Table 3.
Evaluation metrics
Metrics | Formula |
---|---|
Accuracy | |
Sensitivity (or recall) | |
Specificity | |
Precision | |
F1 score | |
Area under the receiving operator | |
Jaccard index | |
DICE score |
FN false negative, FP false positive, TN true negative, TP true positive, Sp sum of all positive ranked samples, np number of negative samples, np number of positive samples, |X| and |Y|: representing the X and Y segmentations, respectively; |X∩Y|: representing the intersection between X and Y