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ea0524d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 | # code in this file is adpated from the ALBEF repo (https://github.com/salesforce/ALBEF)
from torchvision import transforms
from .randaugment import RandomAugment
from PIL import Image
def square_transform(size=224):
return transforms.Compose(
[
transforms.Resize((size, size), interpolation=Image.BICUBIC),
transforms.ToTensor(),
]
)
def square_transform_randaug(size=224):
return transforms.Compose(
[
transforms.RandomResizedCrop(size, scale=(0.8, 1.0), interpolation=Image.BICUBIC),
transforms.RandomHorizontalFlip(),
RandomAugment(
2,
7,
isPIL=True,
augs=[
"Identity",
"AutoContrast",
"Equalize",
"Brightness",
"Sharpness",
"ShearX",
"ShearY",
"TranslateX",
"TranslateY",
"Rotate",
],
),
transforms.ToTensor(),
]
)
|