基于ShuffleNetv2-YOLOv3模型的静态手势实时识别方法

辛文斌,郝惠敏,卜明龙,兰媛,黄家海,熊晓燕

Static gesture real-time recognition method based on ShuffleNetv2-YOLOv3 model

Wen-bin XIN,Hui-min HAO,Ming-long BU,Yuan LAN,Jia-hai HUANG,Xiao-yan XIONG

表 4 ShuffleNetv2+CBAM不同的输出通道数的测试结果

Tab.4 Test results of ShuffleNetv2+CBAM different output channels

网络模型 主干网络 mAP TT/h Ws /MB v /(帧·s−1) YOLOv3+CBAM ShuffleNetv2-0.5× 0.979 1.587 10.2 44 YOLOv3+CBAM ShuffleNetv2-1.0× 0.992 1.594 15.1 44 YOLOv3+CBAM ShuffleNetv2-1.5× 0.990 1.620 21.1 43 YOLOv3+CBAM ShuffleNetv2-2.0× 0.987 1.680 36.5 43