import os from .utils import Datum, DatasetBase, read_json, write_json, build_data_loader from .oxford_pets import OxfordPets template = ['a centered satellite photo of {}.'] NEW_CNAMES = { 'AnnualCrop': 'Annual Crop Land', 'Forest': 'Forest', 'HerbaceousVegetation': 'Herbaceous Vegetation Land', 'Highway': 'Highway or Road', 'Industrial': 'Industrial Buildings', 'Pasture': 'Pasture Land', 'PermanentCrop': 'Permanent Crop Land', 'Residential': 'Residential Buildings', 'River': 'River', 'SeaLake': 'Sea or Lake' } class EuroSAT(DatasetBase): dataset_dir = 'eurosat' def __init__(self, root, num_shots): self.dataset_dir = os.path.join(root, self.dataset_dir) self.image_dir = os.path.join(self.dataset_dir, '2750') self.split_path = os.path.join(self.dataset_dir, 'split_zhou_EuroSAT.json') self.template = template train, val, test = OxfordPets.read_split(self.split_path, self.image_dir) train = self.generate_fewshot_dataset(train, num_shots=num_shots) super().__init__(train_x=train, val=val, test=test) def update_classname(self, dataset_old): dataset_new = [] for item_old in dataset_old: cname_old = item_old.classname cname_new = NEW_CLASSNAMES[cname_old] item_new = Datum( impath=item_old.impath, label=item_old.label, classname=cname_new ) dataset_new.append(item_new) return dataset_new