Image Classification on CIFAR-100 symmetric label noise (test)
82.85Accuracy (20% Noise)MWNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MWNetArch=RN-50, Initializer=INet322021.04 | 82.85 | — | 80.28 | — | 71.29 | 58.21 | 44.62 | — | — | |
| CoDiM-Supepoch_selection=Best2021.11 | 81.1 | — | — | 78.1 | — | 67.3 | 55.2 | — | — | |
| CoDiM-CSSLepoch_selection=Best2021.11 | 80.7 | — | — | 78 | — | 63.6 | 54.5 | — | — | |
| CoDiM-bareepoch_selection=Best2021.11 | 80.6 | — | — | 77.5 | — | 60.5 | 52.6 | — | — | |
| CoDiM-Selfepoch_selection=Best2021.11 | 80.4 | — | — | 77.2 | — | 63.6 | 56.4 | — | — | |
| DM-AugDescepoch_selection=Best2021.11 | 79.5 | — | — | 77.2 | — | 66.4 | 41.2 | — | — | |
| C2Depoch_selection=Best2021.11 | 78.7 | — | — | 76.8 | — | 59.8 | 52.1 | — | — | |
| Divide-MixArch=PRN-18, Initializer=No2021.04 | 77.3 | 78.9 | 74.6 | — | — | 60.2 | 31.5 | — | — | |
| DivideMixepoch_selection=Best2021.11 | 77.3 | — | — | 74.6 | — | 60.2 | 31.5 | — | — | |
| LqArch=RN-50, Initializer=INet322021.04 | 77.22 | 81.51 | 69.87 | — | 60.5 | 54.83 | 44.3 | — | — | |
| REEDepoch_selection=Best2021.11 | 76.9 | — | — | 72.8 | — | 65.6 | 55.7 | — | — | |
| ELRArch=RN-34, Initializer=No2021.04 | 74.68 | 76.76 | 68.43 | — | 60.05 | 30.27 | — | — | — | |
| MWNetArch=WRN-28-10, Initializer=No2021.04 | 73.99 | 79.95 | 67.73 | 66.88 | 58.75 | 30.55 | 5.25 | 3.05 | — | |
| M-CorrectionArch=PRN-18, Initializer=No2021.04 | 73.9 | 74.4 | 66.1 | — | — | 48.2 | 24.3 | — | — | |
| M-correctionepoch_selection=Best2021.11 | 73.9 | — | — | 66.1 | — | 48.2 | 24.3 | — | — | |
| LqArch=RN-50, Initializer=SimCLR2021.04 | 73.33 | 75.36 | 70.14 | — | 63.26 | 55.93 | 45.7 | — | — | |
| MWNetArch=RN-50, Initializer=SimCLR2021.04 | 73.2 | — | 69.88 | — | 64.05 | 57.6 | 44.91 | — | — | |
| CCEArch=RN-50, Initializer=SimCLR2021.04 | 71.98 | 75.36 | 67.89 | — | 59.84 | 52.11 | 39.57 | — | — | |
| CCEArch=RN-50, Initializer=INet322021.04 | 70.26 | 81.51 | 65.76 | — | 54.33 | 38.9 | 20.59 | — | — | |
| MLNTArch=PRN-18, Initializer=No2021.04 | 68.5 | 74.4 | 59.2 | — | — | 42.4 | 19.5 | — | — | |
| LqArch=RN-34, Initializer=No2021.04 | 66.81 | 76.76 | 61.77 | — | 53.16 | 29.16 | — | — | — | |
| Cross-Entropyepoch_selection=Best2021.11 | 62 | — | — | 46.7 | — | 19.9 | 10.1 | — | — | |
| F-CorrectionArch=PRN-18, Initializer=No2021.04 | 61.5 | 74.4 | 46.6 | — | — | 19.9 | 10.2 | — | — | |
| CCEArch=PRN-18, Initializer=No2021.04 | 46.7 | 74.4 | — | — | — | 19.9 | 10.1 | — | — | |
| BackwardBackbone=ResNet44, Optimization Group=Results From D2L2019.03 | — | — | — | — | — | — | — | — | 58.7 | |
| Boot-hardBackbone=ResNet44, Optimization Group=Results From SL2019.03 | — | — | — | — | — | — | — | — | 57.9 | |
| Boot-hardBackbone=ResNet44, Optimization Group=Results From D2L2019.03 | — | — | — | — | — | — | — | — | 58.5 | |
| Boot-softBackbone=ResNet44, Optimization Group=Results From D2L2019.03 | — | — | — | — | — | — | — | — | 57.3 | |
| CCEBackbone=ResNet44, Optimization Group=Results From SL2019.03 | — | — | — | — | — | — | — | — | 59.3 | |
| CCEBackbone=ResNet44, Optimization Group=Results From D2L2019.03 | — | — | — | — | — | — | — | — | 52.9 | |
| CCEBackbone=ResNet44, Optimization Group=Our Trained Results2019.03 | — | — | — | — | — | — | — | — | 60.4 | |
| D2LBackbone=ResNet44, Optimization Group=Results From SL2019.03 | — | — | — | — | — | — | — | — | 59.2 | |
| D2LBackbone=ResNet44, Optimization Group=Results From D2L2019.03 | — | — | — | — | — | — | — | — | 62.2 | |
| ForwardBackbone=ResNet44, Optimization Group=Results From SL2019.03 | — | — | — | — | — | — | — | — | 59.8 | |
| ForwardBackbone=ResNet44, Optimization Group=Results From D2L2019.03 | — | — | — | — | — | — | — | — | 60.3 | |
| GCEBackbone=ResNet44, Optimization Group=Results From SL2019.03 | — | — | — | — | — | — | — | — | 59.1 | |
| IMAEBackbone=ResNet44, Optimization Group=Our Trained Results2019.03 | — | — | — | — | — | — | — | — | 63.4 | |
| LSBackbone=ResNet44, Optimization Group=Results From SL2019.03 | — | — | — | — | — | — | — | — | 58.8 | |
| MAEBackbone=ResNet44, Optimization Group=Our Trained Results2019.03 | — | — | — | — | — | — | — | — | 6.4 | |
| SLBackbone=ResNet44, Optimization Group=Results From SL2019.03 | — | — | — | — | — | — | — | — | 60 |