Parameter |
Type |
Range |
Value |
Batch size |
Hyperparameter |
[16, 32, 64, 128] |
64 |
Dropout |
Hyperparameter |
[0.2, 0.5] |
0.5 |
Epochs |
Hyperparameter |
20 |
20 |
L2 amount |
Hyperparameter |
[1e-6, 1e-2] |
1e-6 |
Learning rate |
Hyperparameter |
[1e-9, 1e-2] |
0.0075 |
Network size scale |
Hyperparameter |
[1, 2, 3, 4] |
2 |
Gaussian noise intensity |
Augmentation |
[0, 20] |
0.8 |
Gaussian blur |
Augmentation |
[0, 3] |
0 |
Horizontal shift |
Augmentation |
[0, 50 px] |
[0, 20
px] |
Random dB offset |
Augmentation |
[0, -40 dB] |
[0, -40
dB] |
Vertical shift |
Augmentation |
[0, 5 px] |
[0, 2
px] |