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 1 输入尺寸为320时不同骨干网络性能

Tab.1 Performance of each backbone network when input size is 320

网络 Np/106 Flops/109 v/（帧·s−1） AP/% VGG 26.35 31.44 72.2 74.25 MobileNet-V2 3.43 0.72 378.1 69.03 MobileNeXt 3.48 0.76 360.3 70.55 MobileNeXt+CA 3.82 0.76 326.5 70.63 MobileNeXt+T-Sandglass 3.46 0.73 369.4 70.92 MobileNeXt+CA+T-Sandglass 3.80 0.73 332.4 71.46