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 2 不同改进点组合的消融实验

Tab.2 Ablation experiment on different combination of improvement point

实验编号 FPN BAM RFB PyConv 剪枝 P/% R/% mAP50/% mAP50:95/% F1 Np/106 FLOPs/109 1 × × × × × 95.5 61.0 82.0 69.8 0.71 32.67 70.22 2 √ × × × × 96.3 67.5 82.7 69.7 0.78 32.67 70.22 3 √ √ × × × 96.9 68.6 85.0 72.1 0.79 33.93 70.58 4 √ √ √ × × 97.0 70.3 85.6 73.2 0.81 40.83 103.08 5 √ √ √ √ × 96.9 76.9 89.0 76.8 0.85 40.19 102.74 6 √ √ √ √ √ 96.3 80.2 91.4 78.7 0.87 30.80 84.37