Image Classification on CIFAR-100 synthetic label noise (test)
74.67Test AccSOP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SOPNoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 74.67 | — | — | — | — | |
| ELRNoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 74.21 | — | — | — | — | |
| SLNoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 70.38 | — | — | — | — | |
| SOPNoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 70.12 | — | — | — | — | |
| ELRNoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 68.28 | — | — | — | — | |
| GCENoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 66.81 | — | — | — | — | |
| SLNoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 62.27 | — | — | — | — | |
| GCENoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 61.77 | — | — | — | — | |
| SOPNoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 60.26 | — | — | — | — | |
| ELRNoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 59.28 | — | — | — | — | |
| SLNoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 54.82 | — | — | — | — | |
| GCENoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 53.16 | — | — | — | — | |
| CENoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 51.43 | — | — | — | — | |
| CENoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 45.23 | — | — | — | — | |
| ForwardNoise Ratio=20%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 39.19 | — | — | — | — | |
| CENoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 36.31 | — | — | — | — | |
| ForwardNoise Ratio=40%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 31.05 | — | — | — | — | |
| SOPNoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 30.2 | — | — | — | — | |
| ELRNoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 29.78 | — | — | — | — | |
| GCENoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 29.16 | — | — | — | — | |
| SLNoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 25.91 | — | — | — | — | |
| CENoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 20.23 | — | — | — | — | |
| ForwardNoise Ratio=60%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 19.12 | — | — | — | — | |
| ForwardNoise Ratio=80%, Architecture=ResNet34, Noise Type=Symmetric2022.02 | 8.99 | — | — | — | — | |
| Co-teaching2021.02 | — | 48.48 | 36.77 | 42.79 | 27.97 | |
| Decoupling2021.02 | — | 41.92 | 22.63 | 40.12 | 27.97 | |
| DMI2021.02 | — | 62.65 | 52.42 | 59.56 | 38.17 | |
| Dual T2021.02 | — | 62.16 | 52.49 | 67.21 | 47.6 | |
| Forward2021.02 | — | 54.9 | 41.85 | 56.12 | 36.88 | |
| MentorNet2021.02 | — | 42.88 | 32.66 | 39.22 | 26.48 | |
| T-Revision2021.02 | — | 62.72 | 49.12 | 64.33 | 41.55 | |
| VolMinNet2021.02 | — | 64.94 | 53.89 | 68.45 | 58.9 |