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added whu-rs19 dataset, datamodule, and download script. updated readme
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mkdir -p .data/ | ||
wget https://github.com/CAPTAIN-WHU/BED4RS/raw/main/datasets/WHU-RS19.zip | ||
unzip WHU-RS19.zip -d .data/ | ||
rm WHU-RS19.zip |
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import os | ||
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import torchvision.transforms as T | ||
from torchvision.datasets import ImageFolder | ||
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class WHU_RS19(ImageFolder): | ||
""" WHU-RS19 dataset from'Structural High-resolution Satellite Image Indexing', Xia at al. (2010) | ||
https://hal.archives-ouvertes.fr/file/index/docid/458685/filename/structural_satellite_indexing_XYDG.pdf | ||
""" | ||
def __init__( | ||
self, | ||
root: str = ".data/WHU-RS19", | ||
transform: T.Compose = T.Compose([T.ToTensor()]) | ||
): | ||
super().__init__( | ||
root=root, | ||
transform=transform | ||
) |
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from typing import Optional | ||
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import torchvision.transforms as T | ||
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from torchrs.datasets.utils import dataset_split | ||
from torchrs.train.datamodules import BaseDataModule | ||
from torchrs.datasets import WHU_RS19 | ||
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class WHU_RS19DataModule(BaseDataModule): | ||
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def __init__( | ||
self, | ||
root: str = ".data/WHU-RS19", | ||
transform: T.Compose = T.Compose([T.ToTensor()]), | ||
*args, **kwargs | ||
): | ||
super().__init__(*args, **kwargs) | ||
self.root = root | ||
self.transform = transform | ||
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def setup(self, stage: Optional[str] = None): | ||
dataset = WHU_RS19(root=self.root, transform=self.transform) | ||
self.train_dataset, self.val_dataset, self.test_dataset = dataset_split( | ||
dataset, val_pct=self.val_split, test_pct=self.test_split | ||
) |