Image Classification on CIFAR-10 Noise Ratio 20%
94.4AccuracyProMix
Evaluation Results
| Method | Links | |
|---|---|---|
| ProMixImbalance Factor=10, Evaluation Point=Best2022.07 | 94.4 | |
| ProMixImbalance Factor=10, Evaluation Point=Last2022.07 | 94.22 | |
| Prototypical ClassifierImbalance Factor=10, Evaluation Point=Best2022.07 | 90.92 | |
| Prototypical ClassifierImbalance Factor=10, Evaluation Point=Last2022.07 | 90.81 | |
| DivideMixImbalance Factor=10, Evaluation Point=Best2022.07 | 88.79 | |
| DivideMixImbalance Factor=10, Evaluation Point=Last2022.07 | 88.1 | |
| ROLT+Imbalance Factor=10, Evaluation Point=Best2022.07 | 87.95 | |
| ROLT+Imbalance Factor=10, Evaluation Point=Last2022.07 | 87.54 | |
| ProMixImbalance Factor=50, Evaluation Point=Best2022.07 | 86.05 | |
| ProMixImbalance Factor=50, Evaluation Point=Last2022.07 | 85.12 | |
| LDAM-DRWImbalance Factor=10, Evaluation Point=Best2022.07 | 84.98 | |
| LDAM-DRWImbalance Factor=10, Evaluation Point=Last2022.07 | 84.71 | |
| Prototypical ClassifierImbalance Factor=50, Evaluation Point=Best2022.07 | 84.12 | |
| Prototypical ClassifierImbalance Factor=50, Evaluation Point=Last2022.07 | 83.71 | |
| LDAMImbalance Factor=10, Evaluation Point=Best2022.07 | 83.48 | |
| LDAMImbalance Factor=10, Evaluation Point=Last2022.07 | 82.91 | |
| ProMixImbalance Factor=100, Evaluation Point=Best2022.07 | 81.63 | |
| ProMixImbalance Factor=100, Evaluation Point=Last2022.07 | 79.69 | |
| Prototypical ClassifierImbalance Factor=100, Evaluation Point=Best2022.07 | 79.54 | |
| Prototypical ClassifierImbalance Factor=100, Evaluation Point=Last2022.07 | 78.34 | |
| CEImbalance Factor=10, Evaluation Point=Best2022.07 | 77.86 | |
| ROLT+Imbalance Factor=50, Evaluation Point=Best2022.07 | 77.26 | |
| LDAM-DRWImbalance Factor=50, Evaluation Point=Best2022.07 | 76.77 | |
| LDAM-DRWImbalance Factor=50, Evaluation Point=Last2022.07 | 75.98 | |
| ROLT+Imbalance Factor=50, Evaluation Point=Last2022.07 | 75.9 | |
| DivideMixImbalance Factor=50, Evaluation Point=Best2022.07 | 75.34 | |
| CEImbalance Factor=10, Evaluation Point=Last2022.07 | 74 | |
| DivideMixImbalance Factor=50, Evaluation Point=Last2022.07 | 73.48 | |
| LDAM-DRWImbalance Factor=100, Evaluation Point=Best2022.07 | 73.24 | |
| LDAM-DRWImbalance Factor=100, Evaluation Point=Last2022.07 | 72.46 | |
| ROLT+Imbalance Factor=100, Evaluation Point=Best2022.07 | 72.31 | |
| LDAMImbalance Factor=50, Evaluation Point=Best2022.07 | 72.01 | |
| LDAMImbalance Factor=50, Evaluation Point=Last2022.07 | 71.23 | |
| ROLT+Imbalance Factor=100, Evaluation Point=Last2022.07 | 69.12 | |
| DivideMixImbalance Factor=100, Evaluation Point=Best2022.07 | 66.9 | |
| LDAMImbalance Factor=100, Evaluation Point=Best2022.07 | 66.41 | |
| LDAMImbalance Factor=100, Evaluation Point=Last2022.07 | 66.22 | |
| CEImbalance Factor=50, Evaluation Point=Best2022.07 | 64.38 | |
| DivideMixImbalance Factor=100, Evaluation Point=Last2022.07 | 63.76 | |
| CEImbalance Factor=100, Evaluation Point=Best2022.07 | 61.79 | |
| CEImbalance Factor=50, Evaluation Point=Last2022.07 | 61.38 | |
| CEImbalance Factor=100, Evaluation Point=Last2022.07 | 55.69 |