Image Classification on CIFAR-100 (Clean Evaluation)
72.67AccuracyPLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PLMNoise Type=Pairwise, Noise Rate=20%2024.05 | 72.67 | 0.32 | |
| VolMinNetNoise Type=Pairwise, Noise Rate=20%2024.05 | 71.65 | 0.62 | |
| Dual-TNoise Type=Pairwise, Noise Rate=20%2024.05 | 71.08 | 0.27 | |
| DecouplingNoise Type=Symmetric, Noise Rate=20%2024.05 | 69.71 | 0.34 | |
| PLMNoise Type=Symmetric, Noise Rate=20%2024.05 | 69.54 | 0.23 | |
| VolMinNetNoise Type=Symmetric, Noise Rate=20%2024.05 | 67.7 | 0.99 | |
| DecouplingNoise Type=Pairwise, Noise Rate=20%2024.05 | 66.65 | 0.27 | |
| Dual-TNoise Type=Symmetric, Noise Rate=20%2024.05 | 65.61 | 0.39 | |
| PLMNoise Type=Pairwise, Noise Rate=45%2024.05 | 61.9 | 1.82 | |
| VolMinNetNoise Type=Pairwise, Noise Rate=45%2024.05 | 61.21 | 2.98 | |
| T-RevisionNoise Type=Symmetric, Noise Rate=20%2024.05 | 61.14 | 0.69 | |
| T-RevisionNoise Type=Pairwise, Noise Rate=20%2024.05 | 60.56 | 0.66 | |
| PLMNoise Type=Symmetric, Noise Rate=50%2024.05 | 60.44 | 0.28 | |
| ForwardNoise Type=Pairwise, Noise Rate=20%2024.05 | 60.12 | 0.33 | |
| ForwardNoise Type=Symmetric, Noise Rate=20%2024.05 | 58.7 | 0.73 | |
| VolMinNetNoise Type=Symmetric, Noise Rate=50%2024.05 | 57.99 | 0.4 | |
| Class2SimiNoise Type=Pairwise, Noise Rate=20%2024.05 | 53.39 | 0.95 | |
| Dual-TNoise Type=Pairwise, Noise Rate=45%2024.05 | 52.25 | 3.28 | |
| DMINoise Type=Symmetric, Noise Rate=20%2024.05 | 51.89 | 2.24 | |
| Dual-TNoise Type=Symmetric, Noise Rate=50%2024.05 | 50.07 | 1.56 | |
| Class2SimiNoise Type=Symmetric, Noise Rate=20%2024.05 | 49.78 | 1.05 | |
| T-RevisionNoise Type=Pairwise, Noise Rate=45%2024.05 | 49.44 | 1.64 | |
| DecouplingNoise Type=Symmetric, Noise Rate=50%2024.05 | 48.3 | 0.68 | |
| Co-teachingNoise Type=Pairwise, Noise Rate=20%2024.05 | 45.78 | 1.02 | |
| Co-teachingNoise Type=Symmetric, Noise Rate=20%2024.05 | 44.89 | 0.63 | |
| DecouplingNoise Type=Pairwise, Noise Rate=45%2024.05 | 43.82 | 1.75 | |
| DMINoise Type=Pairwise, Noise Rate=20%2024.05 | 43.63 | 0.86 | |
| T-RevisionNoise Type=Symmetric, Noise Rate=50%2024.05 | 40.01 | 0.9 | |
| ForwardNoise Type=Symmetric, Noise Rate=50%2024.05 | 39.82 | 2.15 | |
| ForwardNoise Type=Pairwise, Noise Rate=45%2024.05 | 37.99 | 0.37 | |
| Class2SimiNoise Type=Pairwise, Noise Rate=45%2024.05 | 36.04 | 2.31 | |
| DMINoise Type=Pairwise, Noise Rate=45%2024.05 | 32.22 | 3.42 | |
| Co-teachingNoise Type=Symmetric, Noise Rate=50%2024.05 | 32.19 | 0.9 | |
| DMINoise Type=Symmetric, Noise Rate=50%2024.05 | 32.02 | 1.36 | |
| Class2SimiNoise Type=Symmetric, Noise Rate=50%2024.05 | 32.02 | 1.33 | |
| Co-teachingNoise Type=Pairwise, Noise Rate=45%2024.05 | 28.98 | 0.42 |