Image Classification on CIFAR10-C unbiased (test)
56.17AccuracyDCWP
Evaluation results
| Method | Links | |
|---|---|---|
| DCWPRatio (%)=5, Bias Supervision=false2022.10 | 56.17 | |
| DisEntRatio (%)=5, Bias Supervision=false2022.10 | 49.15 | |
| DCWPRatio (%)=2, Bias Supervision=false2022.10 | 49.01 | |
| RebiasRatio (%)=5, Bias Supervision=true2022.10 | 48.22 | |
| MRMRatio (%)=5, Bias Supervision=false2022.10 | 47 | |
| LfFRatio (%)=5, Bias Supervision=false2022.10 | 46.16 | |
| ERMRatio (%)=5, Bias Supervision=false2022.10 | 45.66 | |
| EnDRatio (%)=5, Bias Supervision=true2022.10 | 43.67 | |
| DisEntRatio (%)=2, Bias Supervision=false2022.10 | 41.95 | |
| DCWPRatio (%)=1, Bias Supervision=false2022.10 | 41.56 | |
| LfFRatio (%)=2, Bias Supervision=false2022.10 | 38.49 | |
| EnDRatio (%)=2, Bias Supervision=true2022.10 | 36.62 | |
| DCWPRatio (%)=0.5, Bias Supervision=false2022.10 | 35.9 | |
| RebiasRatio (%)=2, Bias Supervision=true2022.10 | 35.57 | |
| ERMRatio (%)=2, Bias Supervision=false2022.10 | 34.63 | |
| DisEntRatio (%)=1, Bias Supervision=false2022.10 | 34.62 | |
| MRMRatio (%)=2, Bias Supervision=false2022.10 | 33.53 | |
| LfFRatio (%)=1, Bias Supervision=false2022.10 | 31.44 | |
| RebiasRatio (%)=1, Bias Supervision=true2022.10 | 28.09 | |
| ERMRatio (%)=1, Bias Supervision=false2022.10 | 28 | |
| DisEntRatio (%)=0.5, Bias Supervision=false2022.10 | 27.86 | |
| MRMRatio (%)=1, Bias Supervision=false2022.10 | 27.77 | |
| EnDRatio (%)=1, Bias Supervision=true2022.10 | 27.61 | |
| LfFRatio (%)=0.5, Bias Supervision=false2022.10 | 27.02 | |
| EnDRatio (%)=0.5, Bias Supervision=true2022.10 | 23.93 | |
| MRMRatio (%)=0.5, Bias Supervision=false2022.10 | 23.92 | |
| ERMRatio (%)=0.5, Bias Supervision=false2022.10 | 22.02 | |
| RebiasRatio (%)=0.5, Bias Supervision=true2022.10 | 21.73 |