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. 2021 Apr 8;68:102622. doi: 10.1016/j.bspc.2021.102622

Table 5.

Evaluation metrics obtained for our proposed method using different public databases.

Accuracy (%)
Other Performance Measurement Factors
Database Collected from Number of cases Method AVG Min Max PPV (%) Recall (%) Specificity (%) F1-score (%) Loss AUC
[53] Bangladesh 1820 CNN-Sigmoid 91.39 90.02 92.56 93.40 94.00 89.93 93.70 0.69 0.92
CNN-SVM 98.25 96.35 99.06 98.00 98.80 97.87 98.40 0.80 0.98
CNN-Sigmoid + Sobel 98.46 96.25 99.63 98.80 98.40 98.68 98.60 0.01 0.98
CNN-SVM + Sobel 99.61 97.98 100 99.60 99.80 99.57 99.70 0.80 0.99
[54] India 1160 CNN-Sigmoid 96.47 93.56 97.98 96.00 100 92.86 97.96 0.20 0.96
CNN-SVM 97.82 94.89 99.28 97.10 100 95.46 98.53 0.80 0.98
CNN-Sigmoid + Sobel 99.56 98.67 100 99.30 100 99.26 99.65 0.01 0.99
CNN-SVM + Sobel 99.98 97.59 100 99.95 100 99.97 99.97 0.79 0.99
[55] Italy 1550 CNN-Sigmoid 85.92 83.62 89.65 87.30 86.20 83.75 86.75 1.44 0.85
CNN-SVM 86.60 82.78 89.63 97.30 87.30 70.99 92.03 0.84 0.84
CNN-Sigmoid + Sobel 94.97 93.04 97.05 97.80 96.50 85.07 97.15 0.15 0.91
CNN-SVM + Sobel 96.86 94.67 98.14 96.80 99.70 78.56 98.23 0.82 0.89
[56] India 1120 CNN-Sigmoid 97.54 95.63 99.04 96.60 99.40 95.81 97.98 0.07 0.97
CNN-SVM 99.10 97.46 100 99.50 98.80 99.37 99.15 0.80 0.99
CNN-Sigmoid + Sobel 99.46 98.73 99.98 98.90 100 99.05 99.45 0.01 0.99
CNN-SVM + Sobel 99.92 98.91 100 99.80 100 99.84 99.90 0.80 0.99
[57] Singapore 460 CNN-Sigmoid 89.67 86.07 92.56 92.90 92.70 83.42 92.80 0.33 0.88
CNN-SVM 97.61 94.92 99.46 99.70 96.50 99.33 98.07 0.80 0.98
CNN-Sigmoid + Sobel 98.04 96.35 99.79 99.10 98.70 98 98.90 0.05 0.98
CNN-SVM + Sobel 99.35 97.43 100 99.10 100 98 99.55 0.79 0.99
[58] Unknown 1930 CNN-Sigmoid 97.50 95.68 99.63 98.10 99.00 73.32 98.55 0.10 0.86
CNN-SVM 97.30 94.57 98.79 97.90 99.30 66.69 98.60 0.82 0.83
CNN-Sigmoid + Sobel 98.18 95.76 98.67 97.90 100 71.64 98.94 0.15 0.86
CNN-SVM + Sobel 98.07 96.38 99.46 97.90 99.90 71.64 98.89 0.81 0.86