面向植物病害识别的卷积神经网络精简结构Distilled-MobileNet模型

邱文杰, 叶进, 胡亮青, 杨娟, 李其利, 莫贱友, 易万茂

Distilled-MobileNet Model of Convolutional Neural Network Simplified Structure for Plant Disease Recognition

Wenjie QIU, Jin YE, Liangqing HU, Juan YANG, Qili LI, Jianyou MO, Wanmao YI

表6 真实环境下的模型性能测试

Table 6 Model performance testing in real environment

识别模型 单个病害识别率/% 平均准确率/% 内存占用/MB 平均识别时间/s 总识别时间/s 芒果白粉病 芒果炭疽病 VGG16 95.68 94.55 95.15 309.98 1.652 15,636 AlexNet 94.51 94.77 94.64 359.43 0.494 4675 GoogleNet 94.03 95.14 94.58 37.49 0.487 4609 ResNet 94.17 93.20 93.68 183.47 0.943 8925 Distilled-MobileNet 97.59 97.65 97.62 19.83 0.218 2063