Classification on CIFAR-10 (test) (Symmetric/Pairflip/Instance Accuracies)
0.9238Symmetric 20% AccPES
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PESsemi-supervised=false, runs=5, noisy_validation_set=10%2021.06 | 0.9238 | 0.8745 | 0.8843 | 0.9269 | 0.8973 | |
| CDRsemi-supervised=false, runs=5, noisy_validation_set=10%2021.06 | 0.8972 | 0.8264 | 0.7367 | 0.9041 | 0.8307 | |
| Joint Optimsemi-supervised=false, runs=5, noisy_validation_set=10%2021.06 | 0.897 | 0.85 | 0.8263 | 0.8969 | 0.8262 | |
| T-revisionsemi-supervised=false, runs=5, noisy_validation_set=10%2021.06 | 0.8963 | 0.834 | 0.7706 | 0.9046 | 0.8537 | |
| DMIsemi-supervised=false, runs=5, noisy_validation_set=10%2021.06 | 0.8818 | 0.7828 | 0.576 | 0.8914 | 0.8478 | |
| Co-teachingsemi-supervised=false, runs=5, noisy_validation_set=10%2021.06 | 0.8716 | 0.728 | 0.7011 | 0.8654 | 0.8098 | |
| Forwardsemi-supervised=false, runs=5, noisy_validation_set=10%2021.06 | 0.8563 | 0.7792 | 0.6015 | 0.8529 | 0.7472 | |
| CEsemi-supervised=false, runs=5, noisy_validation_set=10%2021.06 | 0.84 | 0.7551 | 0.6334 | 0.851 | 0.77 |