Noisy Label Detection on CIFAR-100N natural label noise (train)
90.58F1-scoreDEFT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DEFT2024.09 | 90.58 | 88.43 | 92.84 | |
| Small-loss2024.09 | 89.25 | 89.37 | 89.14 | |
| GMM2024.09 | 87.72 | 80.03 | 97.05 | |
| UNICON2024.09 | 86.24 | 87.05 | 85.44 | |
| ProMix2024.09 | 84.36 | 75.92 | 94.9 | |
| RoLT2024.09 | 84.29 | 75.23 | 95.82 | |
| Label-match2024.09 | 81.74 | 91.48 | 73.88 | |
| LongReMix2024.09 | 81.47 | 69.37 | 98.67 | |
| SEI2026.05 | 81.41 | — | — | |
| SIMIFEAT2026.05 | 79.21 | — | — | |
| LEMoN2026.05 | 78.4 | — | — | |
| DeFT2026.05 | 75.03 | — | — | |
| AUM2026.05 | 74.54 | — | — | |
| CL2026.05 | 67.64 | — | — | |
| ReCoV2026.05 | 67.59 | — | — | |
| GMM2026.05 | 63.83 | — | — | |
| BMM2026.05 | 63.55 | — | — | |
| INCV2026.05 | 59.77 | — | — | |
| CORES2026.05 | 38.52 | — | — |