基于迁移学习及气象卫星云图的台风等级分类研究
郑宗生,胡晨雨,黄冬梅,邹国良,刘兆荣,宋巍

Research on Transfer Learning Methods for Classification of Typhoon Cloud Image
Zongsheng Zheng,Chenyu Hu,Dongmei Huang,Guoliang Zou,Zhaorong Liu,Wei Song
表3 不同深度模型仅迁移网络结构的分类性能
Table 3 Classification performance of models with different depth when only transfer network structures
网络结构

代码

层数

网络参数 训练精度/% 测试精度/%

时间

/epoch

CNN_8 6 35 474 75.314 72.563 71 s
VGG16 20 138 357 544 81.647 74.031 153 s
InceptionV3 311 23 851 784 85.033 78.472 304 s
ResNet50 175 25 636 712 86.951 81.315 212 s