Research Article

An Improved Object Detection Method for Underwater Sonar Image Based on PP-YOLOv2

Table 5

Detection precision, recall, and F1-score for different target categories when IoU is equals to 0.5.

CategoryPrecisionRecall

Ball96.198.597.3
Cube96.098.697.3
Tyre89.197.292.9
Circle cage89.894.291.9
Human body90.593.491.9
Square cage88.894.191.4
Metal bucket89.693.291.4
Cylinder76.594.984.7
Average89.695.592.4