Table 1 Different ablation experimental results of GEW-YOLO model on Dockship 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 | 80 | 70.9 | 78.3 |
YOLOv8+GSConvns | y | n | n | 86 | 60 | 76.6 |
YOLOv8+ESSE | n | y | n | 79.4 | 67.4 | 77.8 |
YOLOv8+Wise-IoU | n | n | y | 80.6 | 62 | 71.1 |
y/n GSConvns | n | y | y | 78.5 | 69.6 | 79.2 |
y/n ESSE | y | n | y | 75.4 | 70.6 | 74.1 |
y/n Wise-IoU | y | y | n | 79.4 | 67.4 | 75.6 |
GEW-YOLO(ours) | y | y | y | 79.4 | 76.9 | 82.1 |
