Table 2 Performance evaluation of models in test dataset.

From: Identification of tophi in ultrasound imaging based on transfer learning and clinical practice

Test set

Accuracy

Recall

Precision

AUC

InceptionV3

0.871 ± 0.020

0.507 ± 0.060

0.767 ± 0.091

0.925 ± 0.011

ResNet101

0.913 ± 0.015

0.680 ± 0.056

0.863 ± 0.098

0.966 ± 0.007

VGG19

0.918 ± 0.020

0.747 ± 0.056

0.825 ± 0.062

0.967 ± 0.008

  1. AUC, Area under the curve.
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