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48 changes: 48 additions & 0 deletions deepinv_bench/benchmarks/nbu_pansharpening/datasets/nbu.py
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import deepinv as dinv
from benchopt import BaseDataset
from benchopt.config import get_data_path
from torchvision import transforms


class Dataset(BaseDataset):
name = "NBUDataset"

parameters = {
"physics": ["Pansharpening"],
"noise": ["ZeroNoise"],
"img_size": [256],
"factor": [4],
"return_pan": [False],
"satellite": ["gaofen-1"], # 4 channels dataset
}

test_parameters = {"debug": [True]}

def get_data(self):
root = get_data_path("NBUDataset")

transform = transforms.Compose(
[
transforms.Resize((self.img_size, self.img_size)),
transforms.ToTensor(),
]
)

dataset = dinv.datasets.NBUDataset(
root_dir=root,
satellite=self.satellite,
return_pan=self.return_pan,
download=True,
transform_ms=transform,
)

physics = dinv.physics.Downsampling(
filter='bilinear',
factor=4,
img_size=(4, self.img_size, self.img_size),
)

return {
"dataset": dataset,
"physics": physics,
}