Table 3 Different ablation experimental results of GEW-YOLO model on Infrared Offshore Ship dataset. y/n represents none.
From: Multi-ship detection and classification with feature enhancement and lightweight fusion
Model | GSConvns | ESSE | Wise-IoU | Precision(%) | Recall(%) | mAP@0.5(%) |
|---|---|---|---|---|---|---|
YOLOv8 | n | n | n | 87.2 | 83.5 | 89.4 |
YOLOv8+GSConvns | y | n | n | 90.7 | 85.7 | 90.5 |
YOLOv8+ESSE | n | y | n | 91.8 | 84.2 | 90.2 |
YOLOv8+Wise-IoU | n | n | y | 89.6 | 84.6 | 89.4 |
y/n GSConvns | n | y | y | 90.4 | 86.6 | 91.1 |
y/n ESSE | y | n | y | 89.3 | 86.4 | 91.2 |
y/n Wise-IoU | y | y | n | 90.6 | 83.0 | 91.0 |
GEW-YOLO(ours) | y | y | y | 90.7 | 86.6 | 91.7 |
