Table 3.
Model | Sensitivity1 | FPTBI2 | FPhealthy2 | FPall2/ CMBRS | MAETBI | nMAETBI | MAEall | nMAEall | ||
---|---|---|---|---|---|---|---|---|---|---|
Baseline | ||||||||||
Patch-CNN | ||||||||||
Segmentation-CNN | ||||||||||
U-Net |
All values are presented as mean (standard deviation) on the test set (not bootstrapped).
1 Sensitivity is calculated an operating point of FPs averaged per TBI patient.
2 FP count is calculated at an operating point of average sensitivity.
FP: False positive, TBI: Traumatic Brain Injury, CMB: Cerebral Microbleed, RS: Reference Standard (manually corrected majority vote), MAE: Mean Absolute Error, nMAE: normalized Mean Absolute Error.