轻量级改进RT-DETR的葡萄叶片病害检测算法

刘慧,王防修,王意,黄淄博,苏晨

Lightweight improved RT-DETR algorithm for grape leaf disease detection

Hui LIU,Fangxiu WANG,Yi WANG,Zibo HUANG,Chen SU

表 3 不同轻量级主干网络的对比结果

Tab.3 Comparison result of different lightweight backbone network

模型 方法 P/% R/% mAP@0.5/% ${N_{\text{P}}}$/106 $v$/(帧⋅s−1) FLOPs/109 RT-DETR ResNet-18（原算法) 89.0 87.4 91.1 19.9 67.2 57.0 RT-DETR FasterNet 89.7 87.4 91.0 10.9 66.3 28.5 RT-DETR EfficientViT 88.9 87.5 90.8 10.7 43.5 27.2 RT-DETR RepViT 89.8 87.1 91.2 13.3 57.6 36.3 RT-DETR MobileNetV4 89.7 87.8 91.7 11.3 70.7 39.5 RT-DETR StarNet 90.3 88.4 92.2 12.0 72.2 31.8