Investigating the seasonal dynamics of surface water over the Qinghai-Tibet Plateau using Sentinel-1 imagery and a novel gated multiscale ConvNet
We produce monthly surface water maps in Tibet plateau in 2020 by using deep learning method and Sentinel-1 image. Generally, We proposed a new gated multiscale ConvNet (GMNet) for surface water mapping based on Sentinel-1 image.The monthly surface water dynamics are captured by using the new proposed GMNet.
- Study area and data
![](../../img/publicationImg/tibet-water-2020/study_area_data.png)
- Model
![](../../img/publicationImg/tibet-water-2020/GMNet_structure.png)
- Monthly surface water dynamic
- Mothly surface water maps
![](../../img/publicationImg/tibet-water-2020/spatial_distribution_monthly.png)
- Mothly surface water trend
![](../../img/publicationImg/tibet-water-2020/water_trend_monthly.png)