Dimitri Korsch 8ea16b5474 added Stanford Cars annotation implementation		6 tahun lalu
..
mixins	abca07ae65 if statement fix	6 tahun lalu
part	8ea16b5474 added Stanford Cars annotation implementation	6 tahun lalu
README.md	1b50fcfadb updated READMEs and added part __repr__ function	6 tahun lalu
__init__.py	e7f86cc67d added implementation for Uniform parts	6 tahun lalu
image.py	9af56c3ed8 moved nabirds.dataset.utils module to nabirds.utils; fixed parts_in_bb computation	6 tahun lalu

Dataset

The provided Dataset class inherits from the AnnotationsReadMixin and the PartMixing. Consequently, to create a Dataset instance an Annotation object is required (it is necessary to pass the names of the arguments!):

# replace NAB_Annotations with CUB_Annotations to load CUB200-2011 annotations
from nabirds import NAB_Annotations, Dataset

annot = NAB_Annotations("path/to/nab/folder")

train_data = Dataset(uuids=annot.train_uuids, annotations=annot)
test_data = Dataset(uuids=annot.test_uuids, annotations=annot)

Working with part and bounding box annotations

In order to enable the PartMixing functionalities pass the appropriate arguments to the initializer:

data = Dataset(
	uuids=uuids, annotations=annot,

	uniform_parts=True,

	crop_to_bb=True,
	crop_uniform=True,

	parts_in_bb=True,

	rnd_select=True,
	ratio=0.35,
	seed=21486214
)

Information about all possible PartMixing functionalities can be found here.

README.md

Dataset

Working with part and bounding box annotations