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. 2021 Mar 10;7:e423. doi: 10.7717/peerj-cs.423

Table 12. Comparisons with recent related studies based on Dataset I.

Article Method Performance metrics
Accuracy (%) Sensitivity Precision Specificity F1 score
Ahmad et al. (2017) AlexNet 75.4
Agrawal et al. (2017) GF1+Inception V3+VGG+SVM 96.1 0.852 0.847 0.978 0.827
Pogorelov et al. (2017) ResNet+LMT2 95.7 0.826 0.829 0.975 0.802
Pogorelov et al. (2017) GF+Decision Tree 93.7 0.748 0.748 0.964 0.747
Pogorelov et al. (2017) GF+Random Forest 93.3 0.732 0.732 0.962 0.727
Nadeem et al. (2018) GF+LBP3+Haralick+LR4 94.2 0.774 0.767 0.966 0.707
Thambawita et al. (2018) GF+CNN 95.8 0.958 0.9587 0.9971 0.9580
Owais et al. (2019) ResNet+DenseNet+MLP5 92.5 0.993 0.946 0.934
Gastro-CADx 97.3 0.9715 0.9718 0.9959 0.9715

Notes:

1

Global features.

2

Logistic model tree.

3

Local binary pattern.

4

Logistic regression.

5

Multilayer perceptron.