Image Classification on CIFAR-10 Symmetry-50% noise (test)
0.962Accuracy (Test)CSOT
Evaluation results
| Method | Links | |
|---|---|---|
| CSOTModel=PreAct ResNet-182025.12 | 0.962 | |
| DPS+Model=PreAct ResNet-182025.12 | 0.962 | |
| DULCModel=PreAct ResNet-182025.12 | 0.96 | |
| OT-FilterModel=PreAct ResNet-182025.12 | 0.953 | |
| DPSModel=ResNet-182025.12 | 0.9071 | |
| TEModel=ResNet-182025.12 | 0.907 | |
| SLModel=ResNet-182025.12 | 0.8639 | |
| INCVBackbone=ResNet-32, Number of runs=52019.05 | 0.8478 | |
| Reweight-A-RBackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=Revised by ΔT2019.06 | 0.834 | |
| MixUpModel=ResNet-182025.12 | 0.8338 | |
| Co-teachingBackbone=ResNet-32, Number of runs=52019.05 | 0.8212 | |
| BaselineModel=ResNet-182025.12 | 0.8149 | |
| LSModel=ResNet-182025.12 | 0.8149 | |
| Forward-A-RBackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=Revised by ΔT2019.06 | 0.8111 | |
| Reweight-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 0.8016 | |
| JoCoRBackbone=7-layer CNN2020.03 | 0.7941 | |
| DecouplingBackbone=ResNet-32, Number of runs=52019.05 | 0.7931 | |
| Forward-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 0.7792 | |
| MentorNetBackbone=ResNet-32, Number of runs=52019.05 | 0.771 | |
| F-correctionBackbone=ResNet-32, Number of runs=52019.05 | 0.7602 | |
| Co-teachingevaluation=Average over the last ten epochs2018.04 | 0.7402 | |
| Co-teaching-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 0.728 | |
| Co-teachingBackbone=7-layer CNN2020.03 | 0.713 | |
| MentorNetevaluation=Average over the last ten epochs2018.04 | 0.711 | |
| MentorNet-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 0.7071 | |
| D2LBackbone=ResNet-32, Number of runs=52019.05 | 0.6739 | |
| F-correctionevaluation=Average over the last ten epochs2018.04 | 0.5983 | |
| Co-teaching+Backbone=7-layer CNN2020.03 | 0.5705 | |
| Decoupling-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 0.5222 | |
| Decouplingevaluation=Average over the last ten epochs2018.04 | 0.5149 | |
| Bootstrapevaluation=Average over the last ten epochs2018.04 | 0.5066 | |
| Standardevaluation=Average over the last ten epochs2018.04 | 0.4887 | |
| S-modelevaluation=Average over the last ten epochs2018.04 | 0.4615 | |
| StandardBackbone=7-layer CNN2020.03 | 0.4271 | |
| F-correctionBackbone=7-layer CNN2020.03 | 0.4219 | |
| DecouplingBackbone=7-layer CNN2020.03 | 0.4022 |