Image Classification on CIFAR-10 60% symmetric noise (test)
94.97AccuracyFaMUS
Evaluation Results
| Method | Links | |
|---|---|---|
| FaMUSBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 94.97 | |
| DivideMixBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 94.3 | |
| MentorMixBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 91.3 | |
| M-correctionBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 90.3 | |
| MixupBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 86.8 | |
| MW-NetBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 84.49 | |
| L2RBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 82.24 | |
| NLSSmooth Rate=-6.02021.06 | 77.42 | |
| NLSSmooth Rate=-4.02021.06 | 77.22 | |
| NLSSmooth Rate=-1.02021.06 | 76.2 | |
| NLSSmooth Rate=-0.82021.06 | 76.15 | |
| NLSSmooth Rate=-2.02021.06 | 76.11 | |
| NLSSmooth Rate=-0.42021.06 | 75.95 | |
| Hard LabelSmooth Rate=0.02021.06 | 75.34 | |
| Label SmoothingSmooth Rate=0.42021.06 | 74.21 | |
| MentorNetBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 74.2 | |
| Label SmoothingSmooth Rate=0.62021.06 | 73.59 | |
| Label SmoothingSmooth Rate=0.82021.06 | 73.16 | |
| Co-teachingBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 73.06 |