Image Classification on CMNIST 0.5% bias ratio unbiased (test)
97.52AccuracyDPR
Evaluation Results
| Method | Links | |
|---|---|---|
| DPR2024.11 | 97.52 | |
| LC2024.11 | 97.25 | |
| PGD2024.11 | 96.88 | |
| DFA2024.11 | 94.56 | |
| BCSIBias Info=false, Initialization=LfF2024.11 | 90.79 | |
| LfFBias Info=false2024.11 | 89.06 | |
| BCSIBias Info=false, Initialization=DFA2024.11 | 88.39 | |
| BCSIBias Info=false, Initialization=SelecMix2024.11 | 87.63 | |
| JTT2024.11 | 85.84 | |
| DCWPBias Info=false2024.11 | 85.16 | |
| DFABias Info=false2024.11 | 84.71 | |
| SelecMixBias Info=false2024.11 | 84.46 | |
| GroupDROBias Info=true2024.11 | 79.57 | |
| BCSIBias Info=false, Initialization=ERM2024.11 | 75.87 | |
| BPABias Info=false2024.11 | 73.34 | |
| ERMBias Info=false2024.11 | 71.76 | |
| ERM2024.11 | 60.94 |