An applicable and automatic method for earth surface water mapping based on multispectral images

[Paper Code Data]

This paper is about surface water mapping by using deep learning method.

- Model

We use Deeplabv3+ with MobileNetv2 backbone as the main model structure, additionly, some simple yet effective modifications are designed for improving the satellite image-based surface water mapping.

- Dataset

Surface water dataset for Deep learning could be downloaded from Zenodo.

    

- Performance

-- Accuracy for surface water mapping

-- Examples for surface water mapping

Urab Region

Cloudy Region

Mountainous region