模型 | Precision | Recall | mAP@0.5 | 模型大小/Mb | FPS |
SSD | 0.842 | 0.833 | 0.856 | 56.7 | 28 |
Faster-RCNN | 0.856 | 0.844 | 0.869 | 41.8 | 13 |
YoloV3 | 0.792 | 0.805 | 0.827 | 15.5 | 34 |
YoloV4 | 0.847 | 0.854 | 0.876 | 14.2 | 36 |
YoloV5s | 0.924 | 0.939 | 0.959 | 16.3 | 58 |
本文算法 | 0.946 | 0.957 | 0.971 | 12.1 | 67 |