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Table 4 Performance metrics

From: A methodical exploration of imaging modalities from dataset to detection through machine learning paradigms in prominent lung disease diagnosis: a review

Metric

Equation

 

Accuracy

\(Accuracy = \frac{\left(TP+TN\right)}{\left(TP+FP+TN+FN\right)}\)

(1)

Sensitivity

\(Sensitivity= \frac{TP}{TP+FN}\)

(2)

Precision

\(Precision = \frac{TP}{TP+FP}\)

(3)

Specificity

\(Specificity= \frac{TN}{TN+FP}\)

(4)

F1 Score

\(F1 Score = 2*\left(\frac{Precision*Recall}{Precision+Recall}\right)\)

(5)