Full-class Unlearning on PinsFaceRecognition full class
89.44Delta Accuracy (D'f)UNSIR
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| UNSIRBackbone=ResNet182026.05 | 89.44 | — | — | — | — | — | — | 2.51 | 32.25 | |
| UNSIRBackbone=ViT2026.05 | 35.52 | — | — | — | — | — | — | -0.31 | 39.38 | |
| FTBackbone=ResNet182026.05 | 29.22 | — | — | — | — | — | — | 2.52 | 31.52 | |
| BadTBackbone=ViT2026.05 | 17.9 | — | — | — | — | — | — | -0.88 | 33.97 | |
| SSDBackbone=ResNet182026.05 | 1.97 | — | — | — | — | — | — | -9.14 | 31.55 | |
| BadTBackbone=ResNet182026.05 | 0.26 | — | — | — | — | — | — | -2.35 | 31.72 | |
| FTBackbone=ViT2026.05 | 0.03 | — | — | — | — | — | — | -22.66 | 105.29 | |
| RLBackbone=ResNet182026.05 | 0 | — | — | — | — | — | — | 2.58 | 31.98 | |
| LFSSDBackbone=ResNet182026.05 | 0 | — | — | — | — | — | — | -3.66 | 31.56 | |
| RLBackbone=ViT2026.05 | 0 | — | — | — | — | — | — | 0.2 | 36.92 | |
| SSDBackbone=ViT2026.05 | 0 | — | — | — | — | — | — | -2.4 | 63.38 | |
| LFSSDBackbone=ViT2026.05 | 0 | — | — | — | — | — | — | -3.88 | 86.77 | |
| BTBackbone=ResNet-182024.02 | — | 92.69 | 0 | 91.48 | 0.26 | 0 | 36 | — | — | |
| DUCKBackbone=ResNet-182024.02 | — | 92.17 | 0 | 91.06 | 0.69 | 0 | 64 | — | — | |
| FTBackbone=ResNet-182024.02 | — | 93.99 | 8.78 | 92.94 | 3.47 | 0 | 146 | — | — | |
| LoTusBackbone=ResNet-182024.02 | — | 92.87 | 0 | 91.75 | 0.23 | 0 | 374 | — | — | |
| MU-MisBackbone=ResNet-182024.02 | — | 92.98 | 0 | 92.13 | 0.07 | 0 | 24 | — | — | |
| MunBaBackbone=ResNet-182024.02 | — | 91.44 | 1.63 | 90.27 | 1.74 | 0 | 522 | — | — | |
| PretrainBackbone=ResNet-182024.02 | — | 93.49 | 100 | 93.59 | 34.54 | 100 | 13,144 | — | — | |
| RetrainBackbone=ResNet-182024.02 | — | 93.06 | 0 | 92.25 | 0 | 0 | 11,400 | — | — | |
| SalUnBackbone=ResNet-182024.02 | — | 93.28 | 0.62 | 92.12 | 0.34 | 54.22 | 154 | — | — | |
| SCRUBBackbone=ResNet-182024.02 | — | 92.82 | 0 | 91.61 | 0.29 | 19.63 | 112 | — | — | |
| SSDBackbone=ResNet-182024.02 | — | 93.41 | 0 | 92.17 | 0.14 | 0 | 8 | — | — |