Table 2.
The descriptive statistics on accuracy and loss functions
Algorithm | Accuracy (%) | Accuracy | Loss (%) | Loss | ||||
---|---|---|---|---|---|---|---|---|
Mean | Standard deviation | SE of mean | Mean | Standard deviation | SE of mean | |||
CNN using ResNet | 94.44 | 0.93497 | 0.01086 | 0.00154 | 9.26 | 0.12608 | 0.04368 | 0.00618 |
CNN | 87.99 | 0.85796 | 0.02237 | 0.00316 | 16.98 | 0.20768 | 0.04942 | 0.00699 |
ANN | 81.22 | 0.79062 | 0.02136 | 0.00302 | 28.40 | 0.32704 | 0.04803 | 0.00679 |
SVM | 79.51 | 0.77296 | 0.02304 | 0.00326 | 33.72 | 0.37668 | 0.04886 | 0.00691 |
KNN | 75.36 | 0.73024 | 0.02628 | 0.00372 | 41.31 | 0.45811 | 0.04473 | 0.00633 |
DT | 78.80 | 0.75393 | 0.03687 | 0.00521 | 38.29 | 0.41814 | 0.04519 | 0.00639 |
NB | 76.27 | 0.73671 | 0.02975 | 0.00421 | 44.23 | 0.47876 | 0.04497 | 0.00636 |