Table 3.
Activation Function and Optimizer Methods | Accuracy % | Precision % | Recall % | F1 Measure % | Training Time |
---|---|---|---|---|---|
Nadam and ReLU | 88.64 | 88.65 | 88.62 | 88.63 | 71 min 36 s |
Nadam and Mish | 91 | 91.01 | 90.98 | 90.99 | 72 min 12 s |
RMSprop and ReLU | 83.79 | 8379 | 8378 | 8379 | 70 min 48 s |
RMSprop and Mish | 86.79 | 86.79 | 86.79 | 86.78 | 71 min 22 s |
SGD and ReLU | 78.64 | 78.64 | 78.63 | 78.64 | 69 min 31 s |
SGD and Mish | 80.50 | 8050 | 8050 | 80.49 | 70 min 27 s |