TABLE II. Layer-Wise Configuration Details of Our Proposed Model. (N: Number of Nodes in FC layer; Notations:
, and
).
| Layer Name | Input Dim. | Output Dim. | Filter Dim. | #Filter | Stride Info. |
|---|---|---|---|---|---|
| Input |
|
- | - | - | - |
| Conv |
|
|
|
32 | 2 |
| DW-conv |
|
|
|
32 | 1 |
| Conv |
|
|
|
16 | 1 |
| Block A-1 |
|
|
|
96,96,24 | 12,1 |
| Block B-1 |
|
|
|
144144,24 | 11,1 |
| Block A-2 |
|
|
|
144144,32 | 12,1 |
| Block B-2 |
|
|
|
192192,32 | 11,1 |
| Block A-3 |
|
|
|
192192,64 | 12,1 |
| Block B-3 |
|
|
|
384384,64 | 11,1 |
| Block A-4 |
|
|
|
384384,96 | 11,1 |
| Block B-4 |
|
|
|
576576,96 | 11,1 |
| Block A-5 |
|
|
|
576576160 | 12,1 |
| Block B-5 |
|
|
|
960960160 | 11,1 |
| Block A-6 |
|
|
|
960960320 | 11,1 |
| Conv |
|
|
|
1280 | 1 |
| Avg. pool |
|
* |
|
1 | 1 |
| Block C-1 |
|
* |
|
1 | 1 |
| Block C-2 |
|
* |
|
1 | 1 |
| Block C-3 |
|
* |
|
1 | 1 |
| Block C-4 |
|
* |
|
1 | 1 |
| Block C-5 |
|
* |
|
1 | 1 |
| Depth con. | * |
|
- | - | - |
| FC6 |
|
|
- | - | - |
| FC7 |
|
|
- | - | - |
| SoftMax |
|
|
- | - | - |
| Class. | 2 | - | - | - | - |
*Input feature vectors fed to Depth con. layer.






































































