | — | — | — | 0.15 | 1.23 | 0.3 | 0.04 | 0.01 | — | |
| RELOADBackbone=VGG16-BN, Cost=0.29±0.012026.04 | 99.47 | 1.84 | 0.14 | 3 | 0.12 | 0.51 | — | — | — | — | |
| RELOADBackbone=ResNet-182026.04 | 99.47 | — | — | — | 0.12 | 0.53 | 3.44 | 0.2 | 2 | 0.26 | |
| RELOADBackbone=VGG16-BN2026.04 | 99.47 | — | — | — | 0.12 | 0.51 | 1.84 | 0.14 | 3 | 0.29 | |
| SalUnBackbone=VGG16-BN, Cost=0.13±0.002026.04 | 99.4 | 7.56 | 0.31 | 0 | 0.07 | 0.54 | — | — | — | — | |
| SalUnBackbone=VGG16-BN2026.04 | 99.4 | — | — | — | 0.07 | 0.54 | 7.56 | 0.31 | 0 | 0.13 | |
| SalUnBackbone=ResNet-18, Cost=0.16±0.002026.04 | 99.06 | — | — | — | 0.06 | 0.55 | 13.14 | 0.11 | 7.39 | — | |
| SCRUBBackbone=ResNet-182026.04 | 98.35 | — | — | — | 0.07 | 0.65 | 27.55 | 1.02 | 7 | 0.02 | |
| SCRUBBackbone=VGG16-BN, Cost=0.02±0.002026.04 | 98.33 | 30.59 | 1.76 | 4 | 0.07 | 0.63 | — | — | — | — | |
| SCRUBBackbone=VGG16-BN2026.04 | 98.33 | — | — | — | 0.07 | 0.63 | 30.59 | 1.76 | 4 | 0.02 | |
| GABackbone=ResNet-182026.04 | 98.32 | — | — | — | 0.07 | 0.65 | 23.33 | 1 | 7 | 0 | |
| GABackbone=VGG16-BN, Cost=0.00±0.002026.04 | 98.31 | 28.55 | 1.7 | 3 | 0.07 | 0.65 | — | — | — | — | |
| GABackbone=VGG16-BN2026.04 | 98.31 | — | — | — | 0.07 | 0.65 | 28.55 | 1.7 | 3 | 0 | |
| EU-kBackbone=ResNet-182026.04 | 98.24 | — | — | — | 0.07 | 0.55 | 21.95 | 0.99 | 7 | 0.21 | |
| EU-kBackbone=VGG16-BN, Cost=0.33±0.072026.04 | 98.22 | 25.37 | 1.68 | 3 | 0.07 | 0.55 | — | — | — | — | |
| FTBackbone=ResNet-182026.04 | 98.22 | — | — | — | 0.05 | 0.48 | 16.84 | 0.82 | 5 | 0.27 | |
| CF-kBackbone=ResNet-182026.04 | 98.22 | — | — | — | 0.07 | 0.54 | 21.84 | 0.99 | 7 | 0.21 | |
| EU-kBackbone=VGG16-BN2026.04 | 98.22 | — | — | — | 0.07 | 0.55 | 25.37 | 1.68 | 3 | 0.33 | |
| CF-kBackbone=VGG16-BN, Cost=0.34±0.072026.04 | 98.15 | 26.86 | 1.75 | 4 | 0.07 | 0.54 | — | — | — | — | |
| CF-kBackbone=VGG16-BN2026.04 | 98.15 | — | — | — | 0.07 | 0.54 | 26.86 | 1.75 | 4 | 0.34 | |
| FTBackbone=VGG16-BN, Cost=0.28±0.012026.04 | 98.14 | 11.44 | 1.07 | 1 | 0.06 | 0.47 | — | — | — | — | |
| FTBackbone=VGG16-BN2026.04 | 98.14 | — | — | — | 0.06 | 0.47 | 11.44 | 1.07 | 1 | 0.28 | |
| FisherBackbone=ResNet-18, Cost=1.78±0.042026.04 | 97.76 | — | — | — | 0.07 | 0.56 | 22.99 | 0.95 | 7.27 | — | |
| FisherBackbone=ResNet-182026.04 | 97.5 | — | — | — | 0.07 | 0.55 | 10.72 | 0.19 | 3 | 1.81 | |
| FisherBackbone=VGG16-BN, Cost=1.05±0.042026.04 | 97.16 | 19.55 | 0.67 | 3 | 0.07 | 0.55 | — | — | — | — | |
| FisherBackbone=VGG16-BN2026.04 | 97.16 | — | — | — | 0.07 | 0.55 | 19.55 | 0.67 | 3 | 1.05 | |
| FTBackbone=ResNet-18, Cost=0.27±0.002026.04 | 96 | — | — | — | 0.03 | 2.11 | 16.46 | 0.89 | 0.19 | — | |
| Retrained (Baseline)Backbone=ResNet-182026.04 | 95.5 | — | — | — | — | — | 70.05 | 1.13 | 83 | — | |
| CF-kBackbone=ResNet-18, Cost=0.21±0.002026.04 | 94.75 | — | — | — | 0.14 | 2.47 | 18.01 | 0.94 | 0.2 | — | |
| EU-kBackbone=ResNet-18, Cost=0.21±0.002026.04 | 94.32 | — | — | — | 0.19 | 2.33 | 17.93 | 0.94 | 0.2 | — | |
| Retrained (Baseline)Backbone=VGG16-BN2026.04 | 93.85 | 65.26 | 1.95 | 93 | — | — | — | — | — | — | |
| Retrained (Baseline)Backbone=VGG16-BN2026.04 | 93.85 | — | — | — | — | — | 65.26 | 1.95 | 93 | — | |
| GABackbone=ResNet-18, Cost=0.00±0.002026.04 | 93.81 | — | — | — | 0.29 | 2.62 | 18.77 | 0.95 | 0.21 | — | |
| SCRUBBackbone=ResNet-18, Cost=0.02±0.002026.04 | 93.76 | — | — | — | 0.29 | 2.63 | 18.85 | 0.95 | 0.2 | — | |
| SSDBackbone=ResNet-182026.04 | 10.01 | — | — | — | 9.33 | 8.72 | 68.67 | 5.75 | 38 | 0 | |
| SSDBackbone=VGG16-BN, Cost=0.00±0.002026.04 | 10 | 63.86 | 2.7 | 45 | 9.36 | 8.75 | — | — | — | — | |
| SSDBackbone=VGG16-BN2026.04 | 10 | — | — | — | 9.36 | 8.75 | 63.86 | 2.7 | 45 | 0 | |
| SSDBackbone=ResNet-18, Cost=0.01±0.002026.04 | 1.01 | — | — | — | 14.9 | 11.81 | 74.17 | 4.19 | 0.15 | — |