Table 11.
Architectural block | Input size | Output size | Additional hyper-parameters |
---|---|---|---|
Depthwise | 500×5 | 500×10 | Stride (s)=1, Dilation factor (d)=1, Padding (p)=4, Kernel size(k)=5 |
Channel-Attention1 | 500×10 | 500×10 | reduction factor(r)=2 |
Temporal-Attention1 | 500×10 | 500×10 | - |
TCN-Residual1 | 500×10 | 500×20 | s=1, d=2, p=8, k=5 |
Channel-Attention2 | 500×20 | 500×20 | r=2 |
Temporal-Attention2 | 500×20 | 500×20 | - |
TCN-Residual2 | 500×20 | 500×30 | s=1, d=8, p=35, k=5 |
Channel-Attention3 | 500×30 | 500×30 | r=2 |
Temporal-Attention3 | 500×30 | 500×30 | - |
Flatten | 500×30 | 15000×1 | - |
Opioid moment prediction | 15000×1 | 100×1 | - |
Opioid binary detection | 15000×1 | 1×1 | - |