TABLE 1.
Model | Dataset | Accuracy | AUC | Sensitivity | Precision | F1 - score |
---|---|---|---|---|---|---|
VGG 19 | Day 1 | 0.9211 | 0.9972 | 1.0000 | 0.8636 | 0.9268 |
Day 2 | 0.9487 | 0.9974 | 1.0000 | 0.9091 | 0.9524 | |
Day 3 | 0.9750 | 0.9950 | 0.9500 | 1.0000 | 0.9744 | |
Day 5 | 0.9250 | 0.9850 | 0.9500 | 0.9048 | 0.9268 | |
Day 7 | 0.9750 | 0.9950 | 0.9500 | 1.0000 | 0.9744 | |
Day 10 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
Day 13 | 0.9333 | 1.0000 | 0.9000 | 1.0000 | 0.9744 | |
Day 15 | 0.9744 | 1.0000 | 0.9500 | 1.0000 | 0.9744 | |
Overall | 0.9572 | 0.9895 | 0.9618 | 0.9557 | 0.9587 | |
Inception V3 | Day 1 | 0.8158 | 0.9806 | 0.9474 | 0.7500 | 0.8372 |
Day 2 | 0.9487 | 1.0000 | 0.9000 | 1.0000 | 0.9474 | |
Day 3 | 0.9500 | 1.000 | 0.9000 | 1.0000 | 0.9474 | |
Day 5 | 0.9250 | 1.0000 | 0.9000 | 0.8696 | 0.9302 | |
Day 7 | 0.9750 | 0.9850 | 0.9500 | 1.0000 | 0.9744 | |
Day 10 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
Day 13 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
Day 15 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
Overall | 0.9507 | 0.9926 | 0.9618 | 0.9438 | 0.9527 | |
ResNet18 | Day 1 | 0.9737 | 1.000 | 0.9474 | 1.0000 | 0.9730 |
Day 2 | 0.9487 | 0.9921 | 0.9000 | 1.0000 | 0.9474 | |
Day 3 | 0.8000 | 0.9825 | 0.6000 | 1.0000 | 0.7499 | |
Day 5 | 0.9500 | 0.9750 | 1.000 | 0.9091 | 0.9524 | |
Day 7 | 0.9750 | 0.9750 | 0.9500 | 1.0000 | 0.9744 | |
Day 10 | 0.9474 | 1.0000 | 0.8889 | 1.0000 | 0.9412 | |
Day 13 | 0.9000 | 1.0000 | 0.8500 | 1.0000 | 0.9189 | |
Day 15 | 1.0000 | 1.0000 | 1.000 | 1.0000 | 1.0000 | |
Overall | 0.9375 | 0.9890 | 0.8917 | 0.9859 | 0.9365 | |
ResNet 50 | Day 1 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 |
Day 2 | 0.9231 | 1.0000 | 0.8500 | 1.0000 | 0.9189 | |
Day 3 | 0.8000 | 1.0000 | 0.6500 | 1.0000 | 0.7500 | |
Day 5 | 0.9750 | 1.0000 | 1.0000 | 0.9524 | 0.9756 | |
Day 7 | 0.9750 | 0.9975 | 0.9500 | 1.0000 | 0.9744 | |
Day 10 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
Day 13 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
Day 15 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
Overall | 0.9572 | 0.9958 | 0.9236 | 0.9932 | 0.9571 |