基于改进YOLOv8的船舶目标检测算法

朵琳,殷瑜,段威,张芸,任勇

Ship target detection algorithm based on improved YOLOv8

Lin DUO,Yu YIN,Wei DUAN,Yun ZHANG,Yong REN

表 3 SSDD 数据集的不同目标检测模型的比较

Tab.3 Comparison of different object detection models in SSDD dataset

方法 p/% r/% mAP50/% Np/106 FLOPs/109 FBR-Net[15] 92.4 93.1 94.2 31.30 29.4 TWC-Net[16] 91.2 95.1 94.1 26.36 20.8 DCMSNN[17] 90.3 83.5 90.3 20.70 21.6 TOOD[18] 83.1 93.1 97.1 72.23 38.8 Key-Point Estimation[19] 94.8 95.1 97 .7 73.30 49.6 ADERLNet-CW[20] 98.1 95.4 98.3 38.20 105.2 DD-YOLO 98.5 93.3 98.5 13.94 9.8