Image Classification on CIFAR-100 Noise Ratio 50%
60.27AccuracyProMix
Evaluation Results
| Method | Links | |
|---|---|---|
| ProMixImbalance Factor=10, Evaluation Point=Best2022.07 | 60.27 | |
| ProMixImbalance Factor=10, Evaluation Point=Last2022.07 | 59.99 | |
| Prototypical ClassifierImbalance Factor=10, Evaluation Point=Best2022.07 | 57.65 | |
| Prototypical ClassifierImbalance Factor=10, Evaluation Point=Last2022.07 | 57.65 | |
| ROLT+Imbalance Factor=10, Evaluation Point=Best2022.07 | 53.31 | |
| ROLT+Imbalance Factor=10, Evaluation Point=Last2022.07 | 52.44 | |
| DivideMixImbalance Factor=10, Evaluation Point=Best2022.07 | 49.35 | |
| DivideMixImbalance Factor=10, Evaluation Point=Last2022.07 | 48.87 | |
| ProMixImbalance Factor=50, Evaluation Point=Best2022.07 | 42.96 | |
| Prototypical ClassifierImbalance Factor=50, Evaluation Point=Best2022.07 | 42.51 | |
| Prototypical ClassifierImbalance Factor=50, Evaluation Point=Last2022.07 | 42.51 | |
| ProMixImbalance Factor=50, Evaluation Point=Last2022.07 | 42.28 | |
| ROLT+Imbalance Factor=50, Evaluation Point=Best2022.07 | 39.78 | |
| ROLT+Imbalance Factor=50, Evaluation Point=Last2022.07 | 39.27 | |
| ProMixImbalance Factor=100, Evaluation Point=Best2022.07 | 38.52 | |
| Prototypical ClassifierImbalance Factor=100, Evaluation Point=Best2022.07 | 38.42 | |
| Prototypical ClassifierImbalance Factor=100, Evaluation Point=Last2022.07 | 38.36 | |
| ProMixImbalance Factor=100, Evaluation Point=Last2022.07 | 38.21 | |
| DivideMixImbalance Factor=50, Evaluation Point=Best2022.07 | 36.52 | |
| DivideMixImbalance Factor=50, Evaluation Point=Last2022.07 | 35.72 | |
| ROLT+Imbalance Factor=100, Evaluation Point=Best2022.07 | 35.29 | |
| ROLT+Imbalance Factor=100, Evaluation Point=Last2022.07 | 34.43 | |
| DivideMixImbalance Factor=100, Evaluation Point=Best2022.07 | 31.82 | |
| DivideMixImbalance Factor=100, Evaluation Point=Last2022.07 | 31.05 | |
| CEImbalance Factor=10, Evaluation Point=Best2022.07 | 28.7 | |
| LDAMImbalance Factor=10, Evaluation Point=Best2022.07 | 27.86 | |
| LDAM-DRWImbalance Factor=10, Evaluation Point=Best2022.07 | 27.86 | |
| LDAM-DRWImbalance Factor=10, Evaluation Point=Last2022.07 | 24.45 | |
| LDAMImbalance Factor=10, Evaluation Point=Last2022.07 | 24.2 | |
| CEImbalance Factor=10, Evaluation Point=Last2022.07 | 23.7 | |
| CEImbalance Factor=50, Evaluation Point=Best2022.07 | 18.49 | |
| LDAM-DRWImbalance Factor=50, Evaluation Point=Best2022.07 | 17.91 | |
| LDAM-DRWImbalance Factor=50, Evaluation Point=Last2022.07 | 17.81 | |
| LDAMImbalance Factor=50, Evaluation Point=Best2022.07 | 17.62 | |
| LDAMImbalance Factor=50, Evaluation Point=Last2022.07 | 17.5 | |
| CEImbalance Factor=50, Evaluation Point=Last2022.07 | 16.56 | |
| CEImbalance Factor=100, Evaluation Point=Best2022.07 | 16.24 | |
| LDAMImbalance Factor=100, Evaluation Point=Best2022.07 | 15.68 | |
| LDAM-DRWImbalance Factor=100, Evaluation Point=Best2022.07 | 15.68 | |
| LDAM-DRWImbalance Factor=100, Evaluation Point=Last2022.07 | 15.07 | |
| LDAMImbalance Factor=100, Evaluation Point=Last2022.07 | 14.73 | |
| CEImbalance Factor=100, Evaluation Point=Last2022.07 | 14.19 |