Image Classification on CIFAR-10 synthetic noise (test)
93.53AccuracyEMLC
Evaluation Results
| Method | Links | |
|---|---|---|
| EMLCk=5, Noise Level=20%, Noise Type=Symmetric2023.05 | 93.53 | |
| MSLCNoise Level=20%, Noise Type=Symmetric2023.05 | 93.4 | |
| MLNTNoise Level=20%, Noise Type=Symmetric2023.05 | 92.9 | |
| EMLCk=5, Noise Level=50%, Noise Type=Symmetric2023.05 | 92.63 | |
| MLCNoise Level=20%, Noise Type=Symmetric2023.05 | 92.6 | |
| FasTENNoise Level=20%, Noise Type=Symmetric2023.05 | 91.94 | |
| EMLCk=5, Noise Level=40%, Noise Type=Asymmetric2023.05 | 91.82 | |
| EMLCk=1, Noise Level=40%, Noise Type=Asymmetric2023.05 | 91.81 | |
| EMLCk=1, Noise Level=20%, Noise Type=Symmetric2023.05 | 91.8 | |
| MSLCNoise Level=40%, Noise Type=Asymmetric2023.05 | 91.6 | |
| ELR + FINENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 91.5 | |
| GCE + FINENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 91.4 | |
| ELRNoisy Type=Symmetric, Noise Ratio=20%2021.02 | 91.2 | |
| EMLCk=1, Noise Level=50%, Noise Type=Symmetric2023.05 | 91.16 | |
| ELR + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 91.1 | |
| FINENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 91 | |
| EMLCk=1, Noise Level=80%, Noise Type=Symmetric2023.05 | 90.95 | |
| EMLCk=1, Noise Level=90%, Noise Type=Symmetric2023.05 | 90.71 | |
| FasTENNoise Level=40%, Noise Type=Asymmetric2023.05 | 90.43 | |
| SCE + FINENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 90.4 | |
| ELRNoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 90.1 | |
| FasTENNoise Level=50%, Noise Type=Symmetric2023.05 | 90.07 | |
| MSLCNoise Level=50%, Noise Type=Symmetric2023.05 | 89.9 | |
| EMLCk=5, Noise Level=80%, Noise Type=Symmetric2023.05 | 89.89 | |
| GCENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 89.8 | |
| SCENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 89.8 | |
| MW-NetNoise Level=20%, Noise Type=Symmetric2023.05 | 89.76 | |
| EMLCk=5, Noise Level=90%, Noise Type=Symmetric2023.05 | 89.57 | |
| FINENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 89.5 | |
| GCE + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 88.9 | |
| MLNTNoise Level=50%, Noise Type=Symmetric2023.05 | 88.8 | |
| MW-NetNoise Level=40%, Noise Type=Asymmetric2023.05 | 88.69 | |
| MLNTNoise Level=40%, Noise Type=Asymmetric2023.05 | 88.6 | |
| ELR + FINENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 88.5 | |
| ELRNoisy Type=Symmetric, Noise Ratio=50%2021.02 | 88.2 | |
| MLCNoise Level=50%, Noise Type=Symmetric2023.05 | 88.1 | |
| FINENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 87.3 | |
| StandardNoisy Type=Symmetric, Noise Ratio=20%2021.02 | 87 | |
| GCE + FINENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 86.9 | |
| SCE + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 86.9 | |
| Cross-EntropyNoise Level=20%, Noise Type=Symmetric2023.05 | 86.8 | |
| FasTENNoise Level=80%, Noise Type=Symmetric2023.05 | 86.78 | |
| GCENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 86.5 | |
| SCE + FINENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 85.1 | |
| SCENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 84.7 | |
| Cross-EntropyNoise Level=40%, Noise Type=Asymmetric2023.05 | 83.2 | |
| SCENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 82.5 | |
| StandardNoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 80.1 | |
| FasTENNoise Level=90%, Noise Type=Symmetric2023.05 | 79.52 | |
| Cross-EntropyNoise Level=50%, Noise Type=Symmetric2023.05 | 79.4 | |
| StandardNoisy Type=Symmetric, Noise Ratio=50%2021.02 | 78.2 | |
| MLCNoise Level=80%, Noise Type=Symmetric2023.05 | 77.4 | |
| GCENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 76.7 | |
| MLNTNoise Level=80%, Noise Type=Symmetric2023.05 | 76.1 | |
| GCE + FINENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 75.3 | |
| ELR + FINENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 74.7 | |
| ELRNoisy Type=Symmetric, Noise Ratio=80%2021.02 | 74.2 | |
| SCE + FINENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 70.5 | |
| MSLCNoise Level=80%, Noise Type=Symmetric2023.05 | 69.8 | |
| FINENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 69.4 | |
| SCENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 68.1 | |
| MLCNoise Level=90%, Noise Type=Symmetric2023.05 | 67.9 | |
| GCENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 64.1 | |
| Cross-EntropyNoise Level=80%, Noise Type=Symmetric2023.05 | 62.9 | |
| MLNTNoise Level=90%, Noise Type=Symmetric2023.05 | 58.3 | |
| MW-NetNoise Level=80%, Noise Type=Symmetric2023.05 | 56.56 | |
| MSLCNoise Level=90%, Noise Type=Symmetric2023.05 | 56.1 | |
| StandardNoisy Type=Symmetric, Noise Ratio=80%2021.02 | 53.8 | |
| Cross-EntropyNoise Level=90%, Noise Type=Symmetric2023.05 | 42.7 |