Research Article

Channel Compression Optimization Oriented Bus Passenger Object Detection

Table 2

network structure table.

LayerNameFiltersSizeInputOutput

0conv163 × 3/1416 × 416 × 3416 × 416 × 16
1max2 × 2/2416 × 416 × 16208 × 208 × 16
2conv dw163 × 3/1208 × 208 × 16208 × 208 × 16
3conv321 × 1/1208 × 208 × 16208 × 208 × 32
4max2 × 2/2208 × 208 × 32104 × 104 × 32
5conv dw323 × 3/1104 × 104 × 32104 × 104 × 32
6conv641 × 1/1104 × 104 × 32104 × 104 × 64
7max2 × 2/2104 × 104 × 6452 × 52 × 64
8conv dw643 × 3/152 × 52 × 6452 × 52 × 64
9conv1281 × 1/152 × 52 × 6452 × 52 × 128
10max2 × 2/252 × 52 × 12826 × 26 × 128
11conv dw1283 × 3/126 × 26 × 12826 × 26 × 128
12conv2561 × 1/126 × 26 × 12826 × 26 × 256
13max2 × 2/226 × 26 × 25613 × 13 × 256
14conv dw2563 × 3/113 × 13 × 25613 × 13 × 256
15conv5121 × 1/113 × 13 × 25613 × 13 × 512
16max2 × 2/113 × 13 × 51213 × 13 × 512
17conv dw5123 × 3/113 × 13 × 51213 × 13 × 512
18conv10241 × 1/113 × 13 × 51213 × 13 × 1024
19conv dw10243 × 3/113 × 13 × 102413 × 13 × 1024
20conv10241 × 1/113 × 13 × 102413 × 13 × 1024
21conv301 × 1/113 × 13 × 102413 × 13 × 30
22Detection