Image Classification on CIFAR-10 (test) (Symmetric/Asymmetric Accuracy Thresholds)
97.7Accuracy (Sym. 20%)ProMix
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ProMixEvaluation Protocol=Best2026.03 | 97.7 | 97.4 | 95.5 | 93.4 | 96.6 | |
| ProMixEvaluation Protocol=Last2026.03 | 97.6 | 97.3 | 95.1 | 91.1 | 96.5 | |
| ACD-UEvaluation Protocol=Best2026.03 | 97.2 | 96.8 | 95.6 | 93.9 | 95.7 | |
| Semi-RML++Evaluation Protocol=Last2026.03 | 97.1 | 96.8 | 95.8 | — | — | |
| ACD-UEvaluation Protocol=Last2026.03 | 97 | 96.6 | 95.4 | 93.3 | 94.4 | |
| SV-LearnerEvaluation Protocol=Best2026.03 | 96.9 | 96.3 | 94.8 | 92.4 | 95.3 | |
| NoiseBox+SS-KNNEvaluation Protocol=Last2026.03 | 96.6 | 96.2 | 95.7 | 95.4 | 96 | |
| RankMatchEvaluation Protocol=Best2026.03 | 96.5 | 95.6 | 94.5 | 92.6 | 94.7 | |
| RankMatchEvaluation Protocol=Last2026.03 | 96.4 | 95.4 | 94.2 | 92.1 | 94.4 | |
| LongReMixEvaluation Protocol=Best2026.03 | 96.3 | 95.1 | 93.8 | 79.9 | 94.7 | |
| DivideMixEvaluation Protocol=Best2026.03 | 96.1 | 94.6 | 93.2 | 76 | 93.4 | |
| LongReMixEvaluation Protocol=Last2026.03 | 96 | 94.8 | 93.3 | 79.1 | 94.3 | |
| CLIPCleanerEvaluation Protocol=Best2026.03 | 95.9 | 95.7 | 95 | 94.2 | 94.9 | |
| DivideMixEvaluation Protocol=Last2026.03 | 95.7 | 94.4 | 92.9 | 75.4 | 92.1 |