Research Article

Channel Compression Optimization Oriented Bus Passenger Object Detection

Table 1

Tiny YOLO network structure table. Reproduced from [14].

LayerNameFiltersSizeInputOutput

0conv163 × 3/1416 × 416 × 3416 × 416 × 16
1max2 × 2/2416 × 416 × 16208 × 208 × 16
2conv323 × 3/1208 × 208 × 16208 × 208 × 32
3max2 × 2/2208 × 208 × 32104 × 104 × 32
4conv643 × 3/1104 × 104 × 32104 × 104 × 64
5max2 × 2/2104 × 104 × 6452 × 52 × 64
6conv1283 × 3/152 × 52 × 6452 × 52 × 128
7max2 × 2/252 × 52 × 12826 × 26 × 128
8conv2563 × 3/126 × 26 × 12826 × 26 × 256
9max2 × 2/226 × 26 × 25613 × 13 × 256
10conv5123 × 3/113 × 13 × 25613 × 13 × 512
11max2 × 2/113 × 13 × 51213 × 13 × 512
12conv10243 × 3/113 × 13 × 51213 × 13 × 1024
13conv10243 × 3/113 × 13 × 102413 × 13 × 1024
14conv301 × 1/113 × 13 × 102413 × 13 × 30
15Detection