基于深度学习的积雪覆盖区山地冰川识别研究

王晶晶,柯长青,陈军

Research on Identification of Snow-Covered Mountain Glacier based on Deep Learning

Jingjing WANG,Changqing KE,Jun CHEN

表5 DeepLabv3+网络冰川识别精度

Table 5 Classification accuracies of glaciers using DeepLabv3+ network

模型名称 参数量/MB P R F1值 mIoU OA 运行时长s/轮 U-Net 29.60 0.896 2 0.867 6 0.881 7 0.853 7 0.937 8 264 VGG19-Unet 115.00 0.894 7 0.904 6 0.899 6 0.875 2 0.948 4 291 Xception-DeepLabv3+ 158.00 0.884 6 0.877 8 0.881 2 0.853 9 0.938 4 357 VGG19-DeepLabv3+ 79.00 0.884 7 0.884 5 0.884 6 0.857 9 0.940 3 247