Table 5.
Comparison of model performance improvement by adding combinations of models.
| Methods | mAP@0.5 (%) |
mAP@ [0.5:0.95] (%) | Precision (%) | Recall (%) | F1 Score | Parameters |
|---|---|---|---|---|---|---|
| YOLOV5-SE -C3TR | 72.7 | 40.9 | 68.1 | 68.0 | 68.0 | 7092840 |
| YOLOV5-ECA -C3TR | 72.4 | 40.2 | 70.3 | 68.2 | 69.2 | 7060073 |
| YOLOV5-CBAM-C3TR | 73.4 | 40.9 | 70.9 | 69.5 | 70.2 | 7093483 |
The performance of the indicators is best shown in bold.