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. 2024 May 3;40(5):951–966. doi: 10.1007/s10554-024-03080-4

Table 3.

Evaluation metrics

Metrics Formula
Accuracy TP+TNTP+TN+FP+FN
Sensitivity (or recall) TPTP+FN
Specificity TNFP+TN
Precision TPTP+TN
F1 score 2×Precision×RecallPrecision+Recall
Area under the receiving operator Sp-npnn+12npnn
Jaccard index XYX+Y+XY
DICE score 2XYX+Y

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