Table 2.
Performance of models on age-stratified dataset.
Age group | Metric | DenseNet_121 | ResNet_50 | EfficientNet | VGG_11 | MobileNet_v2 |
---|---|---|---|---|---|---|
Age (18–39) | Accuracy | 0.9209 | 0.9298 | 0.9452 | 0.9313 | 0.9472 |
Age (40–59) | Accuracy | 0.9211 | 0.8786 | 0.8649 | 0.9222 | 0.8624 |
Age (60–90) | Accuracy | 0.9342 | 0.8668 | 0.9165 | 0.9212 | 0.9144 |
Across age groups p value for Accuracy | 6.96E−230 | 0.386 | 1.31E−17 | 1.73E−69 | 1.418E−89 | |
Age (18–39) | F1-score | 0.7638 | 0.7033 | 0.8096 | 0.8102 | 0.8123 |
Age (40–59) | F1-score | 0.9435 | 0.9133 | 0.9044 | 0.9476 | 0.9067 |
Age (60–90) | F1-score | 0.9649 | 0.9181 | 0.9554 | 0.957 | 0.9542 |
Across age groups p value for F1-score | <0.001 | 1.27E−30 | 5.76E−99 | 2.49E−13 | 1.260E−135 | |
Age (18–39) | MCC | 0.7224 | 0.7039 | 0.786 | 0.7776 | 0.7893 |
Age (40–59) | MCC | 0.8129 | 0.7115 | 0.6746 | 0.8019 | 0.6502 |
Age (60–90) | MCC | 0.4333 | 0.4453 | 0.2925 | 0.4968 | 0.3116 |
Across age groups p value for MCC | 3.65E−234 | 0.0014 | 0.0065 | 4.37E−59 | 1.173E−112 |