Image Classification on CIFAR-10 standard (test) (Symmetric/Asymmetric Accuracy Thresholds)
96.7Acc (sym 20%)PGDF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PGDFSelection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 96.7 | 96.3 | 94.7 | 84 | 94.8 | |
| PGDFSelection criterion=last, Backbone=18-layer PreAct ResNet2021.12 | 96.6 | 96.2 | 94.6 | 83.1 | 94.5 | |
| DM-AugDesc-WS-SAWSelection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 96.3 | 95.6 | 93.7 | 85.3 | 94.4 | |
| LongReMixSelection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 96.2 | 95 | 93.9 | 82 | 94.7 | |
| DM-AugDesc-WS-SAWSelection criterion=last, Backbone=18-layer PreAct ResNet2021.12 | 96.2 | 95.4 | 93.6 | 10 | 94.1 | |
| DivideMixSelection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 96.1 | 94.6 | 93.2 | 76 | 93.4 | |
| LongReMixSelection criterion=last, Backbone=18-layer PreAct ResNet2021.12 | 96 | 94.7 | 93.4 | 81.3 | 94.3 | |
| ELR+Selection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 95.8 | 94.8 | 93.3 | 78.7 | 93 | |
| DivideMixSelection criterion=last, Backbone=18-layer PreAct ResNet2021.12 | 95.7 | 94.4 | 92.9 | 75.4 | 92.1 | |
| MixupSelection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 95.6 | 87.1 | 71.6 | 52.2 | — | |
| M-correctionSelection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 94 | 92 | 86.8 | 69.1 | 87.4 | |
| M-correctionSelection criterion=last, Backbone=18-layer PreAct ResNet2021.12 | 93.8 | 91.9 | 86.6 | 68.7 | 86.3 | |
| Meta-LearningSelection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 92.9 | 89.3 | 77.4 | 58.7 | 89.2 | |
| MixupSelection criterion=last, Backbone=18-layer PreAct ResNet2021.12 | 92.3 | 77.3 | 46.7 | 43.9 | — | |
| Meta-LearningSelection criterion=last, Backbone=18-layer PreAct ResNet2021.12 | 92 | 88.8 | 76.1 | 58.3 | 88.6 | |
| Cross-EntropySelection criterion=best, Backbone=18-layer PreAct ResNet2021.12 | 86.8 | 79.4 | 62.9 | 42.7 | 85 | |
| Cross-EntropySelection criterion=last, Backbone=18-layer PreAct ResNet2021.12 | 82.7 | 57.9 | 26.1 | 16.8 | 72.3 |