Label Recovery on CIFAR-10 Asymmetric Noise (train)
98.3Recovery Acc (10% noise)Joint Optimization Framework
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Joint Optimization FrameworkEpoch selection=best, Number of trials=52018.03 | 98.3 | 97.2 | 96.3 | 95.2 | 88.3 | |
| Joint Optimization FrameworkEpoch selection=last, Number of trials=52018.03 | 98.1 | 97.1 | 96.3 | 95.2 | 88.1 | |
| ForwardEpoch selection=last, Number of trials=52018.03 | 97.9 | 95.8 | 93.6 | 91.5 | 85.5 | |
| ForwardEpoch selection=best, Number of trials=52018.03 | 97.7 | 96.7 | 95.9 | 94.7 | 88 | |
| CNN-CRFEpoch selection=best, Number of trials=52018.03 | 97.4 | 96.5 | 95.3 | 93.7 | 88.1 | |
| Cross Entropy LossEpoch selection=best, Number of trials=52018.03 | 97.2 | 95.8 | 94.3 | 91 | 80.5 | |
| CNN-CRFEpoch selection=last, Number of trials=52018.03 | 95.1 | 90.5 | 86.4 | 82.1 | 78.7 | |
| Cross Entropy LossEpoch selection=last, Number of trials=52018.03 | 95 | 90.2 | 85.3 | 80.2 | 75.2 |