Image Augmentations#
The augmentation operators, grouped by what they change. All of them accept (B, C, H, W) float tensors in
[0, 1] ((B, C, D, H, W) for the 3D transforms), sample independent parameters per batch element, and can
be combined with AugmentationSequential.
2D transforms that change pixel values but not their positions: color jitter, blur, noise, illumination, JPEG, weather effects. |
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2D transforms that move pixels: crops, flips, affine, perspective, elastic, thin-plate-spline, erasing. |
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2D transforms that combine several images: CutMix, MixUp, Mosaic, Jigsaw, Transplantation. |
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Geometric, intensity and mix transforms for volumetric |