Table 4.
Compare the experimental results.
| Model | P/% | R/% | mAP@0.5/% | FPS/(f·s−1) | Weights/MB |
|---|---|---|---|---|---|
| SSD | 92.68 | 85.67 | 92.2 | 17.01 | 95.92 |
| Faster-RCNN | 66.83 | 71.46 | 73.18 | 7.27 | 111.01 |
| YOLO v3 | 88.76 | 89.34 | 90.2 | 24.45 | 242.2 |
| YOLO v4 | 94.55 | 85.52 | 92.4 | 23.57 | 250.39 |
| YOLO v7 | 89.91 | 91.2 | 93.2 | 44.25 | 73.1 |
| YOLO v5s | 92.4 | 90.3 | 93 | 80.65 | 14 |
| YOLO v5-BDL | 93.9 | 92.7 | 95.5 | 53.92 | 26.93 |