Removing Biases (RB) on Lacuna-5
5Test ErrorBad-T
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Bad-TBackbone=ResNet, Scale=Small-scale2023.02 | 5 | 0.14 | 0 | — | — | — | — | — | — | |
| FinetuneBackbone=ResNet, Scale=Small-scale2023.02 | 5.6 | 0 | 0 | — | — | — | — | — | — | |
| NTKBackbone=ResNet, Scale=Small-scale2023.02 | 5.6 | 0 | 0 | — | — | — | — | — | — | |
| OriginalBackbone=ResNet, Scale=Small-scale2023.02 | 5.7 | 0 | 0 | — | — | — | — | — | — | |
| RetrainBackbone=ResNet, Scale=Small-scale2023.02 | 5.8 | 0 | 4.8 | — | — | — | — | — | — | |
| CF-kBackbone=ResNet, Scale=Small-scale2023.02 | 5.8 | 0 | 0 | — | — | — | — | — | — | |
| EU-kBackbone=ResNet, Scale=Small-scale2023.02 | 5.9 | 0 | 0 | — | — | — | — | — | — | |
| NegGrad+Backbone=ResNet, Scale=Small-scale2023.02 | 6.1 | 0 | 1.2 | — | — | — | — | — | — | |
| SCRUBBackbone=ResNet, Scale=Small-scale2023.02 | 6.2 | 0 | 24.8 | — | — | — | — | — | — | |
| FisherBackbone=ResNet, Scale=Small-scale2023.02 | 14 | 6.7 | 6.4 | — | — | — | — | — | — | |
| Bad-TArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 8.87 | 0.66 | 2.32 | 0.79 | 0 | 0 | |
| CF-kArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 4.67 | 0.7 | 0 | 0 | 0 | 0 | |
| EU-kArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 5.2 | 0.2 | 0 | 0 | 0 | 0 | |
| FinetuneArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 9.77 | 10.76 | 6.63 | 13.22 | 19.33 | 40.03 | |
| FisherArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 52.53 | 13.87 | 51.09 | 14.54 | 39.33 | 40.43 | |
| NegGrad+Architecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 10.58 | 5.27 | 0.76 | 0.12 | 12 | 13.86 | |
| NTKArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 4.47 | 0.47 | 0 | 0 | 3.33 | 4.68 | |
| OriginalArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 4.53 | 0.47 | 0 | 0 | 0 | 0 | |
| RetrainArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 4.6 | 0.38 | 0 | 0 | 4.67 | 6.41 | |
| SCRUBArchitecture=All-CNN, Scale=Small-scale2023.02 | — | — | — | 3.87 | 0.72 | 0 | 0 | 25.33 | 4.13 |