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 5 不同模型在测试集上的比较

Tab.5 Comparison of different models on test set

网络模型 S/106 F/109 P/106 ACC/% F1/% R/% ResNet50[20] 90.00 4.13 25.56 95.40 93.17 93.70 Inception-V3[21] 83.40 2.86 27.16 97.09 95.49 95.81 DenseNet121[22] 27.60 2.90 7.98 95.94 94.04 94.43 MobileNet-V3[23] 2.28 0.23 5.48 91.83 88.41 89.33 EfficientNet-V2[24] 77.80 2.89 21.46 95.11 92.78 93.18 ConvNext[25] 106.00 4.49 28.59 98.77 98.01 98.20 MA-ConvNext 106.00 4.60 27.86 99.38 99.09 99.21