Research Article
Channel Compression Optimization Oriented Bus Passenger Object Detection
| Layer | Name | Filters | Size | Input | Output |
| 0 | conv | 16 | 3 × 3/1 | 416 × 416 × 3 | 416 × 416 × 16 | 1 | max | | 2 × 2/2 | 416 × 416 × 16 | 208 × 208 × 16 | 2 | conv dw | 16 | 3 × 3/1 | 208 × 208 × 16 | 208 × 208 × 16 | 3 | conv | 32 | 1 × 1/1 | 208 × 208 × 16 | 208 × 208 × 32 | 4 | max | | 2 × 2/2 | 208 × 208 × 32 | 104 × 104 × 32 | 5 | conv dw | 32 | 3 × 3/1 | 104 × 104 × 32 | 104 × 104 × 32 | 6 | conv | 64 | 1 × 1/1 | 104 × 104 × 32 | 104 × 104 × 64 | 7 | max | | 2 × 2/2 | 104 × 104 × 64 | 52 × 52 × 64 | 8 | conv dw | 64 | 3 × 3/1 | 52 × 52 × 64 | 52 × 52 × 64 | 9 | conv | 128 | 1 × 1/1 | 52 × 52 × 64 | 52 × 52 × 128 | 10 | max | | 2 × 2/2 | 52 × 52 × 128 | 26 × 26 × 128 | 11 | conv dw | 128 | 3 × 3/1 | 26 × 26 × 128 | 26 × 26 × 128 | 12 | conv | 256 | 1 × 1/1 | 26 × 26 × 128 | 26 × 26 × 256 | 13 | max | | 2 × 2/2 | 26 × 26 × 256 | 13 × 13 × 256 | 14 | conv dw | 256 | 3 × 3/1 | 13 × 13 × 256 | 13 × 13 × 256 | 15 | conv | 512 | 1 × 1/1 | 13 × 13 × 256 | 13 × 13 × 512 | 16 | max | | 2 × 2/1 | 13 × 13 × 512 | 13 × 13 × 512 | 17 | conv dw | 512 | 3 × 3/1 | 13 × 13 × 512 | 13 × 13 × 512 | 18 | conv | 1024 | 1 × 1/1 | 13 × 13 × 512 | 13 × 13 × 1024 | 19 | conv dw | 1024 | 3 × 3/1 | 13 × 13 × 1024 | 13 × 13 × 1024 | 20 | conv | 1024 | 1 × 1/1 | 13 × 13 × 1024 | 13 × 13 × 1024 | 21 | conv | 30 | 1 × 1/1 | 13 × 13 × 1024 | 13 × 13 × 30 | 22 | Detection | | | | |
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