Table 2 Performance comparison of the baseline and the proposed improvements
Methods | P(%) | R(%) | mAP(%) | Params(M) | FLOPs(G) | FPS | |
|---|---|---|---|---|---|---|---|
GPU | CPU | ||||||
YOLOv8n | 91.9 | 94.5 | 96.8 | 3.01 | 8.2 | 84.47 | 23.13 |
Slim-Neck | 94.4 | 93.8 | 97.1 | 2.80 | 7.4 | 70.91 | 23.26 |
CA | 93.1 | 94.3 | 97.3 | 3.03 | 8.2 | 84.96 | 22.82 |
MobileNetV3 | 95.0 | 92.6 | 96.8 | 2.25 | 5.6 | 73.79 | 28.76 |
MobileNetV3+CA | 95.3 | 92.3 | 96.9 | 2.27 | 5.6 | 72.56 | 27.89 |
MobileNetV3+Slim-neck | 93.3 | 93.4 | 96.8 | 2.04 | 4.8 | 69.90 | 22.30 |
Slim-neck+CA | 93.4 | 93.9 | 97.3 | 2.81 | 7.4 | 68.91 | 23.63 |
MRD-YOLO | 95.0 | 94.1 | 97.4 | 2.06 | 4.8 | 61.74 | 22.65 |