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 2 不同目标检测算法在Pascal VOC数据集上的检测实验结果对比

Tab.2 Comparison of experimental results of different target detection algorithms on Pascal VOC dataset %

算法 主干网络 AP mAP bike bird bottle bus car cat person sheep tv DSSD ResNet-101 84.9 80.5 53.9 85.6 86.2 88.9 79.7 78 79.4 78.6 DES VGG-16 86.0 78.1 53.4 87.9 87.3 88.6 80.8 80.2 79.5 79.7 RefineDet VGG-16 85.4 81.4 60.2 86.4 88.1 89.1 82.6 82.7 79.4 80 R-FCN ResNet-101 87.2 81.5 69.8 86.8 88.5 89.8 81.2 81.8 79.9 80.5 SPANDet VGG-16 87.5 83.3 69.7 88.7 89.2 89.1 84.7 85.6 81.5 82.6 本研究 CSPDarknet 94.0 86.0 80.0 91.4 93.2 92.2 90.2 89.5 84.0 85.7