基于分割注意力与线性变换的轻量化目标检测

张艳,孙晶雪,孙叶美,刘树东,王传启

Lightweight object detection based on split attention and linear transformation

Yan ZHANG,Jing-xue SUN,Ye-mei SUN,Shu-dong LIU,Chuan-qi WANG

表 3 不同目标检测算法在Pascal VOC数据集上的检测评价指标对比

Tab.3 Comparison of detection evaluation indicators for different target detection algorithms on Pascal VOC dataset

算法 mAP/% rR/% tI/ms nr/106 GFLOPS YOLOv3 80.20 74.70 4.5 58.66 155.1 YOLOv4 80.70 75.90 5.2 61.12 136.3 YOLOv5L 81.20 75.00 3.6 44.53 114.4 YOLOv5X 82.80 75.80 6.4 83.21 217.5 P本研究 85.70 81.80 8.1 28.49 100.6