Image Classification on CIFAR-10 synthetic label noise (test)
93.18Test AccuracySOP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SOPNoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 93.18 | — | — | — | — | |
| ELRNoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 91.16 | — | — | — | — | |
| SOPNoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 90.09 | — | — | — | — | |
| GCENoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 89.83 | — | — | — | — | |
| SLNoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 89.83 | — | — | — | — | |
| ELRNoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 89.15 | — | — | — | — | |
| ForwardNoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 87.99 | — | — | — | — | |
| GCENoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 87.13 | — | — | — | — | |
| SLNoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 87.13 | — | — | — | — | |
| SOPNoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 86.76 | — | — | — | — | |
| CENoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 86.32 | — | — | — | — | |
| ELRNoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 86.12 | — | — | — | — | |
| ForwardNoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 83.25 | — | — | — | — | |
| SLNoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 82.81 | — | — | — | — | |
| CENoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 82.65 | — | — | — | — | |
| GCENoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 82.54 | — | — | — | — | |
| CENoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 76.15 | — | — | — | — | |
| ForwardNoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 74.96 | — | — | — | — | |
| ELRNoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 73.86 | — | — | — | — | |
| SOPNoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 68.32 | — | — | — | — | |
| SLNoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 68.12 | — | — | — | — | |
| GCENoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 64.07 | — | — | — | — | |
| CENoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 59.28 | — | — | — | — | |
| ForwardNoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 54.64 | — | — | — | — | |
| Co-teaching2021.02 | — | 82.27 | 75.55 | 80.65 | 73.02 | |
| Decoupling2021.02 | — | 77.32 | 54.07 | 77.12 | 53.71 | |
| DMI2021.02 | — | 87.54 | 82.68 | 89.89 | 73.15 | |
| Dual T2021.02 | — | 88.35 | 82.54 | 89.77 | 76.53 | |
| Forward2021.02 | — | 85.2 | 74.82 | 88.21 | 77.44 | |
| MentorNet2021.02 | — | 81.35 | 73.47 | 77.42 | 61.03 | |
| T-Revision2021.02 | — | 87.95 | 80.01 | 90.33 | 78.94 | |
| VolMinNet2021.02 | — | 89.58 | 83.37 | 90.37 | 88.54 |