Image Classification on CIFAR-10 Symmetry-20% noise (test)
89.71Accuracy (Test)INCV
Evaluation results
| Method | Links | ||
|---|---|---|---|
| INCVBackbone=ResNet-32, Number of runs=52019.05 | 89.71 | — | |
| Reweight-A-RBackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=Revised by ΔT2019.06 | 89.63 | — | |
| Co-teachingBackbone=ResNet-32, Number of runs=52019.05 | 89.05 | — | |
| MentorNetBackbone=ResNet-32, Number of runs=52019.05 | 88.36 | — | |
| Forward-A-RBackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=Revised by ΔT2019.06 | 88.1 | — | |
| Reweight-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 86.77 | — | |
| DecouplingBackbone=ResNet-32, Number of runs=52019.05 | 86.72 | — | |
| D2LBackbone=ResNet-32, Number of runs=52019.05 | 86.12 | — | |
| JoCoRBackbone=7-layer CNN2020.03 | 85.73 | — | |
| Forward-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 85.63 | — | |
| F-correctionBackbone=ResNet-32, Number of runs=52019.05 | 85.08 | — | |
| F-correctionevaluation=Average over the last ten epochs2018.04 | 84.55 | — | |
| Co-teaching-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 82.38 | — | |
| Co-teachingevaluation=Average over the last ten epochs2018.04 | 82.32 | — | |
| MentorNetevaluation=Average over the last ten epochs2018.04 | 80.76 | — | |
| MentorNet-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 80.49 | — | |
| Decouplingevaluation=Average over the last ten epochs2018.04 | 80.44 | — | |
| Decoupling-ABackbone=ResNet-18, Anchor point status=Intact, Transition matrix revision=None2019.06 | 79.85 | — | |
| Co-teaching+Backbone=7-layer CNN2020.03 | 78.71 | — | |
| Co-teachingBackbone=7-layer CNN2020.03 | 78.23 | — | |
| Bootstrapevaluation=Average over the last ten epochs2018.04 | 77.01 | — | |
| S-modelevaluation=Average over the last ten epochs2018.04 | 76.84 | — | |
| Standardevaluation=Average over the last ten epochs2018.04 | 76.25 | — | |
| DecouplingBackbone=7-layer CNN2020.03 | 69.32 | — | |
| StandardBackbone=7-layer CNN, Note=Directly trains on noisy datasets2020.03 | 69.18 | — | |
| F-correctionBackbone=7-layer CNN2020.03 | 68.74 | — | |
| BaselineModel=ResNet-182025.12 | — | 86.76 | |
| CSOTModel=PreAct ResNet-182025.12 | — | 96.6 | |
| DPSModel=ResNet-182025.12 | — | 93.39 | |
| DPS+Model=PreAct ResNet-182025.12 | — | 96.9 | |
| DULCModel=PreAct ResNet-182025.12 | — | 96.6 | |
| LSModel=ResNet-182025.12 | — | 87.85 | |
| MixUpModel=ResNet-182025.12 | — | 89.87 | |
| OT-FilterModel=PreAct ResNet-182025.12 | — | 96 | |
| SLModel=ResNet-182025.12 | — | 91.86 | |
| TEModel=ResNet-182025.12 | — | 93.07 |