基于自适应增殖数据增强与全局特征融合的小目标行人检测

艾青林,杨佳豪,崔景瑞

Small target pedestrian detection based on adaptive proliferation data enhancement and global feature fusion

Qing-lin AI,Jia-hao YANG,Jing-rui CUI

表 3 2种瓶颈结构在不同骨干网络中的性能

Tab.3 Performance of two bottleneck structures in different backbone networks

骨干网络 颈部网络 Np/106 Flops/109 v/（帧·s−1） AP/% ShuffleNet-V2 SSD-neck 1.70 0.71 123.5 68.21 GFF-neck 1.44 1.32 100.6 74.62 MobileNet-V2 SSD-neck 3.43 0.76 378.1 69.03 GFF-neck 3.04 2.95 151.0 76.31 MobileNeXt SSD-neck 3.48 0.76 360.3 70.55 GFF-neck 3.14 3.14 138.5 77.28