基于改进CenterNet算法的番茄叶片病害检测

李亚,蒋晨,王海瑞,朱贵富,胡灿

Tomato leaf disease detection based on improved CenterNet algorithm

Ya LI,Chen JIANG,Hairui WANG,Guifu ZHU,Can HU

表 1 融合注意力机制的特征融合模块消融实验

Tab.1 Ablation study on feature fusion module with attention mechanism

模型 Model P/% R/% mAP50/ % mAP50:95/% F1 CenterNet 95.5 61.0 82.0 69.8 0.71 CenterNet+FPN 96.3 67.5 82.7 69.7 0.78 CenterNet+FPN+BAM 96.9 68.6 85.0 72.1 0.79 CenterNet+FPN+SE 96.1 66.4 79.2 67.5 0.66 CenterNet+FPN+CBAM 97.0 58.2 81.6 69.3 0.68 CenterNet+FPN+ELA 95.3 64.3 82.3 70.2 0.75