An improved version of the WatNet. Specifically,
- The WatNetv2 is not applicable for Sentinel-2 image but also applicable for the Landsat series (Landsat-5, 7, 8 and 9) image.
- The WatNetv2 achieved high surface water mapping accuracy by compared with WatNet.
To do:
- try the data augmentation by using torch module.
- try adaptive multiscale network. specifically, if the fine-scale scene could reach to the accurate classification, the coarser-scale scene is used to classificaion.
- modify the parallel_loader.py, make multiple scenes to multiple patches, rather than one scene to multiple patches.