Image Augmentations =================== .. currentmodule:: kornia.augmentation Transforms2D ------------ Set of operators to perform data augmentation on 2D image tensors. Intensity ~~~~~~~~~ .. autoclass:: ColorJiggle .. autoclass:: ColorJitter .. autoclass:: RandomAutoContrast .. autoclass:: RandomBoxBlur .. autoclass:: RandomBrightness .. autoclass:: RandomChannelDropout .. autoclass:: RandomChannelShuffle .. autoclass:: RandomClahe .. autoclass:: RandomContrast .. autoclass:: RandomEqualize .. autoclass:: RandomDissolving .. autoclass:: RandomGamma .. autoclass:: RandomGaussianBlur .. autoclass:: RandomGaussianIllumination .. autoclass:: RandomGaussianNoise .. autoclass:: RandomGrayscale .. autoclass:: RandomHue .. autoclass:: RandomInvert .. autoclass:: RandomJPEG .. autoclass:: RandomLinearCornerIllumination .. autoclass:: RandomLinearIllumination .. autoclass:: RandomMedianBlur .. autoclass:: RandomMotionBlur .. autoclass:: RandomPlanckianJitter .. autoclass:: RandomPlasmaBrightness .. autoclass:: RandomPlasmaContrast .. autoclass:: RandomPlasmaShadow .. autoclass:: RandomPosterize .. autoclass:: RandomRain .. autoclass:: RandomRGBShift .. autoclass:: RandomSaltAndPepperNoise .. autoclass:: RandomSaturation .. autoclass:: RandomSharpness .. autoclass:: RandomSnow .. autoclass:: RandomSolarize Geometric ~~~~~~~~~ .. autoclass:: CenterCrop .. autoclass:: PadTo .. autoclass:: RandomAffine .. autoclass:: RandomCrop .. autoclass:: RandomElasticTransform .. autoclass:: RandomErasing .. autoclass:: RandomFisheye .. autoclass:: RandomHorizontalFlip .. autoclass:: RandomPerspective .. autoclass:: RandomResizedCrop .. autoclass:: RandomRotation90 .. autoclass:: RandomRotation .. autoclass:: RandomShear .. autoclass:: RandomThinPlateSpline .. autoclass:: RandomVerticalFlip Mix ~~~ .. autoclass:: RandomCutMixV2 .. autoclass:: RandomJigsaw .. autoclass:: RandomMixUpV2 .. autoclass:: RandomMosaic .. autoclass:: RandomTransplantation Transforms3D ------------ Set of operators to perform data augmentation on 3D volumetric tensors. Geometric ~~~~~~~~~ .. autoclass:: CenterCrop3D .. autoclass:: RandomAffine3D .. autoclass:: RandomCrop3D .. autoclass:: RandomDepthicalFlip3D .. autoclass:: RandomHorizontalFlip3D .. autoclass:: RandomRotation3D .. autoclass:: RandomVerticalFlip3D Intensity ~~~~~~~~~ .. autoclass:: RandomEqualize3D .. autoclass:: RandomMotionBlur3D Mix ~~~ .. autoclass:: RandomTransplantation3D Normalizations -------------- Normalization operations are shape-agnostic for both 2D and 3D tensors. .. autoclass:: Denormalize .. autoclass:: Normalize Image Resize ------------ .. autoclass:: LongestMaxSize .. autoclass:: Resize .. autoclass:: SmallestMaxSize