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 4 经典网络与改进网络的检测效果

Tab.4 Detection effect of classical network and improved network

骨干网络 颈部网络 输入大小 Np/106 v/（帧·s−1） AP/% VGG SSD-neck 300×300 26.35 72.2 74.25 MobileNetV2 YOLOv3 320×320 22.02 140.3 74.07 MobileNetV2 SSD-neck 320×320 3.43 378.1 69.03 MobileNeXt+ GFF-neck 320×320 3.18 128.6 78.05