Research Article
Channel Compression Optimization Oriented Bus Passenger Object Detection
Table 5
Experimental results of network compression iteration.
| Compression ratio (%) | Remove channels | AP | Time-consuming (s) | FPS |
| 0 | 0 | 0.936 | 0.225 | 0.449 | 5 | 52 | 0.937 | 0.202 | 4.958 | 10 | 102 | 0.934 | 0.197 | 5.084 | 15 | 154 | 0.936 | 0.194 | 5.164 | 20 | 204 | 0.932 | 0.190 | 5.270 | 25 | 256 | 0.933 | 0.188 | 5.321 | 30 | 308 | 0.934 | 0.185 | 5.414 | 35 | 358 | 0.930 | 0.180 | 5.549 | 40 | 410 | 0.935 | 0.176 | 5.667 | 45 | 460 | 0.932 | 0.174 | 5.740 | 50 | 512 | 0.934 | 0.168 | 5.941 | 55 | 564 | 0.932 | 0.166 | 6.024 | 60 | 614 | 0.931 | 0.162 | 6.173 | 65 | 666 | 0.849 | 0.159 | 6.289 |
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