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In the code you have shared, i.e., the unet_mobilenetv2.ipynb (or .py), it doesn't seem like the entire code reproduces the results in the paper. The paper gives binary segmentation results...
A critical mismatch has been identified between the IDs in the local dataset and the IDs used in the Earth Engine (GEE). The dataset records are associated with mixed metadata...