Table 1. The ranges of values of the hyperparameters of the benchmark datasets.
Hyperparameters | Ranges of values | Selected values | |
---|---|---|---|
SC_628 | HS_990, MM_944 | ||
Batch size | [16, 32, 64, 128] | 16 | 16 |
No. of epochs | [10, 50, 100, 200] | 50 | 50 |
No. of channels | [5, 7, 9, 11] | 7 | 9 |
Height of filters | [3, 5, 7, 9] | 7 | 5 |
Learning rate | [0.0001, 0.0003, 0.0005, 0.0007, 0.001] | 0.0005 | 0.0005 |
Dropout probabillity | [0.4, 0.45, 0.5, 0.55, 0.6] | 0.4 | 0.5 |