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不同模型对番茄病害的分类准确率1)
病害 Disease 时期 Stage VGG16 InceptionV3 Xception MobileNetV2 ResNet34 ARNet 白粉病 Powdery mildew 早期 Early 0.176 0.191 0.197 0.521 0.521 0.638 晚期 Late $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.996}}$ 0.978 0.972 0.939 0.967 0.967 早疫病 Early blight 早期 Early 0.647 0.571 0.541 0.797 0.872 $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.940}}$ 晚期 Late $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.909}}$ 0.683 0.706 0.794 0.833 0.865 叶霜病 Leaf frost disease 早期 Early 0.734 0.814 0.824 0.830 $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.920}}$ $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.920}}$ 晚期 Late 0.773 0.432 0.492 0.589 0.627 $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.843}}$ 斑枯病 Spot blight 早期 Early 0.573 0.300 0.496 0.712 0.838 $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.888}}$ 晚期 Late 0.938 0.913 0.825 0.877 0.931 $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.948}}$ 黄化曲叶病
Yellow flower Curly leaf disease早期 Early 0.715 0.693 0.713 $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.830}}$ $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.830}}$ 0.826 晚期 Late $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.911}}$ 0.868 0.855 0.804 0.856 0.887 平均值 Average 0.817 0.753 0.758 0.807 0.850 $ \setlength{\fboxsep}{0.1cm} \fbox{\bf {0.882}}$ 1)加框数据表示对应列模型在对应行病害中的最佳准确率
1)Framed data indicated the best accuracy of corresponding column model in the corresponding row disease
