Image Classification on CIFAR-10 symmetric label noise (test)
97.33Accuracy (20% Noise)MWNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MWNetArch=RN-50, Initializer=INet322021.04 | 97.33 | — | 96.17 | — | 93.12 | 90.88 | 85.27 | — | |
| Divide-MixArch=PRN-18, Initializer=No2021.04 | 96.1 | 95.8 | 94.6 | — | — | 93.2 | 76 | — | |
| MentorMix (2019)Source=Literature (Jiang et al. 2019)2020.10 | 95.6 | — | 94.2 | — | 91.3 | 81 | — | — | |
| Bootstrap + SAMImplementation=Authors' Implementation, Backbone=ResNet-32, Epochs=200, rho=0.12020.10 | 95.4 | — | 94.2 | — | 91.8 | 79.9 | — | — | |
| SAMImplementation=Authors' Implementation, Backbone=ResNet-32, Epochs=200, rho=0.12020.10 | 95.1 | — | 93.4 | — | 90.5 | 77.9 | — | — | |
| LqArch=RN-50, Initializer=INet322021.04 | 94.07 | 96.52 | 93.75 | — | 90.56 | 85.89 | 73.14 | — | |
| LqArch=RN-50, Initializer=SimCLR2021.04 | 94.02 | 94.59 | 92.94 | — | 90.85 | 88.45 | 83.76 | — | |
| M-CorrectionArch=PRN-18, Initializer=No2021.04 | 94 | 95.11 | 92 | — | — | 86.8 | 69.1 | — | |
| Sanchez et al. (2019)Source=Literature (Jiang et al. 2019)2020.10 | 94 | — | 92.8 | — | 90.3 | 74.1 | — | — | |
| Mixup (2017)Source=Literature (Jiang et al. 2019)2020.10 | 94 | — | 91.5 | — | 86.8 | 76.9 | — | — | |
| MWNetArch=RN-50, Initializer=SimCLR2021.04 | 93.88 | — | 92.92 | — | 91.51 | 90.19 | 87.23 | — | |
| Bootstrap + MixupImplementation=Authors' Implementation, Backbone=ResNet-32, Epochs=2002020.10 | 93.3 | — | 92 | — | 87.6 | 72 | — | — | |
| CCEArch=RN-50, Initializer=SimCLR2021.04 | 93.29 | 94.59 | 91.96 | — | 88.75 | 82.9 | 66.07 | — | |
| MixupImplementation=Authors' Implementation, Backbone=ResNet-32, Epochs=2002020.10 | 93 | — | 90 | — | 83.8 | 70.2 | — | — | |
| MLNTArch=PRN-18, Initializer=No2021.04 | 92.9 | 95.11 | 89.3 | — | — | 77.4 | 58.7 | — | |
| Huang et al. (2019)Source=Literature (Jiang et al. 2019)2020.10 | 92.6 | — | 90.3 | — | 43.4 | — | — | — | |
| MWNetArch=WRN-28-10, Initializer=No2021.04 | 92.45 | 95.6 | 89.27 | 87.49 | 84.07 | 69.65 | 25.8 | 18.49 | |
| CCEArch=RN-50, Initializer=INet322021.04 | 92.37 | 96.52 | 91.56 | — | 83.34 | 62.66 | 39.09 | — | |
| ELRArch=RN-34, Initializer=No2021.04 | 92.12 | 93.34 | 91.43 | — | 88.87 | 80.69 | — | — | |
| MentorNet (2017)Source=Literature (Jiang et al. 2019)2020.10 | 92 | — | 91.2 | — | 74.2 | 60 | — | — | |
| LqArch=RN-34, Initializer=No2021.04 | 89.83 | 93.34 | 87.13 | — | 82.54 | 64.07 | — | — | |
| Zhang & Sabuncu (2018)Source=Literature (Jiang et al. 2019)2020.10 | 89.7 | — | 87.6 | — | 82.7 | 67.9 | — | — | |
| Chen et al. (2019)Source=Literature (Jiang et al. 2019)2020.10 | 89.7 | — | — | — | — | 52.3 | — | — | |
| Lee et al. (2019)Source=Literature (Jiang et al. 2019)2020.10 | 87.1 | — | 81.8 | — | 75.4 | — | — | — | |
| CCEArch=PRN-18, Initializer=No2021.04 | 86.8 | 95.11 | 79.4 | — | — | 62.9 | 42.7 | — | |
| F-CorrectionArch=PRN-18, Initializer=No2021.04 | 86.8 | 95.11 | 79.8 | — | — | 63.3 | 42.9 | — | |
| SGDImplementation=Authors' Implementation, Backbone=ResNet-32, Epochs=2002020.10 | 84.8 | — | 68.8 | — | 48.2 | 26.2 | — | — |