表 1. Performance evaluation of different improved YOLOv4 models on the test set.
不同改进YOLOv4模型在测试集上的性能评估
| 网络结构 | SENet Added | SPP Added | F-score | t/s |
| Baseline (YOLOv4-IFFCM) |
× | × | 81.23% | 0.125 0 |
| YOLOv4-SENet | √ | × | 87.81% | 0.128 5 |
| YOLOv4-SPP | × | √ | 86.89% | 0.129 5 |
| YOLOv4-Pro | √ | √ | 89.97% | 0.131 9 |