Pre-processing methods in chest X-ray image classification Pre-processing methods in chest X-ray image classification
Agata Giełczyk, Anna Marciniak, Martyna Tarczewska, Zbigniew Lutowski, Zahid Mehmood
Abstract
The above-mentioned experiments provided some promising results. We used 4 parameters for the evaluation methods-accuracy, precision, recall, and F1-score. The parameters were calculated using a confusion matrix (presented in [pone.0265949.g003]) reporting the number of true positives (TP), true negatives (TN), false positives (FP), and false negatives (FN). The evaluation parameters were calculated using Eqs (8-1)$2$-(8-2)$5$. A c c u r a c y = T P + T N T P + T N + F P + F N (2)P r e c i s i o n = T P T P + F P (3)R e c a l l = T P T P + F N (4)F 1 - s c o r e = 2 · p r e c i s i o n · r e c

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