Image Classification on CIFAR10 instance-dependent noise (test)
0.9132Test AccuracySEAL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SEALNoise ratio=10%2024.08 | 0.9132 | — | — | — | — | — | |
| DMINoise ratio=10%2024.08 | 0.9126 | — | — | — | — | — | |
| CENoise ratio=10%2024.08 | 0.9125 | — | — | — | — | — | |
| Co-teachingNoise ratio=10%2024.08 | 0.9122 | — | — | — | — | — | |
| F-correctionNoise ratio=10%2024.08 | 0.9106 | — | — | — | — | — | |
| GCENoise ratio=10%2024.08 | 0.9097 | — | — | — | — | — | |
| DACNoise ratio=10%2024.08 | 0.9094 | — | — | — | — | — | |
| CE*Noise ratio=10%2024.08 | 0.9076 | — | — | — | — | — | |
| SEALNoise ratio=20%2024.08 | 0.8779 | — | — | — | — | — | |
| Co-teachingNoise ratio=20%2024.08 | 0.8728 | — | — | — | — | — | |
| DMINoise ratio=20%2024.08 | 0.8657 | — | — | — | — | — | |
| GCENoise ratio=20%2024.08 | 0.8644 | — | — | — | — | — | |
| F-correctionNoise ratio=20%2024.08 | 0.8635 | — | — | — | — | — | |
| CENoise ratio=20%2024.08 | 0.8634 | — | — | — | — | — | |
| DACNoise ratio=20%2024.08 | 0.8616 | — | — | — | — | — | |
| CE*Noise ratio=20%2024.08 | 0.8608 | — | — | — | — | — | |
| SEALNoise ratio=30%2024.08 | 0.853 | — | — | — | — | — | |
| Co-teachingNoise ratio=30%2024.08 | 0.8433 | — | — | — | — | — | |
| SEALNoise ratio=40%2024.08 | 0.8298 | — | — | — | — | — | |
| DMINoise ratio=30%2024.08 | 0.8198 | — | — | — | — | — | |
| GCENoise ratio=30%2024.08 | 0.8154 | — | — | — | — | — | |
| DACNoise ratio=30%2024.08 | 0.8088 | — | — | — | — | — | |
| CENoise ratio=30%2024.08 | 0.8087 | — | — | — | — | — | |
| CE*Noise ratio=30%2024.08 | 0.8064 | — | — | — | — | — | |
| F-correctionNoise ratio=30%2024.08 | 0.7887 | — | — | — | — | — | |
| Co-teachingNoise ratio=40%2024.08 | 0.7872 | — | — | — | — | — | |
| DMINoise ratio=40%2024.08 | 0.7781 | — | — | — | — | — | |
| GCENoise ratio=40%2024.08 | 0.7671 | — | — | — | — | — | |
| CENoise ratio=40%2024.08 | 0.7568 | — | — | — | — | — | |
| CE*Noise ratio=40%2024.08 | 0.7527 | — | — | — | — | — | |
| DACNoise ratio=40%2024.08 | 0.748 | — | — | — | — | — | |
| F-correctionNoise ratio=40%2024.08 | 0.7112 | — | — | — | — | — | |
| NI-ERM2024.10 | — | 0.9911 | 0.9894 | 0.982 | 0.9335 | 0.7467 | |
| PTD2024.10 | — | 0.7901 | 0.7605 | 0.7228 | 0.5862 | 0.5398 |