transforms.rst

github_url:	https://github.com/Project-MONAI/MONAI

Transforms

Generic Interfaces

.. automodule:: monai.transforms

.. currentmodule:: monai.transforms

Transform

.. autoclass:: Transform
    :members:
    :special-members: __call__

MapTransform

.. autoclass:: MapTransform
    :members:
    :special-members: __call__

RandomizableTrait

.. autoclass:: RandomizableTrait
    :members:

LazyTrait

.. autoclass:: LazyTrait
    :members:

MultiSampleTrait

.. autoclass:: MultiSampleTrait
    :members:

Randomizable

.. autoclass:: Randomizable
    :members:

LazyTransform

.. autoclass:: LazyTransform
    :members:

RandomizableTransform

.. autoclass:: RandomizableTransform
    :members:

Compose

.. autoclass:: Compose
    :members:
    :special-members: __call__

InvertibleTransform

.. autoclass:: InvertibleTransform
    :members:

TraceableTransform

.. autoclass:: TraceableTransform
    :members:

BatchInverseTransform

.. autoclass:: BatchInverseTransform
    :members:

Decollated

.. autoclass:: Decollated
    :members:

OneOf

.. autoclass:: OneOf
    :members:

RandomOrder

.. autoclass:: RandomOrder
    :members:

Functionals

Crop and Pad (functional)

.. automodule:: monai.transforms.croppad.functional
    :members:

Spatial (functional)

.. automodule:: monai.transforms.spatial.functional
    :members:

.. currentmodule:: monai.transforms

Vanilla Transforms

Crop and Pad

PadListDataCollate

.. autoclass:: PadListDataCollate
    :members:
    :special-members: __call__

Pad

.. autoclass:: Pad
    :members:
    :special-members: __call__

SpatialPad

.. autoclass:: SpatialPad
    :members:
    :special-members: __call__

BorderPad

.. autoclass:: BorderPad
    :members:
    :special-members: __call__

DivisiblePad

.. autoclass:: DivisiblePad
    :members:
    :special-members: __call__

Crop

.. autoclass:: Crop
    :members:
    :special-members: __call__

SpatialCrop

.. autoclass:: SpatialCrop
    :members:
    :special-members: __call__

CenterSpatialCrop

.. autoclass:: CenterSpatialCrop
    :members:
    :special-members: __call__

RandSpatialCrop

.. autoclass:: RandSpatialCrop
    :members:
    :special-members: __call__

RandSpatialCropSamples

.. autoclass:: RandSpatialCropSamples
    :members:
    :special-members: __call__

CropForeground

.. autoclass:: CropForeground
    :members:
    :special-members: __call__

RandWeightedCrop

.. autoclass:: RandWeightedCrop
    :members:
    :special-members: __call__

RandCropByPosNegLabel

.. autoclass:: RandCropByPosNegLabel
    :members:
    :special-members: __call__

RandCropByLabelClasses

.. autoclass:: RandCropByLabelClasses
    :members:
    :special-members: __call__

ResizeWithPadOrCrop

.. autoclass:: ResizeWithPadOrCrop
    :members:
    :special-members: __call__

BoundingRect

.. autoclass:: BoundingRect
    :members:
    :special-members: __call__

RandScaleCrop

.. autoclass:: RandScaleCrop
    :members:
    :special-members: __call__

CenterScaleCrop

.. autoclass:: CenterScaleCrop
    :members:
    :special-members: __call__

Intensity

RandGaussianNoise

.. autoclass:: RandGaussianNoise
    :members:
    :special-members: __call__

ShiftIntensity

.. autoclass:: ShiftIntensity
    :members:
    :special-members: __call__

RandShiftIntensity

.. autoclass:: RandShiftIntensity
    :members:
    :special-members: __call__

StdShiftIntensity

.. autoclass:: StdShiftIntensity
    :members:
    :special-members: __call__

RandStdShiftIntensity

.. autoclass:: RandStdShiftIntensity
    :members:
    :special-members: __call__

RandBiasField

.. autoclass:: RandBiasField
    :members:
    :special-members: __call__

ScaleIntensity

.. autoclass:: ScaleIntensity
    :members:
    :special-members: __call__

RandScaleIntensity

.. autoclass:: RandScaleIntensity
    :members:
    :special-members: __call__

NormalizeIntensity

.. autoclass:: NormalizeIntensity
    :members:
    :special-members: __call__

ThresholdIntensity

.. autoclass:: ThresholdIntensity
    :members:
    :special-members: __call__

ScaleIntensityRange

.. autoclass:: ScaleIntensityRange
    :members:
    :special-members: __call__

ScaleIntensityRangePercentiles

.. autoclass:: ScaleIntensityRangePercentiles
    :members:
    :special-members: __call__

AdjustContrast

.. autoclass:: AdjustContrast
    :members:
    :special-members: __call__

RandAdjustContrast

.. autoclass:: RandAdjustContrast
    :members:
    :special-members: __call__

MaskIntensity

.. autoclass:: MaskIntensity
    :members:
    :special-members: __call__

SavitzkyGolaySmooth

.. autoclass:: SavitzkyGolaySmooth
    :members:
    :special-members: __call__

MedianSmooth

.. autoclass:: MedianSmooth
    :members:
    :special-members: __call__

GaussianSmooth

.. autoclass:: GaussianSmooth
    :members:
    :special-members: __call__

RandGaussianSmooth

.. autoclass:: RandGaussianSmooth
    :members:
    :special-members: __call__

GaussianSharpen

.. autoclass:: GaussianSharpen
    :members:
    :special-members: __call__

RandGaussianSharpen

.. autoclass:: RandGaussianSharpen
    :members:
    :special-members: __call__

RandHistogramShift

.. autoclass:: RandHistogramShift
    :members:
    :special-members: __call__

DetectEnvelope

.. autoclass:: DetectEnvelope
    :members:
    :special-members: __call__

GibbsNoise

.. autoclass:: GibbsNoise
    :members:
    :special-members: __call__

RandGibbsNoise

.. autoclass:: RandGibbsNoise
    :members:
    :special-members: __call__

KSpaceSpikeNoise

.. autoclass:: KSpaceSpikeNoise
    :members:
    :special-members: __call__

RandKSpaceSpikeNoise

.. autoclass:: RandKSpaceSpikeNoise
    :members:
    :special-members: __call__

RandRicianNoise

.. autoclass:: RandRicianNoise
    :members:
    :special-members: __call__

RandCoarseTransform

.. autoclass:: RandCoarseTransform
    :members:
    :special-members: __call__

RandCoarseDropout

.. autoclass:: RandCoarseDropout
    :members:
    :special-members: __call__

RandCoarseShuffle

.. autoclass:: RandCoarseShuffle
    :members:
    :special-members: __call__

HistogramNormalize

.. autoclass:: HistogramNormalize
    :members:
    :special-members: __call__

ForegroundMask

.. autoclass:: ForegroundMask
    :members:
    :special-members: __call__

ComputeHoVerMaps

.. autoclass:: ComputeHoVerMaps
    :members:
    :special-members: __call__

IO

LoadImage

.. autoclass:: LoadImage
    :members:
    :special-members: __call__

SaveImage

.. autoclass:: SaveImage
    :members:
    :special-members: __call__

NVIDIA Tool Extension (NVTX)

RangePush

.. autoclass:: RangePush

RandRangePush

.. autoclass:: RandRangePush

RangePop

.. autoclass:: RangePop

RandRangePop

.. autoclass:: RandRangePop

Mark

.. autoclass:: Mark

RandMark

.. autoclass:: RandMark

Post-processing

Activations

.. autoclass:: Activations
    :members:
    :special-members: __call__

AsDiscrete

.. autoclass:: AsDiscrete
    :members:
    :special-members: __call__

KeepLargestConnectedComponent

.. autoclass:: KeepLargestConnectedComponent
    :members:
    :special-members: __call__

RemoveSmallObjects

.. autoclass:: RemoveSmallObjects
    :members:
    :special-members: __call__

LabelFilter

.. autoclass:: LabelFilter
    :members:
    :special-members: __call__

FillHoles

.. autoclass:: FillHoles
    :members:
    :special-members: __call__

LabelToContour

.. autoclass:: LabelToContour
    :members:
    :special-members: __call__

MeanEnsemble

.. autoclass:: MeanEnsemble
    :members:
    :special-members: __call__

ProbNMS

.. autoclass:: ProbNMS
  :members:

SobelGradients

.. autoclass:: SobelGradients
  :members:
  :special-members: __call__

VoteEnsemble

.. autoclass:: VoteEnsemble
    :members:
    :special-members: __call__

Signal

SignalRandDrop

.. autoclass:: SignalRandDrop
    :members:
    :special-members: __call__

SignalRandScale

.. autoclass:: SignalRandScale
    :members:
    :special-members: __call__

SignalRandShift

.. autoclass:: SignalRandShift
    :members:
    :special-members: __call__

SignalRandAddSine

.. autoclass:: SignalRandAddSine
    :members:
    :special-members: __call__

SignalRandAddSquarePulse

.. autoclass:: SignalRandAddSquarePulse
    :members:
    :special-members: __call__

SignalRandAddGaussianNoise

.. autoclass:: SignalRandAddGaussianNoise
    :members:
    :special-members: __call__

SignalRandAddSinePartial

.. autoclass:: SignalRandAddSinePartial
    :members:
    :special-members: __call__

SignalRandAddSquarePulsePartial

.. autoclass:: SignalRandAddSquarePulsePartial
    :members:
    :special-members: __call__

SignalFillEmpty

.. autoclass:: SignalFillEmpty
    :members:
    :special-members: __call__

SignalRemoveFrequency

.. autoclass:: SignalRemoveFrequency
    :members:
    :special-members: __call__

SignalContinuousWavelet

.. autoclass:: SignalContinuousWavelet
    :members:
    :special-members: __call__

Spatial

SpatialResample

.. autoclass:: SpatialResample
    :members:
    :special-members: __call__

ResampleToMatch

.. autoclass:: ResampleToMatch
    :members:
    :special-members: __call__

Spacing

.. autoclass:: Spacing
    :members:
    :special-members: __call__

Orientation

.. autoclass:: Orientation
    :members:
    :special-members: __call__

RandRotate

.. autoclass:: RandRotate
    :members:
    :special-members: __call__

RandFlip

.. autoclass:: RandFlip
    :members:
    :special-members: __call__

RandAxisFlip

.. autoclass:: RandAxisFlip
    :members:
    :special-members: __call__

RandZoom

.. autoclass:: RandZoom
    :members:
    :special-members: __call__

Affine

.. autoclass:: Affine
    :members:
    :special-members: __call__

Resample

.. autoclass:: Resample
    :members:
    :special-members: __call__

RandAffine

.. autoclass:: RandAffine
    :members:
    :special-members: __call__

RandDeformGrid

.. autoclass:: RandDeformGrid
    :members:
    :special-members: __call__

AffineGrid

.. autoclass:: AffineGrid
    :members:
    :special-members: __call__

RandAffineGrid

.. autoclass:: RandAffineGrid
    :members:
    :special-members: __call__

GridDistortion

.. autoclass:: GridDistortion
    :members:
    :special-members: __call__

RandGridDistortion

.. autoclass:: RandGridDistortion
    :members:
    :special-members: __call__

Rand2DElastic

.. autoclass:: Rand2DElastic
    :members:
    :special-members: __call__

Rand3DElastic

.. autoclass:: Rand3DElastic
    :members:
    :special-members: __call__

Rotate90

.. autoclass:: Rotate90
    :members:
    :special-members: __call__

RandRotate90

.. autoclass:: RandRotate90
    :members:
    :special-members: __call__

Flip

.. autoclass:: Flip
    :members:
    :special-members: __call__

Resize

.. autoclass:: Resize
    :members:
    :special-members: __call__

Rotate

.. autoclass:: Rotate
    :members:
    :special-members: __call__

Zoom

.. autoclass:: Zoom
    :members:
    :special-members: __call__

GridPatch

.. autoclass:: GridPatch
    :members:
    :special-members: __call__

RandGridPatch

.. autoclass:: RandGridPatch
    :members:
    :special-members: __call__

GridSplit

.. autoclass:: GridSplit
    :members:
    :special-members: __call__

Smooth Field

RandSmoothFieldAdjustContrast

.. autoclass:: RandSmoothFieldAdjustContrast
    :members:
    :special-members: __call__

RandSmoothFieldAdjustIntensity

.. autoclass:: RandSmoothFieldAdjustIntensity
    :members:
    :special-members: __call__

RandSmoothDeform

.. autoclass:: RandSmoothDeform
    :members:
    :special-members: __call__

MRI Transforms

Kspace under-sampling

.. autoclass:: monai.apps.reconstruction.transforms.array.KspaceMask
    :members:
    :special-members: __call__

.. autoclass:: monai.apps.reconstruction.transforms.array.RandomKspaceMask
    :special-members: __call__

.. autoclass:: monai.apps.reconstruction.transforms.array.EquispacedKspaceMask
    :special-members: __call__

Utility

Identity

.. autoclass:: Identity
    :members:
    :special-members: __call__

AsChannelFirst

.. autoclass:: AsChannelFirst
    :members:
    :special-members: __call__

AsChannelLast

.. autoclass:: AsChannelLast
    :members:
    :special-members: __call__

AddChannel

.. autoclass:: AddChannel
    :members:
    :special-members: __call__

EnsureChannelFirst

.. autoclass:: EnsureChannelFirst
    :members:
    :special-members: __call__

RepeatChannel

.. autoclass:: RepeatChannel
    :members:
    :special-members: __call__

SplitDim

.. autoclass:: SplitDim
    :members:
    :special-members: __call__

SplitChannel

.. autoclass:: SplitChannel
    :members:
    :special-members: __call__

CastToType

.. autoclass:: CastToType
    :members:
    :special-members: __call__

ToTensor

.. autoclass:: ToTensor
    :members:
    :special-members: __call__

ToNumpy

.. autoclass:: ToNumpy
    :members:
    :special-members: __call__

ToCupy

.. autoclass:: ToCupy
    :members:
    :special-members: __call__

Transpose

.. autoclass:: Transpose
    :members:
    :special-members: __call__

SqueezeDim

.. autoclass:: SqueezeDim
    :members:
    :special-members: __call__

DataStats

.. autoclass:: DataStats
    :members:
    :special-members: __call__

SimulateDelay

.. autoclass:: SimulateDelay
    :members:
    :special-members: __call__

Lambda

.. autoclass:: Lambda
    :members:
    :special-members: __call__

RandLambda

.. autoclass:: RandLambda
    :members:
    :special-members: __call__

RemoveRepeatedChannel

.. autoclass:: RemoveRepeatedChannel
    :members:
    :special-members: __call__

LabelToMask

.. autoclass:: LabelToMask
    :members:
    :special-members: __call__

FgBgToIndices

.. autoclass:: FgBgToIndices
    :members:
    :special-members: __call__

ClassesToIndices

.. autoclass:: ClassesToIndices
    :members:
    :special-members: __call__

ConvertToMultiChannelBasedOnBratsClasses

.. autoclass:: ConvertToMultiChannelBasedOnBratsClasses
    :members:
    :special-members: __call__

AddExtremePointsChannel

.. autoclass:: AddExtremePointsChannel
    :members:
    :special-members: __call__

TorchVision

.. autoclass:: TorchVision
    :members:
    :special-members: __call__

MapLabelValue

.. autoclass:: MapLabelValue
    :members:
    :special-members: __call__

EnsureType

.. autoclass:: EnsureType
    :members:
    :special-members: __call__

IntensityStats

.. autoclass:: IntensityStats
    :members:
    :special-members: __call__

ToDevice

.. autoclass:: ToDevice
     :members:
     :special-members: __call__

CuCIM

.. autoclass:: CuCIM
    :members:
    :special-members: __call__

RandCuCIM

.. autoclass:: RandCuCIM
    :members:
    :special-members: __call__

AddCoordinateChannels

.. autoclass:: AddCoordinateChannels
    :members:
    :special-members: __call__

ImageFilter

.. autoclass:: ImageFilter
    :members:
    :special-members: __call__

RandImageFilter

.. autoclass:: RandImageFilter
    :members:
    :special-members: __call__

Dictionary Transforms

Crop and Pad (Dict)

Padd

.. autoclass:: Padd
    :members:
    :special-members: __call__

SpatialPadd

.. autoclass:: SpatialPadd
    :members:
    :special-members: __call__

BorderPadd

.. autoclass:: BorderPadd
    :members:
    :special-members: __call__

DivisiblePadd

.. autoclass:: DivisiblePadd
    :members:
    :special-members: __call__

Cropd

.. autoclass:: Cropd
    :members:
    :special-members: __call__

RandCropd

.. autoclass:: RandCropd
    :members:
    :special-members: __call__

SpatialCropd

.. autoclass:: SpatialCropd
    :members:
    :special-members: __call__

CenterSpatialCropd

.. autoclass:: CenterSpatialCropd
    :members:
    :special-members: __call__

RandSpatialCropd

.. autoclass:: RandSpatialCropd
    :members:
    :special-members: __call__

RandSpatialCropSamplesd

.. autoclass:: RandSpatialCropSamplesd
    :members:
    :special-members: __call__

CropForegroundd

.. autoclass:: CropForegroundd
    :members:
    :special-members: __call__

RandWeightedCropd

.. autoclass:: RandWeightedCropd
    :members:
    :special-members: __call__

RandCropByPosNegLabeld

.. autoclass:: RandCropByPosNegLabeld
    :members:
    :special-members: __call__

RandCropByLabelClassesd

.. autoclass:: RandCropByLabelClassesd
    :members:
    :special-members: __call__

ResizeWithPadOrCropd

.. autoclass:: ResizeWithPadOrCropd
    :members:
    :special-members: __call__

BoundingRectd

.. autoclass:: BoundingRectd
    :members:
    :special-members: __call__

RandScaleCropd

.. autoclass:: RandScaleCropd
    :members:
    :special-members: __call__

CenterScaleCropd

.. autoclass:: CenterScaleCropd
    :members:
    :special-members: __call__

Intensity (Dict)

RandGaussianNoised

.. autoclass:: RandGaussianNoised
    :members:
    :special-members: __call__

ShiftIntensityd

.. autoclass:: ShiftIntensityd
    :members:
    :special-members: __call__

RandShiftIntensityd

.. autoclass:: RandShiftIntensityd
    :members:
    :special-members: __call__

StdShiftIntensityd

.. autoclass:: StdShiftIntensityd
    :members:
    :special-members: __call__

RandStdShiftIntensityd

.. autoclass:: RandStdShiftIntensityd
    :members:
    :special-members: __call__

RandBiasFieldd

.. autoclass:: RandBiasFieldd
    :members:
    :special-members: __call__

ScaleIntensityd

.. autoclass:: ScaleIntensityd
    :members:
    :special-members: __call__

RandScaleIntensityd

.. autoclass:: RandScaleIntensityd
    :members:
    :special-members: __call__

NormalizeIntensityd

.. autoclass:: NormalizeIntensityd
    :members:
    :special-members: __call__

ThresholdIntensityd

.. autoclass:: ThresholdIntensityd
    :members:
    :special-members: __call__

ScaleIntensityRanged

.. autoclass:: ScaleIntensityRanged
    :members:
    :special-members: __call__

GibbsNoised

.. autoclass:: GibbsNoised
    :members:
    :special-members: __call__

RandGibbsNoised

.. autoclass:: RandGibbsNoised
    :members:
    :special-members: __call__

KSpaceSpikeNoised

.. autoclass:: KSpaceSpikeNoised
    :members:
    :special-members: __call__

RandKSpaceSpikeNoised

.. autoclass:: RandKSpaceSpikeNoised
    :members:
    :special-members: __call__

RandRicianNoised

.. autoclass:: RandRicianNoised
    :members:
    :special-members: __call__

ScaleIntensityRangePercentilesd

.. autoclass:: ScaleIntensityRangePercentilesd
    :members:
    :special-members: __call__

AdjustContrastd

.. autoclass:: AdjustContrastd
    :members:
    :special-members: __call__

RandAdjustContrastd

.. autoclass:: RandAdjustContrastd
    :members:
    :special-members: __call__

MaskIntensityd

.. autoclass:: MaskIntensityd
    :members:
    :special-members: __call__

SavitzkyGolaySmoothd

.. autoclass:: SavitzkyGolaySmoothd
    :members:
    :special-members: __call__

MedianSmoothd

.. autoclass:: MedianSmoothd
    :members:
    :special-members: __call__

GaussianSmoothd

.. autoclass:: GaussianSmoothd
    :members:
    :special-members: __call__

RandGaussianSmoothd

.. autoclass:: RandGaussianSmoothd
    :members:
    :special-members: __call__

GaussianSharpend

.. autoclass:: GaussianSharpend
    :members:
    :special-members: __call__

RandGaussianSharpend

.. autoclass:: RandGaussianSharpend
    :members:
    :special-members: __call__

RandHistogramShiftd

.. autoclass:: RandHistogramShiftd
    :members:
    :special-members: __call__

RandCoarseDropoutd

.. autoclass:: RandCoarseDropoutd
    :members:
    :special-members: __call__

RandCoarseShuffled

.. autoclass:: RandCoarseShuffled
    :members:
    :special-members: __call__

HistogramNormalized

.. autoclass:: HistogramNormalized
    :members:
    :special-members: __call__

ForegroundMaskd

.. autoclass:: ForegroundMaskd
    :members:
    :special-members: __call__

ComputeHoVerMapsd

.. autoclass:: ComputeHoVerMapsd
    :members:
    :special-members: __call__

IO (Dict)

LoadImaged

.. autoclass:: LoadImaged
    :members:
    :special-members: __call__

SaveImaged

.. autoclass:: SaveImaged
    :members:
    :special-members: __call__

Post-processing (Dict)

Activationsd

.. autoclass:: Activationsd
    :members:
    :special-members: __call__

AsDiscreted

.. autoclass:: AsDiscreted
    :members:
    :special-members: __call__

KeepLargestConnectedComponentd

.. autoclass:: KeepLargestConnectedComponentd
    :members:
    :special-members: __call__

RemoveSmallObjectsd

.. autoclass:: RemoveSmallObjectsd
    :members:
    :special-members: __call__

LabelFilterd

.. autoclass:: LabelFilterd
    :members:
    :special-members: __call__

FillHolesd

.. autoclass:: FillHolesd
    :members:
    :special-members: __call__

LabelToContourd

.. autoclass:: LabelToContourd
    :members:
    :special-members: __call__

Ensembled

.. autoclass:: Ensembled
    :members:
    :special-members: __call__

MeanEnsembled

.. autoclass:: MeanEnsembled
    :members:
    :special-members: __call__

VoteEnsembled

.. autoclass:: VoteEnsembled
    :members:
    :special-members: __call__

Invertd

.. autoclass:: Invertd
    :members:
    :special-members: __call__

SaveClassificationd

.. autoclass:: SaveClassificationd
    :members:
    :special-members: __call__

ProbNMSd

.. autoclass:: ProbNMSd
  :members:
  :special-members: __call__

SobelGradientsd

.. autoclass:: SobelGradientsd
  :members:
  :special-members: __call__

Spatial (Dict)

SpatialResampled

.. autoclass:: SpatialResampled
    :members:
    :special-members: __call__

ResampleToMatchd

.. autoclass:: ResampleToMatchd
    :members:
    :special-members: __call__

Spacingd

.. autoclass:: Spacingd
    :members:
    :special-members: __call__

Orientationd

.. autoclass:: Orientationd
    :members:
    :special-members: __call__

Flipd

.. autoclass:: Flipd
    :members:
    :special-members: __call__

RandFlipd

.. autoclass:: RandFlipd
    :members:
    :special-members: __call__

RandAxisFlipd

.. autoclass:: RandAxisFlipd
    :members:
    :special-members: __call__

Rotated

.. autoclass:: Rotated
    :members:
    :special-members: __call__

RandRotated

.. autoclass:: RandRotated
    :members:
    :special-members: __call__

Zoomd

.. autoclass:: Zoomd
    :members:
    :special-members: __call__

RandZoomd

.. autoclass:: RandZoomd
    :members:
    :special-members: __call__

GridPatchd

.. autoclass:: GridPatchd
    :members:
    :special-members: __call__

RandGridPatchd

.. autoclass:: RandGridPatchd
    :members:
    :special-members: __call__

GridSplitd

.. autoclass:: GridSplitd
    :members:
    :special-members: __call__

RandRotate90d

.. autoclass:: RandRotate90d
    :members:
    :special-members: __call__

Rotate90d

.. autoclass:: Rotate90d
    :members:
    :special-members: __call__

Resized

.. autoclass:: Resized
    :members:
    :special-members: __call__

Affined

.. autoclass:: Affined
    :members:
    :special-members: __call__

RandAffined

.. autoclass:: RandAffined
    :members:
    :special-members: __call__

Rand2DElasticd

.. autoclass:: Rand2DElasticd
    :members:
    :special-members: __call__

Rand3DElasticd

.. autoclass:: Rand3DElasticd
    :members:
    :special-members: __call__

GridDistortiond

.. autoclass:: GridDistortiond
    :members:
    :special-members: __call__

RandGridDistortiond

.. autoclass:: RandGridDistortiond
    :members:
    :special-members: __call__

Smooth Field (Dict)

RandSmoothFieldAdjustContrastd

.. autoclass:: RandSmoothFieldAdjustContrastd
    :members:
    :special-members: __call__

RandSmoothFieldAdjustIntensityd

.. autoclass:: RandSmoothFieldAdjustIntensityd
    :members:
    :special-members: __call__

RandSmoothDeformd

.. autoclass:: RandSmoothDeformd
    :members:
    :special-members: __call__

MRI transforms (Dict)

Kspace under-sampling (Dict)

.. autoclass:: monai.apps.reconstruction.transforms.dictionary.RandomKspaceMaskd
    :special-members: __call__

.. autoclass:: monai.apps.reconstruction.transforms.dictionary.EquispacedKspaceMaskd
    :special-members: __call__

ExtractDataKeyFromMetaKeyd

.. autoclass:: monai.apps.reconstruction.transforms.dictionary.ExtractDataKeyFromMetaKeyd
    :special-members: __call__

ReferenceBasedSpatialCropd

.. autoclass:: monai.apps.reconstruction.transforms.dictionary.ReferenceBasedSpatialCropd
    :special-members: __call__

ReferenceBasedNormalizeIntensityd

.. autoclass:: monai.apps.reconstruction.transforms.dictionary.ReferenceBasedNormalizeIntensityd
    :special-members: __call__

Utility (Dict)

Identityd

.. autoclass:: Identityd
    :members:
    :special-members: __call__

AsChannelFirstd

.. autoclass:: AsChannelFirstd
    :members:
    :special-members: __call__

AsChannelLastd

.. autoclass:: AsChannelLastd
    :members:
    :special-members: __call__

AddChanneld

.. autoclass:: AddChanneld
    :members:
    :special-members: __call__

EnsureChannelFirstd

.. autoclass:: EnsureChannelFirstd
    :members:
    :special-members: __call__

RepeatChanneld

.. autoclass:: RepeatChanneld
    :members:
    :special-members: __call__

SplitDimd

.. autoclass:: SplitDimd
    :members:
    :special-members: __call__

SplitChanneld

.. autoclass:: SplitChanneld
    :members:
    :special-members: __call__

CastToTyped

.. autoclass:: CastToTyped
    :members:
    :special-members: __call__

ToTensord

.. autoclass:: ToTensord
    :members:
    :special-members: __call__

ToNumpyd

.. autoclass:: ToNumpyd
    :members:
    :special-members: __call__

ToPIL

.. autoclass:: ToPIL
    :members:
    :special-members: __call__

ToCupyd

.. autoclass:: ToCupyd
    :members:
    :special-members: __call__

ToPILd

.. autoclass:: ToPILd
    :members:
    :special-members: __call__

DeleteItemsd

.. autoclass:: DeleteItemsd
    :members:
    :special-members: __call__

SelectItemsd

.. autoclass:: SelectItemsd
    :members:
    :special-members: __call__

FlattenSubKeysd

.. autoclass:: FlattenSubKeysd
    :members:
    :special-members: __call__

Transposed

.. autoclass:: Transposed
    :members:
    :special-members: __call__

SqueezeDimd

.. autoclass:: SqueezeDimd
    :members:
    :special-members: __call__

DataStatsd

.. autoclass:: DataStatsd
    :members:
    :special-members: __call__

SimulateDelayd

.. autoclass:: SimulateDelayd
    :members:
    :special-members: __call__

CopyItemsd

.. autoclass:: CopyItemsd
    :members:
    :special-members: __call__

ConcatItemsd

.. autoclass:: ConcatItemsd
    :members:
    :special-members: __call__

Lambdad

.. autoclass:: Lambdad
    :members:
    :special-members: __call__

RandLambdad

.. autoclass:: RandLambdad
    :members:
    :special-members: __call__

RemoveRepeatedChanneld

.. autoclass:: RemoveRepeatedChanneld
    :members:
    :special-members: __call__

LabelToMaskd

.. autoclass:: LabelToMaskd
    :members:
    :special-members: __call__

FgBgToIndicesd

.. autoclass:: FgBgToIndicesd
    :members:
    :special-members: __call__

ClassesToIndicesd

.. autoclass:: ClassesToIndicesd
    :members:
    :special-members: __call__

ConvertToMultiChannelBasedOnBratsClassesd

.. autoclass:: ConvertToMultiChannelBasedOnBratsClassesd
    :members:
    :special-members: __call__

AddExtremePointsChanneld

.. autoclass:: AddExtremePointsChanneld
    :members:
    :special-members: __call__

TorchVisiond

.. autoclass:: TorchVisiond
    :members:
    :special-members: __call__

RandTorchVisiond

.. autoclass:: RandTorchVisiond
    :members:
    :special-members: __call__

MapLabelValued

.. autoclass:: MapLabelValued
    :members:
    :special-members: __call__

EnsureTyped

.. autoclass:: EnsureTyped
    :members:
    :special-members: __call__

IntensityStatsd

.. autoclass:: IntensityStatsd
    :members:
    :special-members: __call__

ToDeviced

.. autoclass:: ToDeviced
    :members:
    :special-members: __call__

CuCIMd

.. autoclass:: CuCIMd
    :members:
    :special-members: __call__

RandCuCIMd

.. autoclass:: RandCuCIMd
    :members:
    :special-members: __call__

AddCoordinateChannelsd

.. autoclass:: AddCoordinateChannelsd
    :members:
    :special-members: __call__

ImageFilterd

.. autoclass:: ImageFilterd
    :members:
    :special-members: __call__

RandImageFilterd

.. autoclass:: RandImageFilterd
    :members:
    :special-members: __call__

MetaTensor

ToMetaTensord

.. autoclass:: ToMetaTensord
    :members:
    :special-members: __call__

FromMetaTensord

.. autoclass:: FromMetaTensord
    :members:
    :special-members: __call__

Transform Adaptors

.. automodule:: monai.transforms.adaptors

FunctionSignature

.. autoclass:: FunctionSignature
    :members:

adaptor

.. autofunction:: monai.transforms.adaptors.adaptor

apply_alias

.. autofunction:: monai.transforms.adaptors.apply_alias

to_kwargs

.. autofunction:: monai.transforms.adaptors.to_kwargs

Utilities

.. automodule:: monai.transforms.utils
    :members:

.. automodule:: monai.transforms.utils_pytorch_numpy_unification
    :members: