Image Classification on CIFAR-100 Noise Ratio 20%
67.11AccuracyProMix
Evaluation Results
| Method | Links | |
|---|---|---|
| ProMixImbalance Factor=10, Evaluation Point=Best2022.07 | 67.11 | |
| ProMixImbalance Factor=10, Evaluation Point=Last2022.07 | 66.95 | |
| Prototypical ClassifierImbalance Factor=10, Evaluation Point=Best2022.07 | 65.23 | |
| Prototypical ClassifierImbalance Factor=10, Evaluation Point=Last2022.07 | 65.14 | |
| ROLT+Imbalance Factor=10, Evaluation Point=Best2022.07 | 64.22 | |
| DivideMixImbalance Factor=10, Evaluation Point=Best2022.07 | 63.79 | |
| ROLT+Imbalance Factor=10, Evaluation Point=Last2022.07 | 63.31 | |
| DivideMixImbalance Factor=10, Evaluation Point=Last2022.07 | 63.17 | |
| ProMixImbalance Factor=50, Evaluation Point=Best2022.07 | 51.99 | |
| Prototypical ClassifierImbalance Factor=50, Evaluation Point=Best2022.07 | 51.73 | |
| ProMixImbalance Factor=50, Evaluation Point=Last2022.07 | 51.59 | |
| Prototypical ClassifierImbalance Factor=50, Evaluation Point=Last2022.07 | 51.46 | |
| ROLT+Imbalance Factor=50, Evaluation Point=Best2022.07 | 51.01 | |
| DivideMixImbalance Factor=50, Evaluation Point=Best2022.07 | 49.64 | |
| ROLT+Imbalance Factor=50, Evaluation Point=Last2022.07 | 49.4 | |
| ProMixImbalance Factor=100, Evaluation Point=Best2022.07 | 48.67 | |
| ProMixImbalance Factor=100, Evaluation Point=Last2022.07 | 48.57 | |
| DivideMixImbalance Factor=50, Evaluation Point=Last2022.07 | 48.37 | |
| LDAM-DRWImbalance Factor=10, Evaluation Point=Best2022.07 | 47.85 | |
| LDAM-DRWImbalance Factor=10, Evaluation Point=Last2022.07 | 47.68 | |
| Prototypical ClassifierImbalance Factor=100, Evaluation Point=Best2022.07 | 47.38 | |
| LDAMImbalance Factor=10, Evaluation Point=Best2022.07 | 47.3 | |
| LDAMImbalance Factor=10, Evaluation Point=Last2022.07 | 47.12 | |
| Prototypical ClassifierImbalance Factor=100, Evaluation Point=Last2022.07 | 47.12 | |
| CEImbalance Factor=10, Evaluation Point=Best2022.07 | 45.97 | |
| CEImbalance Factor=10, Evaluation Point=Last2022.07 | 45.75 | |
| ROLT+Imbalance Factor=100, Evaluation Point=Best2022.07 | 45.35 | |
| DivideMixImbalance Factor=100, Evaluation Point=Best2022.07 | 43.91 | |
| ROLT+Imbalance Factor=100, Evaluation Point=Last2022.07 | 43.16 | |
| DivideMixImbalance Factor=100, Evaluation Point=Last2022.07 | 42.59 | |
| LDAM-DRWImbalance Factor=50, Evaluation Point=Best2022.07 | 36.29 | |
| LDAM-DRWImbalance Factor=50, Evaluation Point=Last2022.07 | 36.01 | |
| LDAMImbalance Factor=50, Evaluation Point=Best2022.07 | 35.7 | |
| LDAMImbalance Factor=50, Evaluation Point=Last2022.07 | 35.5 | |
| CEImbalance Factor=50, Evaluation Point=Best2022.07 | 33.41 | |
| LDAM-DRWImbalance Factor=100, Evaluation Point=Best2022.07 | 33.38 | |
| CEImbalance Factor=50, Evaluation Point=Last2022.07 | 33.12 | |
| LDAM-DRWImbalance Factor=100, Evaluation Point=Last2022.07 | 32.99 | |
| LDAMImbalance Factor=100, Evaluation Point=Best2022.07 | 32.67 | |
| LDAMImbalance Factor=100, Evaluation Point=Last2022.07 | 32.6 | |
| CEImbalance Factor=100, Evaluation Point=Best2022.07 | 29.85 | |
| CEImbalance Factor=100, Evaluation Point=Last2022.07 | 29.58 |