Created
August 25, 2019 12:58
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def aug_with_crop(image_size = 256, crop_prob = 1): | |
return Compose([ | |
RandomCrop(width = image_size, height = image_size, p=crop_prob), | |
HorizontalFlip(p=0.5), | |
VerticalFlip(p=0.5), | |
RandomRotate90(p=0.5), | |
Transpose(p=0.5), | |
ShiftScaleRotate(shift_limit=0.01, scale_limit=0.04, rotate_limit=0, p=0.25), | |
RandomBrightnessContrast(p=0.5), | |
RandomGamma(p=0.25), | |
IAAEmboss(p=0.25), | |
Blur(p=0.01, blur_limit = 3), | |
OneOf([ | |
ElasticTransform(p=0.5, alpha=120, sigma=120 * 0.05, alpha_affine=120 * 0.03), | |
GridDistortion(p=0.5), | |
OpticalDistortion(p=1, distort_limit=2, shift_limit=0.5) | |
], p=0.8) | |
], p = 1) |
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