基于深度学习的积层混合云对流泡降水粒子特征研究
袁雅涵, 王烁, 王文青, 张佃国, 胡向峰, 张荣, 魏海文, 孟金, 冯勇

A study on particle characteristics of generating cells in stratiform-cumulus mixed cloud based on convolution neural network
YUAN Yahan, WANG Shuo, WANG Wenqing, ZHANG Dianguo, HU Xiangfeng, ZHANG Rong, WEI Haiwen, MENG Jin, FENG Yong
表2 不同参数对不同模型性能综合评估表
Tab.2 The comprehensive evaluation table of the performance of different models with different parameters
模型 MiPre/% MaPre/% MaRa/% F1-score/%
AlexNet 92.4 93.3 92.4 92.8
ResNet50 97.5 97.7 97.5 97.5
ResNet101 95.7 96.2 95.7 95.9
GoogleNet 94.0 94.7 94.0 94.3
MoblieNet 92.8 93.0 92.8 92.8
PREN 98.0 98.0 98.0 98.0