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 2 输入尺寸为512时不同骨干网络的性能

Tab.2 Performance of each backbone network when input size is 512

网络 Np/106 Flops/109 v/（帧·s−1） AP/% VGG512 27.19 90.39 44.3 77.93 MobileNet-V2 3.43 1.85 203.2 75.02 MobileNeXt 3.48 1.93 145.8 74.89 MobileNeXt+CA 3.82 1.94 142.6 75.13 MobileNeXt+T-Sandglass 3.46 1.90 177.8 75.52 MobileNeXt+CA+T-Sandglass 3.80 1.91 161.6 76.03