基于MA-ConvNext网络和分步关系知识蒸馏的苹果叶片病害识别

刘欢,李云红,张蕾涛,郭越,苏雪平,朱耀麟,侯乐乐

Identification of apple leaf diseases based on MA-ConvNext network and stepwise relational knowledge distillation

Huan LIU,Yunhong LI,Leitao ZHANG,Yue GUO,Xueping SU,Yaolin ZHU,Lele HOU

表 3 消融实验结果

Tab.3 Results of ablation experiment

网络模型 FPS /(帧·s−1) W/106 改进算法 ACC/% F1/% R/% MSCB TAFB ConvNext 73.5 10.5 — — 98.77 98.01 98.20 A-ConvNext 71.5 10.5 — √ 99.18 98.83 98.83 M-ConvNext 74.7 11.2 √ — 99.21 98.76 98.93 MA-ConvNext 75.2 12.7 √ √ 99.38 99.09 99.21