I observed that several raster images in the training dataset contain multiple crop-field polygons. Given that the test set does not include polygon-level annotations, could you confirm whether each test image corresponds to one and only one crop type ? If this is not the case, then a single-label classification approach may not be sufficient for the test set, as it would not account for the potential presence of multiple crop types within a single image.