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125 lines
3.1 KiB
ReStructuredText
125 lines
3.1 KiB
ReStructuredText
Image Augmentations
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===================
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.. meta::
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:name: description
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:content: "The Image Augmentations module in Kornia provides a wide range of 2D and 3D data augmentation transforms. It includes intensity-based augmentations, geometric transformations, mix-based augmentations, and normalization operations for both 2D and 3D image tensors. Key functions include random color shifts, rotations, cropping, elastic transformations, and more."
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.. currentmodule:: kornia.augmentation
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Transforms2D
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------------
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Set of operators to perform data augmentation on 2D image tensors.
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Intensity
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~~~~~~~~~
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.. autoclass:: ColorJiggle
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.. autoclass:: ColorJitter
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.. autoclass:: RandomAutoContrast
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.. autoclass:: RandomBoxBlur
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.. autoclass:: RandomBrightness
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.. autoclass:: RandomChannelDropout
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.. autoclass:: RandomChannelShuffle
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.. autoclass:: RandomClahe
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.. autoclass:: RandomContrast
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.. autoclass:: RandomEqualize
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.. autoclass:: RandomDissolving
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.. autoclass:: RandomGamma
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.. autoclass:: RandomGaussianBlur
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.. autoclass:: RandomGaussianIllumination
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.. autoclass:: RandomGaussianNoise
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.. autoclass:: RandomGrayscale
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.. autoclass:: RandomHue
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.. autoclass:: RandomInvert
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.. autoclass:: RandomJPEG
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.. autoclass:: RandomLinearCornerIllumination
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.. autoclass:: RandomLinearIllumination
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.. autoclass:: RandomMedianBlur
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.. autoclass:: RandomMotionBlur
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.. autoclass:: RandomPlanckianJitter
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.. autoclass:: RandomPlasmaBrightness
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.. autoclass:: RandomPlasmaContrast
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.. autoclass:: RandomPlasmaShadow
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.. autoclass:: RandomPosterize
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.. autoclass:: RandomRain
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.. autoclass:: RandomRGBShift
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.. autoclass:: RandomSaltAndPepperNoise
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.. autoclass:: RandomSaturation
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.. autoclass:: RandomSharpness
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.. autoclass:: RandomSnow
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.. autoclass:: RandomSolarize
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Geometric
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~~~~~~~~~
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.. autoclass:: CenterCrop
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.. autoclass:: PadTo
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.. autoclass:: RandomAffine
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.. autoclass:: RandomCrop
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.. autoclass:: RandomElasticTransform
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.. autoclass:: RandomErasing
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.. autoclass:: RandomFisheye
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.. autoclass:: RandomHorizontalFlip
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.. autoclass:: RandomPerspective
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.. autoclass:: RandomResizedCrop
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.. autoclass:: RandomRotation90
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.. autoclass:: RandomRotation
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.. autoclass:: RandomShear
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.. autoclass:: RandomThinPlateSpline
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.. autoclass:: RandomVerticalFlip
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Mix
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~~~
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.. autoclass:: RandomCutMixV2
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.. autoclass:: RandomJigsaw
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.. autoclass:: RandomMixUpV2
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.. autoclass:: RandomMosaic
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.. autoclass:: RandomTransplantation
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Transforms3D
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------------
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Set of operators to perform data augmentation on 3D volumetric tensors.
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Geometric
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~~~~~~~~~
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.. autoclass:: CenterCrop3D
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.. autoclass:: RandomAffine3D
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.. autoclass:: RandomCrop3D
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.. autoclass:: RandomDepthicalFlip3D
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.. autoclass:: RandomHorizontalFlip3D
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.. autoclass:: RandomRotation3D
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.. autoclass:: RandomVerticalFlip3D
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Intensity
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~~~~~~~~~
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.. autoclass:: RandomEqualize3D
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.. autoclass:: RandomMotionBlur3D
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Mix
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~~~
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.. autoclass:: RandomTransplantation3D
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Normalizations
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--------------
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Normalization operations are shape-agnostic for both 2D and 3D tensors.
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.. autoclass:: Denormalize
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.. autoclass:: Normalize
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Image Resize
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------------
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.. autoclass:: LongestMaxSize
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.. autoclass:: Resize
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.. autoclass:: SmallestMaxSize
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