TABLE 5.
Comparison of region-wise F1 score for different CSVDs.
Lacune | White matter hyperintensity | Infarction | Cerebral microbleed | |
Doctor A | 0.375 | 0.660 | 0.817 | 0.785 |
Doctor B | 0.676 | 0.722 | 0.905 | 0.897 |
Doctor C | 0.633 | 0.661 | 0.905 | 0.809 |
Doctor D | 0.41 | 0.668 | 0.921 | 0.797 |
Doctor E | 0.518 | 0.603 | 0.836 | 0.662 |
Doctor F | 0.536 | 0.518 | 0.652 | 0.623 |
Average | 0.525 | 0.639 | 0.839 | 0.762 |
Our model | 0.683 | 0.644 | 0.859 | 0.713 |
Comparison of region-wise F1 score for different CSVDs of 30 patients according to the predictions made by six doctors (Neuroradiologists) and by our model, with respect to reference standard. Each lesion is treated equally regardless of size, and the prediction is classified as a true positive when one or more pixel overlaps with the reference standard.