Table 7.
Comparative experiments with the state-of-the-art models.
| Models | IDH | ATRX | 1p/19q | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACC | AUC | Sens | Spec | ACC | AUC | Sens | Spec | ACC | AUC | Sens | Spec | |
| MTTU-Net (17) | 84.0% | 0.86 | 84.4% | 87.3% | 82.7% | 0.82 | 53.3% | 90.0% | 81.3% | 0.65 | 0 | 100% |
| DST (30) | 78.7% | 0.85 | 50.0% | 100% | 88.0% | 0.86 | 73.3% | 91.7% | 73.3% | 0.66 | 35.7% | 82.0% |
| PRIYANKA (31) | 84.0% | 0.89 | 78.1% | 88.4% | 84.0% | 0.80 | 40.0% | 91.7% | 81.3% | 0.71 | 0 | 100% |
| Sebastian (32) | 84.0% | 0.85 | 75.0% | 90.7% | 84.0% | 0.88 | 73.3% | 86.7% | 82.7% | 0.76 | 14.3% | 98.4% |
| Shi (33) | 81.3% | 0.90 | 59.4% | 97.7% | 88.0% | 0.86 | 73.3% | 91.7% | 85.3% | 0.80 | 35.7% | 96.7% |
| M3D-DenseNet (34) | 76.0% | 0.83 | 46.9% | 97.7% | 88.0% | 0.85 | 73.3% | 91.7% | 70.7% | 0.61 | 28.6% | 80.3% |
| Resnet50 (35) | 78.7% | 0.85 | 50.0% | 100% | 88.0% | 0.86 | 73.3% | 91.7% | 73.3% | 0.66 | 35.7% | 82.0% |
| Densenet121 (36) | 77.3% | 0.86 | 46.9% | 100% | 84.0% | 0.81 | 60.0% | 90.0% | 74.7% | 0.66 | 35.7% | 83.6% |
| Senet101 (24) | 82.7% | 0.87 | 59.4% | 100% | 78.7% | 0.77 | 60.0% | 83.3% | 74.7% | 0.71 | 50.0% | 80.3% |
| MDPNet | 86.7% | 0.90 | 75.0% | 95.3% | 92.0% | 0.88 | 80.0% | 95.0% | 89.3% | 0.80 | 42.9% | 100% |
Bold values: Indicates the best result for the current metric.