Image Classification on CIFAR-100 Noisy (test)
75.2Top-1 AccuracySS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSNoise Rate=0, Backbone=ResNet182024.10 | 75.2 | — | |
| BaselineNoise Rate=0, Backbone=ResNet182024.10 | 74.3 | — | |
| REEDNoise Rate=0, Backbone=ResNet182024.10 | 74.3 | — | |
| MNNoise Rate=0, Backbone=ResNet182024.10 | 74.2 | — | |
| LRNoise Rate=0, Backbone=ResNet182024.10 | 74.2 | — | |
| SSNoise Rate=0.1, Backbone=ResNet182024.10 | 71.2 | — | |
| LRNoise Rate=0.1, Backbone=ResNet182024.10 | 70.1 | — | |
| SSNoise Rate=0.2, Backbone=ResNet182024.10 | 69.2 | — | |
| MNNoise Rate=0.1, Backbone=ResNet182024.10 | 69 | — | |
| LRNoise Rate=0.2, Backbone=ResNet182024.10 | 68.3 | — | |
| REEDNoise Rate=0.1, Backbone=ResNet182024.10 | 68.1 | — | |
| BaselineNoise Rate=0.1, Backbone=ResNet182024.10 | 67.5 | — | |
| MNNoise Rate=0.2, Backbone=ResNet182024.10 | 65.1 | — | |
| SSNoise Rate=0.3, Backbone=ResNet182024.10 | 64.4 | — | |
| LRNoise Rate=0.3, Backbone=ResNet182024.10 | 63.1 | — | |
| REEDNoise Rate=0.2, Backbone=ResNet182024.10 | 62.5 | — | |
| SSNoise Rate=0.4, Backbone=ResNet182024.10 | 62.3 | — | |
| LRNoise Rate=0.4, Backbone=ResNet182024.10 | 61.3 | — | |
| BaselineNoise Rate=0.2, Backbone=ResNet182024.10 | 60.7 | — | |
| MNNoise Rate=0.3, Backbone=ResNet182024.10 | 59.6 | — | |
| MNNoise Rate=0.4, Backbone=ResNet182024.10 | 56.9 | — | |
| REEDNoise Rate=0.3, Backbone=ResNet182024.10 | 55.2 | — | |
| BaselineNoise Rate=0.3, Backbone=ResNet182024.10 | 53.1 | — | |
| REEDNoise Rate=0.4, Backbone=ResNet182024.10 | 50.7 | — | |
| BaselineNoise Rate=0.4, Backbone=ResNet182024.10 | 45.1 | — | |
| DANCEIPC=102026.06 | — | 42 | |
| DANCEIPC=502026.06 | — | 43.6 | |
| DATMIPC=102026.06 | — | 39.9 | |
| DATMIPC=502026.06 | — | 43.9 | |
| Full DatasetIPC=102026.06 | — | 44.4 | |
| Full DatasetIPC=502026.06 | — | 44.4 | |
| Pr4ReLRe-label Model=DivideMix, Selection Ratio=0.22023.11 | — | 37.2 | |
| Pr4ReLRe-label Model=SOP+, Selection Ratio=0.82023.11 | — | 65.7 | |
| Pr4ReL BRe-label Model=DivideMix, Selection Ratio=0.22023.11 | — | 39.4 | |
| Pr4ReL BRe-label Model=SOP+, Selection Ratio=0.82023.11 | — | 66.2 | |
| RCIGIPC=102026.06 | — | 37 | |
| RCIGIPC=502026.06 | — | 35.3 | |
| Robust Trajectory DistillationIPC=102026.06 | — | 41 | |
| Robust Trajectory DistillationIPC=502026.06 | — | 45.9 | |
| SubsetIPC=102026.06 | — | 11.2 | |
| SubsetIPC=502026.06 | — | 20.3 | |
| UniformRe-label Model=DivideMix, Selection Ratio=0.22023.11 | — | 30.5 |