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, ...])register_datapipe_as_function(function_name, ...)register_function(function_name, function)Attributes
def_supcatsfunctionssplits