算法 | MobileNetV3 | DWConv | CBAM | mAP% | P | R | 模型大小(MB) | FPS (帧/ms) |
YOLOv5 | × | × | × | 91.7 | 91.8 | 85.8 | 26.81 | 20.87 |
算法1 | √ | × | × | 88.9 | 90.6 | 83.6 | 18.74 | 24.10 |
算法2 | √ | √ | × | 87.8 | 90.4 | 83.0 | 16.26 | 25.14 |
算法3 | √ | √ | √ | 89.2 | 91.1 | 83.2 | 16.42 | 25.06 |