4种深度学习图像分类算法在人工智能硅藻检验中的比较
朱永正, 张吉, 程奇, 于慧潇, 邓恺飞, 张建华, 秦志强, 赵建, 孙俊红, 黄平

Comparison among Four Deep Learning Image Classification Algorithms in AI-based Diatom Test
Yong-zheng ZHU, Ji ZHANG, Qi CHENG, Hui-xiao YU, Kai-fei DENG, Jian-hua ZHANG, Zhi-qiang QIN, Jian ZHAO, Jun-hong SUN, Ping HUANG
表2 4种模型的硅藻识别性能参数
Tab. 2 Diatom identification performance parameters of four models
模型RR/%PR/%S/%AR/%F1分数
VGG1684.6578.9677.4581.050.82
ResNet5055.3581.0487.0571.200.66
InceptionV389.8092.5892.8091.300.91
Inception-ResNet-V272.3587.2289.4080.880.79