Image Classification on CIFAR-10 (test) (Noise Corruption Robustness)
96.3Accuracy (Symmetric 20% noise)LongReMix
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LongReMixEpoch selection=Best, Backbone=PRN182021.03 | 96.3 | 95.1 | 93.8 | 79.9 | 94.7 | 84.4 | |
| DivideMixEpoch selection=Best, Backbone=PRN182021.03 | 96.1 | 94.6 | 93.2 | 76 | 93.4 | 83.7 | |
| LongReMixEpoch selection=Last, Backbone=PRN182021.03 | 96 | 94.8 | 93.3 | 79.1 | 94.3 | 77.8 | |
| ELR+Epoch selection=Best, Backbone=PRN182021.03 | 95.8 | 94.8 | 93.3 | 78.7 | 93 | 77.6 | |
| DivideMixEpoch selection=Last, Backbone=PRN182021.03 | 95.7 | 94.4 | 92.9 | 75.4 | 92.1 | 76.3 | |
| MixUpEpoch selection=Best, Backbone=PRN182021.03 | 95.6 | 87.1 | 71.6 | 52.2 | — | — | |
| M-correctionEpoch selection=Best, Backbone=PRN182021.03 | 94 | 92 | 86.8 | 69.1 | 87.4 | — | |
| M-correctionEpoch selection=Last, Backbone=PRN182021.03 | 93.8 | 91.9 | 86.6 | 68.7 | 86.3 | — | |
| Meta-LearningEpoch selection=Best, Backbone=PRN182021.03 | 92.9 | 89.3 | 77.4 | 58.7 | 89.2 | — | |
| MixUpEpoch selection=Last, Backbone=PRN182021.03 | 92.3 | 77.3 | 46.7 | 43.9 | — | — | |
| Meta-LearningEpoch selection=Last, Backbone=PRN182021.03 | 92 | 88.8 | 76.1 | 58.3 | 88.6 | — | |
| Coteaching+Epoch selection=Best, Backbone=PRN182021.03 | 89.5 | 85.7 | 67.4 | 47.9 | — | — | |
| Coteaching+Epoch selection=Last, Backbone=PRN182021.03 | 88.2 | 84.1 | 45.5 | 30.1 | — | — | |
| Cross-EntropyEpoch selection=Best, Backbone=PRN182021.03 | 86.8 | 79.4 | 62.9 | 42.7 | 85 | — | |
| Cross-EntropyEpoch selection=Last, Backbone=PRN182021.03 | 82.7 | 57.9 | 26.1 | 16.8 | 72.3 | — |