Image Classification on CIFAR-10 (50% Noise Ratio)
91.83AccuracyProMix
Evaluation Results
| Method | Links | |
|---|---|---|
| ProMixImbalance Factor=10, Evaluation Point=Best2022.07 | 91.83 | |
| ProMixImbalance Factor=10, Evaluation Point=Last2022.07 | 91.71 | |
| ROLT+Imbalance Factor=10, Evaluation Point=Best2022.07 | 88.17 | |
| DivideMixImbalance Factor=10, Evaluation Point=Best2022.07 | 87.54 | |
| ROLT+Imbalance Factor=10, Evaluation Point=Last2022.07 | 87.45 | |
| DivideMixImbalance Factor=10, Evaluation Point=Last2022.07 | 86.88 | |
| Prototypical ClassifierImbalance Factor=10, Evaluation Point=Best2022.07 | 84.04 | |
| Prototypical ClassifierImbalance Factor=10, Evaluation Point=Last2022.07 | 83.51 | |
| ProMixImbalance Factor=50, Evaluation Point=Best2022.07 | 76.14 | |
| ROLT+Imbalance Factor=50, Evaluation Point=Best2022.07 | 75.11 | |
| ROLT+Imbalance Factor=50, Evaluation Point=Last2022.07 | 73.92 | |
| ProMixImbalance Factor=50, Evaluation Point=Last2022.07 | 73.04 | |
| Prototypical ClassifierImbalance Factor=50, Evaluation Point=Best2022.07 | 71.44 | |
| Prototypical ClassifierImbalance Factor=50, Evaluation Point=Last2022.07 | 71.44 | |
| LDAM-DRWImbalance Factor=10, Evaluation Point=Best2022.07 | 69.53 | |
| ProMixImbalance Factor=100, Evaluation Point=Best2022.07 | 68.79 | |
| LDAM-DRWImbalance Factor=10, Evaluation Point=Last2022.07 | 68.76 | |
| DivideMixImbalance Factor=50, Evaluation Point=Best2022.07 | 67.92 | |
| ProMixImbalance Factor=100, Evaluation Point=Last2022.07 | 67.43 | |
| Prototypical ClassifierImbalance Factor=100, Evaluation Point=Best2022.07 | 66.33 | |
| DivideMixImbalance Factor=50, Evaluation Point=Last2022.07 | 65.22 | |
| Prototypical ClassifierImbalance Factor=100, Evaluation Point=Last2022.07 | 64.69 | |
| ROLT+Imbalance Factor=100, Evaluation Point=Best2022.07 | 64.42 | |
| LDAMImbalance Factor=10, Evaluation Point=Best2022.07 | 63.57 | |
| LDAMImbalance Factor=10, Evaluation Point=Last2022.07 | 62.13 | |
| DivideMixImbalance Factor=100, Evaluation Point=Best2022.07 | 61.81 | |
| ROLT+Imbalance Factor=100, Evaluation Point=Last2022.07 | 61.15 | |
| CEImbalance Factor=10, Evaluation Point=Best2022.07 | 60.72 | |
| DivideMixImbalance Factor=100, Evaluation Point=Last2022.07 | 59.65 | |
| LDAM-DRWImbalance Factor=50, Evaluation Point=Best2022.07 | 49.9 | |
| LDAM-DRWImbalance Factor=50, Evaluation Point=Last2022.07 | 47.71 | |
| CEImbalance Factor=50, Evaluation Point=Best2022.07 | 46.5 | |
| CEImbalance Factor=10, Evaluation Point=Last2022.07 | 44.29 | |
| LDAM-DRWImbalance Factor=100, Evaluation Point=Best2022.07 | 42.6 | |
| LDAM-DRWImbalance Factor=100, Evaluation Point=Last2022.07 | 40.47 | |
| LDAMImbalance Factor=50, Evaluation Point=Best2022.07 | 38.92 | |
| CEImbalance Factor=100, Evaluation Point=Best2022.07 | 38.43 | |
| LDAMImbalance Factor=50, Evaluation Point=Last2022.07 | 37.97 | |
| LDAMImbalance Factor=100, Evaluation Point=Best2022.07 | 34.08 | |
| CEImbalance Factor=50, Evaluation Point=Last2022.07 | 32.69 | |
| LDAMImbalance Factor=100, Evaluation Point=Last2022.07 | 32.56 | |
| CEImbalance Factor=100, Evaluation Point=Last2022.07 | 27.78 |