Image Classification on CIFAR-10 (test) (Symmetric/Asymmetric Accuracy Benchmarking)
96.1Accuracy (Symmetric 20%)DivideMix
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DivideMix2026.03 | 96.1 | 94.6 | 93.2 | 76 | 93.4 | — | |
| Mixup2026.03 | 95.6 | 87.1 | 71.6 | 52.2 | 67.8 | — | |
| JEC2026.03 | 95.6 | 88.8 | 78.5 | 68.5 | 93.1 | — | |
| LossModel2026.03 | 94 | 92 | 86.8 | 69.1 | 87.4 | — | |
| PENCIL2026.03 | 92.4 | 89.1 | 77.5 | 58.9 | 88.5 | — | |
| Coteaching2026.03 | 89.5 | 85.7 | 67.4 | 47.9 | — | — | |
| HamBR2026.05 | 88.8 | 85.1 | 80.3 | 62.3 | 77.9 | 78.9 | |
| RRL2026.05 | 88.4 | 83.3 | 74.7 | 45.2 | 76.5 | 73.6 | |
| FEC2026.03 | 88.1 | 87.3 | 85.6 | 82.5 | 80.2 | — | |
| ProMix2026.05 | 87.4 | 83.7 | 68.7 | 49.3 | 77 | 73.2 | |
| CE2026.03 | 86.8 | 79.4 | 62.9 | 42.7 | 85 | — | |
| Forward2026.03 | 86.8 | 79.8 | 63.3 | 42.9 | 87.2 | — | |
| L2B2026.05 | 86.7 | 82.1 | 59.4 | 37 | 76.7 | 68.4 | |
| LongReMix2026.05 | 81.4 | 79 | 67.6 | 37.3 | 67.7 | 66.6 | |
| PSSCL2026.05 | 80.7 | 82.3 | 77.6 | 46.1 | 71 | 71.5 | |
| DivideMix2026.05 | 79.5 | 74.6 | 70.7 | 44.4 | 68.1 | 67.5 | |
| GCE2026.05 | 77.2 | 75.7 | 66.7 | 44.1 | 67.7 | 66.3 | |
| Standard CE2026.05 | 73.4 | 58.9 | 49.2 | 30.8 | 60.9 | 54.6 | |
| UNICON2026.05 | 72.8 | 71.5 | 68.1 | 41.8 | 76.4 | 66.1 |