Research Article

An Improved Ship Classification Method Based on YOLOv7 Model with Attention Mechanism

Table 3

The comparison of indicators in different attention mechanisms.

Attention model

YOLOv791.72%95.86%93.50%96.64%
YOLOv7+ECA93.88%95.95%95.00%97.20%
YOLOv7+SE94.31%95.88%95.00%96.95%
YOLOv7+CBAM93.79%96.40%95.00%97.02%
YOLOv7-RCBAM94.14%96.00%95.00%97.59%