Table 6.
Optimiser | Epoch | Batch | Accuracy [%] | Total Time |
---|---|---|---|---|
WOA Best Each Generation | ||||
adam | 20 | 32 | 76.59 | |
adamax | 23 | 8 | 78.65 | 160 min |
adamax | 29 | 512 | 79.30 | |
adamax | 29 | 512 | 79.46 | |
Random Search | ||||
adamax | 45 | 256 | 80.36 | |
adam | 10 | 256 | 80.24 | 10 min |
adamax | 10 | 8 | 80.23 | |
adam | 20 | 512 | 80.01 | |
Grid Search | ||||
rmsprop | 5 | 16 | 80.50 | |
adamax | 20 | 32 | 80.49 | 200 min |
adamax | 15 | 64 | 80.48 | |
adamax | 25 | 128 | 80.41 |