Table 5.
FDC-FS Model Hyper-Parameters.
| Layer (Type) | Output Shape | Param # |
|---|---|---|
| Input | (None, 128, 128, 1) | 0 |
| Conv2D | (None, 128, 128, 32) | 320 |
| BatchNormalization | (None, 128, 128, 32) | 128 |
| Conv2D | (None, 126, 126, 32) | 9248 |
| BatchNormalization | (None, 126, 126, 32) | 128 |
| MaxPooling2D | (None, 63, 63, 32) | 0 |
| DropOut | (None, 63, 63, 32) | 0 |
| Conv2D | (None, 63, 63, 64) | 18,496 |
| BatchNormalization | (None, 63, 63, 64) | 256 |
| Conv2D | (None, 61, 61, 64) | 36,928 |
| BatchNormalization | (None, 61, 61, 64) | 256 |
| MaxPooling2D | (None, 31, 31, 64) | 0 |
| DropOut | (None, 31, 31, 64) | 0 |
| Conv2D | (None, 124, 124, 24) | 624 |
| Conv2D | (None, 31, 31, 64) | 36,928 |
| MaxPooling2D | (None, 31, 62, 24) | 0 |
| BatchNormalization | (None, 31, 31, 64) | 256 |
| Activation | (None, 31, 62, 24) | 0 |
| Conv2D | (None, 126, 126, 32) | 320 |
| Conv2D | (None, 29, 29, 64) | 36,928 |
| Conv2D | (None, 27, 58, 48) | 28,848 |
| Activation | (None, 126, 126, 32) | 0 |
| BatchNormalization | (None, 29, 29, 64) | 256 |
| MaxPooling2D | (None, 6, 29, 48) | 0 |
| MaxPooling2D | (None, 31, 63, 32) | 0 |
| MaxPooling2D | (None, 15, 15, 64) | 0 |
| Activation | (None, 6, 29, 48) | 0 |
| Conv2D | (None, 29, 61, 64) | 18,496 |
| DropOut | (None, 15, 15, 64) | 0 |
| Conv2D | (None, 2, 25, 48) | 57,648 |
| Activation | (None, 29, 61, 64) | 0 |
| Conv2D | (None, 15, 15, 128) | 73,856 |
| Activation | (None, 2, 25, 48) | 0 |
| MaxPooling2D | (None, 7, 30, 64) | 0 |
| BatchNormalization | (None, 15, 15, 128) | 512 |
| Flatten | (None, 2400) | 0 |
| Flatten | (None, 13,440) | 0 |
| Conv2D | (None, 13, 13, 128) | 147,584 |
| DropOut | (None, 2400) | 0 |
| DropOut | (None, 13,440) | 0 |
| BatchNormalization | (None, 13, 13, 128) | 512 |
| Dense | (None, 64) | 153,664 |
| Dense | (None, 64) | 860,224 |
| MaxPooling2D | (None, 7,7, 128) | 0 |
| Activation | (None, 64) | 0 |
| Activation | (None, 64) | 0 |
| DropOut | (None, 7, 7, 128) | 0 |
| DropOut | (None, 64) | 0 |
| DropOut | (None, 64) | 0 |
| GlobalAveragePoolinh2D | (None, 128) | 0 |
| Concatenate | (None, 256) | 0 |
| Dense | (None, 6) | 1542 |
| Total Parameters: 1,483,958 | ||
| Trainable Parameters: 1,482,806 | ||
| Non-Trainable Parameters: 1152 | ||