avalanche.benchmarks.datasets.INATURALIST2018

class avalanche.benchmarks.datasets.INATURALIST2018(root='/home/docs/.avalanche/data/inaturalist2018/', split='train', transform=ToTensor(), target_transform=None, loader=<function pil_loader>, download=True, supcats=None)[source]

INATURALIST Pytorch Dataset

For default selection of 10 supercategories:

Training Images in total: 428,830
Validation Images in total: 23,229
Shape of images: torch.Size([1, 3, 600, 800])
Class counts per supercategory (both train/val):
- ‘Amphibia’: 144,
- ‘Animalia’: 178,
- ‘Arachnida’: 114,
- ‘Aves’: 1258,
- ‘Fungi’: 321,
- ‘Insecta’: 2031,
- ‘Mammalia’: 234,
- ‘Mollusca’: 262,
- ‘Plantae’: 2917,
- ‘Reptilia’: 284}

__init__(root='/home/docs/.avalanche/data/inaturalist2018/', split='train', transform=ToTensor(), target_transform=None, loader=<function pil_loader>, download=True, supcats=None)[source]

Methods

__init__([root, split, transform, ...])

Attributes

`def_supcats`
`splits`