import numpy as np from os.path import join from nabirds.utils import _MetaInfo from .base import BaseAnnotations class NAB_Annotations(BaseAnnotations): name="NABirds" @property def meta(self): info = _MetaInfo( images_folder="images", images_file="images.txt", labels_file="labels.txt", hierarchy_file="hierarchy.txt", split_file="train_test_split.txt", bounding_box_dtype=np.dtype([(v, np.int32) for v in "xywh"]), parts_file=join("parts", "part_locs.txt"), part_names_file=join("parts", "parts.txt"), ) info.structure = [ [info.images_file, "_images"], [info.labels_file, "labels"], [info.hierarchy_file, "hierarchy"], [info.split_file, "_split"], [info.parts_file, "_part_locs"], [info.part_names_file, "_part_names"], ] return info def _load_split(self): assert self._split is not None, "Train-test split was not loaded!" uuid_to_split = {uuid: int(split) for uuid, split in [i.split() for i in self._split]} self.train_split = np.array([uuid_to_split[uuid] for uuid in self.uuids], dtype=bool) self.test_split = np.logical_not(self.train_split)