高维上下文注意和双感受野增强的SAR船舶检测

郭伟, 李煜, 金海波

Detecting ships from SAR images based on high-dimensional contextual attention and dual receptive field enhancement

GUO Wei, LI Yu, JIN Haibo

表1 E-HRSID和SSDD数据集对比实验结果

Tab.1 Comparison experiment results of E-HRSID and SSDD datasets

模型 E-HRSID SSDD P/% R/% mAP/% F1 P/% R/% mAP/% F1 CenterNet 96.63 60.95 76.77 0.75 97.46 75.42 89.04 0.83 Efficientdet 97.29 22.36 34.73 0.36 95.77 25.09 73.83 0.40 Faster R-CNN 34.3 35.71 26.95 0.35 73.50 68.07 88.12 0.71 RetinaNet 93.31 27.65 34.35 0.43 86.81 63.14 80.86 0.73 SSD 88.79 16.34 40.64 0.28 95.80 42.07 89.58 0.58 YOLOv7 88.16 78.16 86.80 0.83 90.80 78.00 87.81 0.84 YOLOv8 89.53 83.27 90.47 0.86 95.40 91.80 97.10 0.94 YOLO-HD 90.65 84.36 91.36 0.87 95.25 95.55 97.64 0.95