Table 5.
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 |