Image Classification on CIFAR-100 80% symmetric noise (test)
73.8AccuracyCUFIT
Evaluation Results
| Method | Links | |
|---|---|---|
| CUFITBackbone=DINOv2, Noise rate=0.82024.11 | 73.8 | |
| PGDFEpoch selection=best2021.12 | 66.7 | |
| Co-teachingBackbone=DINOv2, Noise rate=0.82024.11 | 66.7 | |
| PGDFEpoch selection=last2021.12 | 65.9 | |
| JoCorBackbone=DINOv2, Noise rate=0.82024.11 | 64.2 | |
| CoDisBackbone=DINOv2, Noise rate=0.82024.11 | 63.7 | |
| LongReMixEpoch selection=best2021.12 | 62.9 | |
| LongReMixEpoch selection=last2021.12 | 62.3 | |
| DM-AugDesc-WS-SAWEpoch selection=best2021.12 | 61.8 | |
| DM-AugDesc-WS-SAWEpoch selection=last2021.12 | 61.6 | |
| ELR+Epoch selection=best2021.12 | 60.8 | |
| DivideMixEpoch selection=best2021.12 | 60.2 | |
| DivideMixEpoch selection=last2021.12 | 59.6 | |
| Linear probingBackbone=DINOv2, Noise rate=0.82024.11 | 59.6 | |
| M-correctionEpoch selection=best2021.12 | 48.2 | |
| M-correctionEpoch selection=last2021.12 | 47.6 | |
| Meta-LearningEpoch selection=best2021.12 | 42.4 | |
| Meta-LearningEpoch selection=last2021.12 | 40.1 | |
| MixupEpoch selection=best2021.12 | 30.8 | |
| ReinBackbone=DINOv2, Noise rate=0.82024.11 | 25.6 | |
| Cross-EntropyEpoch selection=best2021.12 | 19.9 | |
| MixupEpoch selection=last2021.12 | 17.6 | |
| Cross-EntropyEpoch selection=last2021.12 | 8.8 | |
| Full-trainingBackbone=DINOv2, Noise rate=0.82024.11 | 6.3 |