Image Classification on CIFAR-10 (Thresholded Accuracy)
97.24Accuracy (Symmetric 20%)GAMR
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GAMR2026.05 | 97.24 | 96.29 | 95.94 | 93.7 | 94.41 | 87.91 | 95.4 | |
| PSSCL2026.05 | 96.4 | 95.6 | 93.73 | 92.9 | 93.9 | 86.9 | 94.5 | |
| SOP+2026.05 | 96.3 | 95.5 | 94 | — | 93.8 | — | 94.9 | |
| LongReMix2026.05 | 96.3 | 95.1 | 93.8 | 79.9 | 94.7 | 84.4 | 91.9 | |
| DivideMix2026.05 | 96.1 | 94.6 | 93.2 | 76 | 93.4 | 83.7 | 90.7 | |
| ELR+2026.05 | 95.8 | 94.8 | 93.3 | 78.7 | 93 | — | 91.1 | |
| MixUp2026.05 | 95.6 | 87.1 | 71.6 | 52.2 | 77.7 | — | 76.8 | |
| Sel-CL+2026.05 | 95.5 | 93.9 | 89.2 | 81.9 | 93.4 | — | 90.8 | |
| UNICON2026.05 | 95.1 | 93.7 | 92.1 | 90.8 | 91.7 | — | 92.7 | |
| BR2026.05 | 95 | 95.1 | 94.5 | 91.7 | 94.9 | — | 94.2 | |
| DMLP2026.05 | 94.7 | 94.2 | 93.2 | 92.8 | 93.9 | — | 93.7 | |
| MOIT+2026.05 | 94.1 | 91.8 | 81.1 | 74.7 | 93.3 | — | 87 | |
| GCE+CL2026.05 | 90 | 89.3 | 73.9 | 36.5 | 78.1 | — | 73.6 | |
| Standard CE2026.05 | 86.8 | 79.4 | 62.9 | 42.7 | 85 | — | 71.4 | |
| GCE2026.05 | 86.6 | 81.9 | 54.6 | 21.2 | 76 | — | 64.1 |