Table 6.
Activation Function and Optimizer Methods | Accuracy % | Precision % | Recall % | F1 Measure % | Training Time |
---|---|---|---|---|---|
Nadam and ReLU | 81.64 | 81.85 | 81.71 | 81.63 | 15 min 04 s |
Nadam and Mish | 82.71 | 82.92 | 82.78 | 82.70 | 15 min 15 s |
RMSprop and ReLU | 79.71 | 79.88 | 79.77 | 79.70 | 14 min 44 s |
RMSprop and Mish | 80.92 | 81.14 | 80.99 | 80.91 | 14 min 51 s |
SGD and ReLU | 76.07 | 76.07 | 76.05 | 76.05 | 14 min 24 s |
SGD and Mish | 77.42 | 77.43 | 77.43 | 77.42 | 14 min 28 s |