Class Unlearning on CIFAR-10 (Error/Retention Metrics)
97.22Retain AccuracyRetrain
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RetrainNumber of forgotten classes=32026.05 | 97.22 | — | — | — | — | — | — | 0 | |
| BiasShiftNumber of forgotten classes=32026.05 | 97.21 | — | — | — | — | — | — | 0 | |
| LB-HRNumber of forgotten classes=32026.05 | 97.11 | — | — | — | — | — | — | 0 | |
| TS-BGRMNumber of forgotten classes=12026.05 | 96.7 | — | — | — | — | — | — | 0 | |
| TS-BGRMNumber of forgotten classes=32026.05 | 96.7 | — | — | — | — | — | — | 0 | |
| TS-BGMNumber of forgotten classes=32026.05 | 96.65 | — | — | — | — | — | — | 0 | |
| SCRUBNumber of forgotten classes=32026.05 | 96.58 | — | — | — | — | — | — | 0 | |
| SalUnNumber of forgotten classes=32026.05 | 96.35 | — | — | — | — | — | — | 0 | |
| OriginalNumber of forgotten classes=32026.05 | 96.2 | — | — | — | — | — | — | 92.7 | |
| BiasShiftNumber of forgotten classes=12026.05 | 96.14 | — | — | — | — | — | — | 0 | |
| Random-labelNumber of forgotten classes=32026.05 | 96.11 | — | — | — | — | — | — | 0 | |
| SFNumber of forgotten classes=12026.05 | 95.98 | — | — | — | — | — | — | 0 | |
| SFNumber of forgotten classes=32026.05 | 95.98 | — | — | — | — | — | — | 0 | |
| TS-BGMNumber of forgotten classes=12026.05 | 95.96 | — | — | — | — | — | — | 0 | |
| LB-HRNumber of forgotten classes=12026.05 | 95.89 | — | — | — | — | — | — | 0 | |
| RetrainNumber of forgotten classes=12026.05 | 95.67 | — | — | — | — | — | — | 0 | |
| SCRUBNumber of forgotten classes=12026.05 | 95.66 | — | — | — | — | — | — | 0 | |
| NegGrad+Number of forgotten classes=32026.05 | 95.62 | — | — | — | — | — | — | 0 | |
| Random-labelNumber of forgotten classes=12026.05 | 95.57 | — | — | — | — | — | — | 0 | |
| SalUnNumber of forgotten classes=12026.05 | 95.54 | — | — | — | — | — | — | 0 | |
| OriginalNumber of forgotten classes=12026.05 | 95.53 | — | — | — | — | — | — | 93.2 | |
| FTNumber of forgotten classes=12026.05 | 93.93 | — | — | — | — | — | — | 0 | |
| FTNumber of forgotten classes=32026.05 | 93.68 | — | — | — | — | — | — | 0 | |
| UNSIRNumber of forgotten classes=12026.05 | 93.27 | — | — | — | — | — | — | 2.9 | |
| NegGrad+Number of forgotten classes=12026.05 | 92.17 | — | — | — | — | — | — | 8.1 | |
| UNSIRNumber of forgotten classes=32026.05 | 91.34 | — | — | — | — | — | — | 13.5 | |
| SSDNumber of forgotten classes=12026.05 | 85.24 | — | — | — | — | — | — | 38.76 | |
| SSDNumber of forgotten classes=32026.05 | 76.18 | — | — | — | — | — | — | 28.26 | |
| Bad-TBackbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 19.56 | 1.44 | 11.34 | 1.82 | 94.67 | 6.12 | — | |
| CF-kBackbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 15.31 | 0.12 | 0 | 0 | 0.03 | 0.01 | — | |
| EU-kBackbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 18.73 | 0.42 | 0 | 0 | 98.79 | 0.18 | — | |
| FinetuneBackbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 16.41 | 0.09 | 0 | 0 | 0 | 0 | — | |
| FisherBackbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 26.42 | 1.41 | 2.45 | 0.84 | 100 | 0 | — | |
| NegGrad+Backbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 17.84 | 1.46 | 1.74 | 2.55 | 91.26 | 7.73 | — | |
| OriginalBackbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 16.56 | 0.1 | 0 | 0 | 0 | 0 | — | |
| RetrainBackbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 14.72 | 0.16 | 0 | 0 | 100 | 0 | — | |
| SCRUBBackbone=ResNet, Application=Removing Biases (RB)2023.02 | — | 15.73 | 0.17 | 0.51 | 0.02 | 100 | 0 | — |