Image Classification on CIFAR-10 80% noise (test)
95.1AccuracyDPS+
Evaluation Results
| Method | Links | |
|---|---|---|
| DPS+Model=PreAct ResNet-182025.12 | 95.1 | |
| DULCModel=PreAct ResNet-182025.12 | 95 | |
| CSOTModel=PreAct ResNet-182025.12 | 94.4 | |
| OT-FilterModel=PreAct ResNet-182025.12 | 94 | |
| DPSModel=ResNet-182025.12 | 77.5 | |
| SLModel=ResNet-182025.12 | 72.89 | |
| TEModel=ResNet-182025.12 | 72.61 | |
| MixUpModel=ResNet-182025.12 | 69.23 | |
| LSModel=ResNet-182025.12 | 64.7 | |
| BaselineModel=ResNet-182025.12 | 63.63 | |
| DM-AugDesc-WS-WAWModel Selection=Best2021.03 | 0.938 | |
| DM-AugDesc-WS-SAWModel Selection=Best2021.03 | 0.937 | |
| DM-AugDesc-WS-SAWModel Selection=Last2021.03 | 0.936 | |
| DM-AugDesc-WS-WAWModel Selection=Last2021.03 | 0.936 | |
| Li et al. [14]Model Selection=Best2021.03 | 0.929 | |
| Li et al. [14]Model Selection=Last2021.03 | 0.923 | |
| Arazo et al.Model Selection=Best2021.03 | 0.868 | |
| Arazo et al.Model Selection=Last2021.03 | 0.866 | |
| Yi & WuModel Selection=Best2021.03 | 0.775 | |
| Li et al. [15]Model Selection=Best2021.03 | 0.774 | |
| Yi & WuModel Selection=Last2021.03 | 0.765 | |
| Li et al. [15]Model Selection=Last2021.03 | 0.761 | |
| Zhang et al.Model Selection=Best2021.03 | 0.716 | |
| Yu et al.Model Selection=Best2021.03 | 0.674 | |
| Reed et al.Model Selection=Best2021.03 | 0.633 | |
| Cross-EntropyModel Selection=Best2021.03 | 0.629 | |
| Zhang et al.Model Selection=Last2021.03 | 0.467 | |
| Yu et al.Model Selection=Last2021.03 | 0.455 | |
| Reed et al.Model Selection=Last2021.03 | 0.268 | |
| Cross-EntropyModel Selection=Last2021.03 | 0.261 |