Table 1 The reference and comparison datasets.
Datasets | Period | Coverage | Resolution | Data source | Method |
|---|---|---|---|---|---|
WorldCover | 2020 | Global | 10 m | Sentinel 1/2 | Gradient boosting decision tree (CatBoost) |
Esri Land cover | 2020 | Global | 10 m | Sentinel 1 | Deep learning (U-Net) |
FROM-GLC10 | 2017 | Global | 10 m | Sentinel 1 | Random forest |
CRLC | 2020 | China | 30 m | Landsat | Deep learning (HD-Net) |
GLC-FCS30 | 2020 | Global | 30 m | Landsat | Random forest |
GlobeLand30 | 2020 | Global | 30 m | Landsat | Pixel- and object-based methods with knowledge |
CLCD | 2020 | China | 30 m | Landsat | Random forest |
TreeCover | 2000 | Global | 30 m | Landsat | — |
GFC30 | 2018 | Global | 30 m | Landsat | Random forest |
