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. 2023 Jun 6;13:1151257. doi: 10.3389/fonc.2023.1151257

Table 7.

Results of classification incorporating Xception deep features applied on the ISIC 2018 dataset.

Classifiers Accuracy
(%)
Recall
(%)
Precision
(%)
F1 Score FNR Time (sec)
Narrow NN 88.3 79.75 81.41 80.56 20.25 234.02
Medium NN 89.5 82.22 82.88 82.54 17.78 100.79
Wide NN 89.5 81.47 83.42 82.42 18.53 145.46
Bilayered NN 88.4 79.65 79.91 79.76 20.53 455.59
Quadratic SVM 91.5 82.58 88.6 85.48 17.42 432.8
Cubic SVM 91.5 82.5 88.51 85.38 17.5 490.1
Coarse Gaussian SVM 89.6 72.65 89.05 79.9 27.35 561.13
Fine KNN 87.8 81.71 79.27 80.46 18.29 175.58
Ensemble Bagged Tree 89.9 77.4 87.95 82.36 22.6 83.58
Fine Tree 83.4 64.55 71.44 67.82 35.45 31.110

Bold show the significant value.