Table 3.
Numerical results for different ratios of training, test, and validation sets before augmentation.
Case no. | Training set | Test set | Validation set | Numerical results | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Accuracy | Precision | Sensitivity | Specificity | |||||||||||
% | Image count | % | Image count | % | Image count | Test | Val. | Test | Val. | Test | Val. | Test | Val. | |
Case 1 | 75 | 193 | 20 | 50 | 5 | 10 | 0.67 | 0.85 | 0.85 | 0.63 | 0.91 | 0.77 | 0.93 | 0.73 |
Case 2 | 80 | 203 | 10 | 25 | 10 | 25 | 0.60 | 0.78 | 0.68 | 0.58 | 0.84 | 0.70 | 0.86 | 0.65 |
Case 3 | 75 | 193 | 15 | 35 | 10 | 25 | 0.83 | 0.81 | 0.91 | 0.74 | 0.69 | 0.91 | 0.79 | 0.91 |