用于边缘计算设备的果树挂果量轻量化估测模型

夏雪, 柴秀娟, 张凝, 周硕, 孙琦鑫, 孙坦

A Lightweight Fruit Load Estimation Model for Edge Computing Equipment

XIA Xue, CHAI Xiujuan, ZHANG Ning, ZHOU Shuo, SUN Qixin, SUN Tan

表2 柑橘果实检测性能对比

Table 2 Comparison of citrus fruit detection performance

模型框架 特征提取网络 准确率/% 召回率/% 调和平均数/% Faster RCNN ResNet34 65.1 69.0 67.0 FairMOT ResNet34 83.5 86.2 84.8 HRNet18 83.1 89.1 86.0 改进FairMOT CSPDarkNet53+PAFPN 83.6 89.2 86.3