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. 2017 Sep 29;4(3):034502. doi: 10.1117/1.JMI.4.3.034502

Table 4.

Comparison of different classifiers. Median (first quartile to third quartile) class-specific recall (recclass), precision (precclass), and F1 score (F1class) are reported for the four different tissue classes. Classification is obtained using the histogram of LBPs and first-order statistics. kNN, k-nearest neighbors; NB, naive Bayes; RF, random forest; and SVM, support vector machines.

  kNN NB RF SVM
recclass 90 (84–93) 78 (74–82) 89 (84–91) 93 (90–96)
precclass 89 (86–91) 81 (73–84) 87 (86–89) 94 (91–95)
F1class 89 (86–91) 79 (74–83) 89 (86–90) 92 (91–95)