Table 4.
Activation Function and Optimizer Methods | Accuracy % | Precision % | Recall % | F1 Measure % | Training Time |
---|---|---|---|---|---|
Nadam and ReLU | 93.50 | 93.50 | 93.50 | 93.49 | 66 min 38 s |
Nadam and Mish | 95.21 | 95.21 | 95.21 | 95.20 | 67 min 12 s |
Rmsprop and ReLU | 90.21 | 9021 | 9021 | 90.20 | 65 min 30 s |
Rmsprop and Mish | 92.86 | 92.86 | 92.86 | 92.85 | 66 min 23 s |
SGD and ReLU | 87.29 | 87.28 | 87.31 | 87.28 | 64 min 17 s |
SGD and Mish | 89.14 | 89.14 | 8914 | 89.13 | 65 min 03 s |