Multi-class Image Classification on DigestPath 2019 (test)
94.91AccuracyHSA-NRL
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HSA-NRLNoise ratio=10%, Number of runs=32021.12 | 94.91 | 98.4 | 95.05 | 93.68 | 96.46 | |
| HSA-NRLNoise ratio=20%, Number of runs=32021.12 | 94.46 | 98.3 | 94.53 | 94.51 | 94.55 | |
| INCVNoise ratio=10%, Number of runs=32021.12 | 93.58 | 97.91 | 93.62 | 94.34 | 92.92 | |
| DMNoise ratio=10%, Number of runs=32021.12 | 92.69 | 97.76 | 92.69 | 93.98 | 91.45 | |
| SELFNoise ratio=10%, Number of runs=32021.12 | 92.22 | 97.43 | 92.21 | 92.55 | 91.78 | |
| INCVNoise ratio=20%, Number of runs=32021.12 | 92.09 | 96.43 | 91.97 | 94.74 | 89.36 | |
| HSA-NRLNoise ratio=30%, Number of runs=32021.12 | 91.72 | 97.38 | 91.47 | 95.74 | 87.57 | |
| JointNoise ratio=10%, Number of runs=32021.12 | 91.49 | 97.62 | 91.25 | 95.41 | 87.45 | |
| SELFNoise ratio=20%, Number of runs=32021.12 | 91.23 | 95.89 | 91.19 | 91.44 | 90.99 | |
| Co-teachingNoise ratio=10%, Number of runs=32021.12 | 91.08 | 98.21 | 90.59 | 97.49 | 84.6 | |
| DMNoise ratio=20%, Number of runs=32021.12 | 90.53 | 96.09 | 90.46 | 92.51 | 88.51 | |
| Co-teachingNoise ratio=20%, Number of runs=32021.12 | 90.33 | 95.86 | 90.12 | 93.49 | 87 | |
| OUSMNoise ratio=10%, Number of runs=32021.12 | 90.27 | 96.87 | 89.81 | 95.87 | 84.48 | |
| SELFNoise ratio=30%, Number of runs=32021.12 | 90.03 | 95.78 | 89.96 | 90.97 | 88.66 | |
| DMNoise ratio=30%, Number of runs=32021.12 | 88.87 | 95.1 | 88.6 | 92.04 | 85.41 | |
| JointNoise ratio=20%, Number of runs=32021.12 | 88.78 | 95.4 | 89 | 88.47 | 89.53 | |
| OUSMNoise ratio=20%, Number of runs=32021.12 | 88.19 | 94.19 | 88.18 | 89.3 | 87.11 | |
| INCVNoise ratio=30%, Number of runs=32021.12 | 87.84 | 94.6 | 87.65 | 90.36 | 85.1 | |
| JointNoise ratio=30%, Number of runs=32021.12 | 87.17 | 94.72 | 86.41 | 93.34 | 80.44 | |
| HSA-NRLNoise ratio=40%, Number of runs=32021.12 | 87.15 | 94.26 | 86.49 | 88.58 | 85.16 | |
| OUSMNoise ratio=30%, Number of runs=32021.12 | 86.52 | 92.49 | 86.53 | 87.64 | 85.45 | |
| Co-teachingNoise ratio=30%, Number of runs=32021.12 | 86.49 | 93.55 | 86.9 | 85.5 | 88.34 | |
| SELFNoise ratio=40%, Number of runs=32021.12 | 86.23 | 94.21 | 86.02 | 87.52 | 84.03 | |
| DMNoise ratio=40%, Number of runs=32021.12 | 85.96 | 96.87 | 84.49 | 95.97 | 75.46 | |
| INCVNoise ratio=40%, Number of runs=32021.12 | 85.2 | 93.52 | 84.47 | 90.19 | 79.44 | |
| Co-teachingNoise ratio=40%, Number of runs=32021.12 | 84.92 | 92.98 | 84.94 | 86.02 | 83.89 | |
| JointNoise ratio=40%, Number of runs=32021.12 | 84.3 | 91.39 | 84.46 | 84.77 | 84.15 | |
| OUSMNoise ratio=40%, Number of runs=32021.12 | 84.04 | 93.51 | 82.57 | 92.43 | 74.6 | |
| NF-NetNoise ratio=30%, Number of runs=32021.12 | 83.86 | 90.62 | 83.59 | 86.24 | 81.11 | |
| NF-NetNoise ratio=20%, Number of runs=32021.12 | 83.09 | 89.09 | 82.82 | 85.4 | 80.4 | |
| NF-NetNoise ratio=10%, Number of runs=32021.12 | 83.08 | 90.64 | 81.95 | 89.26 | 75.75 | |
| NF-NetNoise ratio=40%, Number of runs=32021.12 | 82.37 | 88.29 | 82.38 | 83.49 | 81.3 |