Image Classification on CIFAR-100 synthetic noise (test)
74.9AccuracyELR + FINE
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ELR + FINENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 74.9 | — | — | — | — | — | — | — | — | — | — | |
| ELRNoisy Type=Symmetric, Noise Ratio=20%2021.02 | 74.7 | — | — | — | — | — | — | — | — | — | — | |
| ELR + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 73.8 | — | — | — | — | — | — | — | — | — | — | |
| ELRNoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 73.3 | — | — | — | — | — | — | — | — | — | — | |
| EMLCk=5, Noise Level=20%, Noise Type=Symmetric2023.05 | 73.05 | — | — | — | — | — | — | — | — | — | — | |
| MSLCNoise Level=20%, Noise Type=Symmetric2023.05 | 72.5 | — | — | — | — | — | — | — | — | — | — | |
| EMLCk=1, Noise Level=20%, Noise Type=Symmetric2023.05 | 72.48 | — | — | — | — | — | — | — | — | — | — | |
| SCE + FINENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 70.9 | — | — | — | — | — | — | — | — | — | — | |
| GCE + FINENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 70.5 | — | — | — | — | — | — | — | — | — | — | |
| SCENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 70.4 | — | — | — | — | — | — | — | — | — | — | |
| FINENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 70.3 | — | — | — | — | — | — | — | — | — | — | |
| FasTENNoise Level=20%, Noise Type=Symmetric2023.05 | 68.75 | — | — | — | — | — | — | — | — | — | — | |
| EMLCk=5, Noise Level=50%, Noise Type=Symmetric2023.05 | 68.61 | — | — | — | — | — | — | — | — | — | — | |
| MLNTNoise Level=20%, Noise Type=Symmetric2023.05 | 67.7 | — | — | — | — | — | — | — | — | — | — | |
| EMLCk=1, Noise Level=50%, Noise Type=Symmetric2023.05 | 67.08 | — | — | — | — | — | — | — | — | — | — | |
| GCENoisy Type=Symmetric, Noise Ratio=20%2021.02 | 66.8 | — | — | — | — | — | — | — | — | — | — | |
| MW-NetNoise Level=20%, Noise Type=Symmetric2023.05 | 66.73 | — | — | — | — | — | — | — | — | — | — | |
| ELR + FINENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 66.7 | — | — | — | — | — | — | — | — | — | — | |
| MLCNoise Level=20%, Noise Type=Symmetric2023.05 | 66.5 | — | — | — | — | — | — | — | — | — | — | |
| MSLCNoise Level=50%, Noise Type=Symmetric2023.05 | 65.4 | — | — | — | — | — | — | — | — | — | — | |
| SCE + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 64.3 | — | — | — | — | — | — | — | — | — | — | |
| FINENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 64.2 | — | — | — | — | — | — | — | — | — | — | |
| SCE + FINENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 64.1 | — | — | — | — | — | — | — | — | — | — | |
| FasTENNoise Level=50%, Noise Type=Symmetric2023.05 | 63.82 | — | — | — | — | — | — | — | — | — | — | |
| GCE + FINENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 62.4 | — | — | — | — | — | — | — | — | — | — | |
| Cross-EntropyNoise Level=20%, Noise Type=Symmetric2023.05 | 62 | — | — | — | — | — | — | — | — | — | — | |
| FINENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 61.7 | — | — | — | — | — | — | — | — | — | — | |
| GCE + FINENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 61.5 | — | — | — | — | — | — | — | — | — | — | |
| EMLCk=5, Noise Level=80%, Noise Type=Symmetric2023.05 | 60.51 | — | — | — | — | — | — | — | — | — | — | |
| EMLCk=1, Noise Level=80%, Noise Type=Symmetric2023.05 | 60.37 | — | — | — | — | — | — | — | — | — | — | |
| ELRNoisy Type=Symmetric, Noise Ratio=50%2021.02 | 59.1 | — | — | — | — | — | — | — | — | — | — | |
| StandardNoisy Type=Symmetric, Noise Ratio=20%2021.02 | 58.7 | — | — | — | — | — | — | — | — | — | — | |
| MLNTNoise Level=50%, Noise Type=Symmetric2023.05 | 58 | — | — | — | — | — | — | — | — | — | — | |
| GCENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 57.3 | — | — | — | — | — | — | — | — | — | — | |
| FasTENNoise Level=80%, Noise Type=Symmetric2023.05 | 55.22 | — | — | — | — | — | — | — | — | — | — | |
| EMLCk=1, Noise Level=90%, Noise Type=Symmetric2023.05 | 54.04 | — | — | — | — | — | — | — | — | — | — | |
| EMLCk=5, Noise Level=90%, Noise Type=Symmetric2023.05 | 52.49 | — | — | — | — | — | — | — | — | — | — | |
| MLCNoise Level=50%, Noise Type=Symmetric2023.05 | 52.4 | — | — | — | — | — | — | — | — | — | — | |
| SCENoisy Type=Symmetric, Noise Ratio=50%2021.02 | 48.8 | — | — | — | — | — | — | — | — | — | — | |
| SCENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 48.4 | — | — | — | — | — | — | — | — | — | — | |
| GCENoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 47.2 | — | — | — | — | — | — | — | — | — | — | |
| Cross-EntropyNoise Level=50%, Noise Type=Symmetric2023.05 | 46.7 | — | — | — | — | — | — | — | — | — | — | |
| StandardNoisy Type=Symmetric, Noise Ratio=50%2021.02 | 42.5 | — | — | — | — | — | — | — | — | — | — | |
| StandardNoisy Type=Asymmetric, Noise Ratio=40%2021.02 | 42.2 | — | — | — | — | — | — | — | — | — | — | |
| MLNTNoise Level=80%, Noise Type=Symmetric2023.05 | 40.1 | — | — | — | — | — | — | — | — | — | — | |
| GCE + FINENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 37 | — | — | — | — | — | — | — | — | — | — | |
| ELR + FINENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 32.5 | — | — | — | — | — | — | — | — | — | — | |
| SCE + FINENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 29.9 | — | — | — | — | — | — | — | — | — | — | |
| ELRNoisy Type=Symmetric, Noise Ratio=80%2021.02 | 29.8 | — | — | — | — | — | — | — | — | — | — | |
| GCENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 29.2 | — | — | — | — | — | — | — | — | — | — | |
| SCENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 25.9 | — | — | — | — | — | — | — | — | — | — | |
| FINENoisy Type=Symmetric, Noise Ratio=80%2021.02 | 25.6 | — | — | — | — | — | — | — | — | — | — | |
| MSLCNoise Level=80%, Noise Type=Symmetric2023.05 | 24.3 | — | — | — | — | — | — | — | — | — | — | |
| Cross-EntropyNoise Level=80%, Noise Type=Symmetric2023.05 | 19.9 | — | — | — | — | — | — | — | — | — | — | |
| MW-NetNoise Level=80%, Noise Type=Symmetric2023.05 | 19.04 | — | — | — | — | — | — | — | — | — | — | |
| MLCNoise Level=80%, Noise Type=Symmetric2023.05 | 18.9 | — | — | — | — | — | — | — | — | — | — | |
| StandardNoisy Type=Symmetric, Noise Ratio=80%2021.02 | 18.1 | — | — | — | — | — | — | — | — | — | — | |
| MSLCNoise Level=90%, Noise Type=Symmetric2023.05 | 16.7 | — | — | — | — | — | — | — | — | — | — | |
| MLNTNoise Level=90%, Noise Type=Symmetric2023.05 | 14.3 | — | — | — | — | — | — | — | — | — | — | |
| MLCNoise Level=90%, Noise Type=Symmetric2023.05 | 14.2 | — | — | — | — | — | — | — | — | — | — | |
| Cross-EntropyNoise Level=90%, Noise Type=Symmetric2023.05 | 10.1 | — | — | — | — | — | — | — | — | — | — | |
| CNLCU-HBackbone=7-layer CNN2021.06 | — | 46.27 | 42.05 | 43.21 | 30.55 | 43.25 | 30.79 | 45.02 | 35.24 | 45.02 | 36.17 | |
| CNLCU-SBackbone=7-layer CNN2021.06 | — | 46.09 | 42.11 | 43.06 | 30.47 | 43.08 | 30.33 | 45.19 | 35.49 | 44.8 | 36.23 | |
| Co-teachingBackbone=7-layer CNN2021.06 | — | 45.17 | 40.95 | 42.76 | 30.27 | 42.5 | 30.07 | 44.41 | 34.96 | 42.23 | 35.87 | |
| JoCorBackbone=7-layer CNN2021.06 | — | 45.93 | 41.56 | 42.89 | 29.19 | 42.12 | 30.12 | 44.98 | 34.23 | 44.28 | 35.6 | |
| MentorNetBackbone=7-layer CNN2021.06 | — | 43.15 | 37.62 | 41.03 | 28.27 | 40.06 | 27.17 | 42.2 | 31.74 | 40.54 | 33.09 | |
| S2EBackbone=7-layer CNN2021.06 | — | 44.59 | 25.78 | 42.18 | 26.81 | 42.99 | 26.96 | 43.16 | 27.72 | 43.13 | 27.12 | |
| SIGUABackbone=7-layer CNN2021.06 | — | 42.03 | 40.53 | 36.67 | 26.71 | 36.48 | 26.73 | 39.21 | 32.69 | 39.19 | 33.51 |