|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
from __future__ import annotations |
|
|
|
|
|
from .adaptors import FunctionSignature, adaptor, apply_alias, to_kwargs |
|
|
from .compose import Compose, OneOf, RandomOrder, SomeOf |
|
|
from .croppad.array import ( |
|
|
BorderPad, |
|
|
BoundingRect, |
|
|
CenterScaleCrop, |
|
|
CenterSpatialCrop, |
|
|
Crop, |
|
|
CropForeground, |
|
|
DivisiblePad, |
|
|
Pad, |
|
|
RandCropByLabelClasses, |
|
|
RandCropByPosNegLabel, |
|
|
RandScaleCrop, |
|
|
RandSpatialCrop, |
|
|
RandSpatialCropSamples, |
|
|
RandWeightedCrop, |
|
|
ResizeWithPadOrCrop, |
|
|
SpatialCrop, |
|
|
SpatialPad, |
|
|
) |
|
|
from .croppad.batch import PadListDataCollate |
|
|
from .croppad.dictionary import ( |
|
|
BorderPadd, |
|
|
BorderPadD, |
|
|
BorderPadDict, |
|
|
BoundingRectd, |
|
|
BoundingRectD, |
|
|
BoundingRectDict, |
|
|
CenterScaleCropd, |
|
|
CenterScaleCropD, |
|
|
CenterScaleCropDict, |
|
|
CenterSpatialCropd, |
|
|
CenterSpatialCropD, |
|
|
CenterSpatialCropDict, |
|
|
Cropd, |
|
|
CropD, |
|
|
CropDict, |
|
|
CropForegroundd, |
|
|
CropForegroundD, |
|
|
CropForegroundDict, |
|
|
DivisiblePadd, |
|
|
DivisiblePadD, |
|
|
DivisiblePadDict, |
|
|
Padd, |
|
|
PadD, |
|
|
PadDict, |
|
|
RandCropByLabelClassesd, |
|
|
RandCropByLabelClassesD, |
|
|
RandCropByLabelClassesDict, |
|
|
RandCropByPosNegLabeld, |
|
|
RandCropByPosNegLabelD, |
|
|
RandCropByPosNegLabelDict, |
|
|
RandCropd, |
|
|
RandCropD, |
|
|
RandCropDict, |
|
|
RandScaleCropd, |
|
|
RandScaleCropD, |
|
|
RandScaleCropDict, |
|
|
RandSpatialCropd, |
|
|
RandSpatialCropD, |
|
|
RandSpatialCropDict, |
|
|
RandSpatialCropSamplesd, |
|
|
RandSpatialCropSamplesD, |
|
|
RandSpatialCropSamplesDict, |
|
|
RandWeightedCropd, |
|
|
RandWeightedCropD, |
|
|
RandWeightedCropDict, |
|
|
ResizeWithPadOrCropd, |
|
|
ResizeWithPadOrCropD, |
|
|
ResizeWithPadOrCropDict, |
|
|
SpatialCropd, |
|
|
SpatialCropD, |
|
|
SpatialCropDict, |
|
|
SpatialPadd, |
|
|
SpatialPadD, |
|
|
SpatialPadDict, |
|
|
) |
|
|
from .croppad.functional import crop_func, crop_or_pad_nd, pad_func, pad_nd |
|
|
from .intensity.array import ( |
|
|
AdjustContrast, |
|
|
ClipIntensityPercentiles, |
|
|
ComputeHoVerMaps, |
|
|
DetectEnvelope, |
|
|
ForegroundMask, |
|
|
GaussianSharpen, |
|
|
GaussianSmooth, |
|
|
GibbsNoise, |
|
|
HistogramNormalize, |
|
|
IntensityRemap, |
|
|
KSpaceSpikeNoise, |
|
|
MaskIntensity, |
|
|
MedianSmooth, |
|
|
NormalizeIntensity, |
|
|
RandAdjustContrast, |
|
|
RandBiasField, |
|
|
RandCoarseDropout, |
|
|
RandCoarseShuffle, |
|
|
RandCoarseTransform, |
|
|
RandGaussianNoise, |
|
|
RandGaussianSharpen, |
|
|
RandGaussianSmooth, |
|
|
RandGibbsNoise, |
|
|
RandHistogramShift, |
|
|
RandIntensityRemap, |
|
|
RandKSpaceSpikeNoise, |
|
|
RandRicianNoise, |
|
|
RandScaleIntensity, |
|
|
RandScaleIntensityFixedMean, |
|
|
RandShiftIntensity, |
|
|
RandStdShiftIntensity, |
|
|
SavitzkyGolaySmooth, |
|
|
ScaleIntensity, |
|
|
ScaleIntensityFixedMean, |
|
|
ScaleIntensityRange, |
|
|
ScaleIntensityRangePercentiles, |
|
|
ShiftIntensity, |
|
|
StdShiftIntensity, |
|
|
ThresholdIntensity, |
|
|
UltrasoundConfidenceMapTransform, |
|
|
) |
|
|
from .intensity.dictionary import ( |
|
|
AdjustContrastd, |
|
|
AdjustContrastD, |
|
|
AdjustContrastDict, |
|
|
ClipIntensityPercentilesd, |
|
|
ClipIntensityPercentilesD, |
|
|
ClipIntensityPercentilesDict, |
|
|
ComputeHoVerMapsd, |
|
|
ComputeHoVerMapsD, |
|
|
ComputeHoVerMapsDict, |
|
|
ForegroundMaskd, |
|
|
ForegroundMaskD, |
|
|
ForegroundMaskDict, |
|
|
GaussianSharpend, |
|
|
GaussianSharpenD, |
|
|
GaussianSharpenDict, |
|
|
GaussianSmoothd, |
|
|
GaussianSmoothD, |
|
|
GaussianSmoothDict, |
|
|
GibbsNoised, |
|
|
GibbsNoiseD, |
|
|
GibbsNoiseDict, |
|
|
HistogramNormalized, |
|
|
HistogramNormalizeD, |
|
|
HistogramNormalizeDict, |
|
|
KSpaceSpikeNoised, |
|
|
KSpaceSpikeNoiseD, |
|
|
KSpaceSpikeNoiseDict, |
|
|
MaskIntensityd, |
|
|
MaskIntensityD, |
|
|
MaskIntensityDict, |
|
|
MedianSmoothd, |
|
|
MedianSmoothD, |
|
|
MedianSmoothDict, |
|
|
NormalizeIntensityd, |
|
|
NormalizeIntensityD, |
|
|
NormalizeIntensityDict, |
|
|
RandAdjustContrastd, |
|
|
RandAdjustContrastD, |
|
|
RandAdjustContrastDict, |
|
|
RandBiasFieldd, |
|
|
RandBiasFieldD, |
|
|
RandBiasFieldDict, |
|
|
RandCoarseDropoutd, |
|
|
RandCoarseDropoutD, |
|
|
RandCoarseDropoutDict, |
|
|
RandCoarseShuffled, |
|
|
RandCoarseShuffleD, |
|
|
RandCoarseShuffleDict, |
|
|
RandGaussianNoised, |
|
|
RandGaussianNoiseD, |
|
|
RandGaussianNoiseDict, |
|
|
RandGaussianSharpend, |
|
|
RandGaussianSharpenD, |
|
|
RandGaussianSharpenDict, |
|
|
RandGaussianSmoothd, |
|
|
RandGaussianSmoothD, |
|
|
RandGaussianSmoothDict, |
|
|
RandGibbsNoised, |
|
|
RandGibbsNoiseD, |
|
|
RandGibbsNoiseDict, |
|
|
RandHistogramShiftd, |
|
|
RandHistogramShiftD, |
|
|
RandHistogramShiftDict, |
|
|
RandKSpaceSpikeNoised, |
|
|
RandKSpaceSpikeNoiseD, |
|
|
RandKSpaceSpikeNoiseDict, |
|
|
RandRicianNoised, |
|
|
RandRicianNoiseD, |
|
|
RandRicianNoiseDict, |
|
|
RandScaleIntensityd, |
|
|
RandScaleIntensityD, |
|
|
RandScaleIntensityDict, |
|
|
RandScaleIntensityFixedMeand, |
|
|
RandScaleIntensityFixedMeanD, |
|
|
RandScaleIntensityFixedMeanDict, |
|
|
RandShiftIntensityd, |
|
|
RandShiftIntensityD, |
|
|
RandShiftIntensityDict, |
|
|
RandStdShiftIntensityd, |
|
|
RandStdShiftIntensityD, |
|
|
RandStdShiftIntensityDict, |
|
|
SavitzkyGolaySmoothd, |
|
|
SavitzkyGolaySmoothD, |
|
|
SavitzkyGolaySmoothDict, |
|
|
ScaleIntensityd, |
|
|
ScaleIntensityD, |
|
|
ScaleIntensityDict, |
|
|
ScaleIntensityRanged, |
|
|
ScaleIntensityRangeD, |
|
|
ScaleIntensityRangeDict, |
|
|
ScaleIntensityRangePercentilesd, |
|
|
ScaleIntensityRangePercentilesD, |
|
|
ScaleIntensityRangePercentilesDict, |
|
|
ShiftIntensityd, |
|
|
ShiftIntensityD, |
|
|
ShiftIntensityDict, |
|
|
StdShiftIntensityd, |
|
|
StdShiftIntensityD, |
|
|
StdShiftIntensityDict, |
|
|
ThresholdIntensityd, |
|
|
ThresholdIntensityD, |
|
|
ThresholdIntensityDict, |
|
|
) |
|
|
from .inverse import InvertibleTransform, TraceableTransform |
|
|
from .inverse_batch_transform import BatchInverseTransform, Decollated, DecollateD, DecollateDict |
|
|
from .io.array import SUPPORTED_READERS, LoadImage, SaveImage |
|
|
from .io.dictionary import LoadImaged, LoadImageD, LoadImageDict, SaveImaged, SaveImageD, SaveImageDict |
|
|
from .lazy.array import ApplyPending |
|
|
from .lazy.dictionary import ApplyPendingd, ApplyPendingD, ApplyPendingDict |
|
|
from .lazy.functional import apply_pending |
|
|
from .lazy.utils import combine_transforms, resample |
|
|
from .meta_utility.dictionary import ( |
|
|
FromMetaTensord, |
|
|
FromMetaTensorD, |
|
|
FromMetaTensorDict, |
|
|
ToMetaTensord, |
|
|
ToMetaTensorD, |
|
|
ToMetaTensorDict, |
|
|
) |
|
|
from .nvtx import ( |
|
|
Mark, |
|
|
Markd, |
|
|
MarkD, |
|
|
MarkDict, |
|
|
RandMark, |
|
|
RandMarkd, |
|
|
RandMarkD, |
|
|
RandMarkDict, |
|
|
RandRangePop, |
|
|
RandRangePopd, |
|
|
RandRangePopD, |
|
|
RandRangePopDict, |
|
|
RandRangePush, |
|
|
RandRangePushd, |
|
|
RandRangePushD, |
|
|
RandRangePushDict, |
|
|
RangePop, |
|
|
RangePopd, |
|
|
RangePopD, |
|
|
RangePopDict, |
|
|
RangePush, |
|
|
RangePushd, |
|
|
RangePushD, |
|
|
RangePushDict, |
|
|
) |
|
|
from .post.array import ( |
|
|
Activations, |
|
|
AsDiscrete, |
|
|
DistanceTransformEDT, |
|
|
FillHoles, |
|
|
Invert, |
|
|
KeepLargestConnectedComponent, |
|
|
LabelFilter, |
|
|
LabelToContour, |
|
|
MeanEnsemble, |
|
|
ProbNMS, |
|
|
RemoveSmallObjects, |
|
|
SobelGradients, |
|
|
VoteEnsemble, |
|
|
) |
|
|
from .post.dictionary import ( |
|
|
ActivationsD, |
|
|
Activationsd, |
|
|
ActivationsDict, |
|
|
AsDiscreteD, |
|
|
AsDiscreted, |
|
|
AsDiscreteDict, |
|
|
DistanceTransformEDTd, |
|
|
DistanceTransformEDTD, |
|
|
DistanceTransformEDTDict, |
|
|
Ensembled, |
|
|
EnsembleD, |
|
|
EnsembleDict, |
|
|
FillHolesD, |
|
|
FillHolesd, |
|
|
FillHolesDict, |
|
|
InvertD, |
|
|
Invertd, |
|
|
InvertDict, |
|
|
KeepLargestConnectedComponentD, |
|
|
KeepLargestConnectedComponentd, |
|
|
KeepLargestConnectedComponentDict, |
|
|
LabelFilterD, |
|
|
LabelFilterd, |
|
|
LabelFilterDict, |
|
|
LabelToContourD, |
|
|
LabelToContourd, |
|
|
LabelToContourDict, |
|
|
MeanEnsembleD, |
|
|
MeanEnsembled, |
|
|
MeanEnsembleDict, |
|
|
ProbNMSD, |
|
|
ProbNMSd, |
|
|
ProbNMSDict, |
|
|
RemoveSmallObjectsD, |
|
|
RemoveSmallObjectsd, |
|
|
RemoveSmallObjectsDict, |
|
|
SaveClassificationD, |
|
|
SaveClassificationd, |
|
|
SaveClassificationDict, |
|
|
SobelGradientsd, |
|
|
SobelGradientsD, |
|
|
SobelGradientsDict, |
|
|
VoteEnsembleD, |
|
|
VoteEnsembled, |
|
|
VoteEnsembleDict, |
|
|
) |
|
|
from .regularization.array import CutMix, CutOut, MixUp |
|
|
from .regularization.dictionary import ( |
|
|
CutMixd, |
|
|
CutMixD, |
|
|
CutMixDict, |
|
|
CutOutd, |
|
|
CutOutD, |
|
|
CutOutDict, |
|
|
MixUpd, |
|
|
MixUpD, |
|
|
MixUpDict, |
|
|
) |
|
|
from .signal.array import ( |
|
|
SignalContinuousWavelet, |
|
|
SignalFillEmpty, |
|
|
SignalRandAddGaussianNoise, |
|
|
SignalRandAddSine, |
|
|
SignalRandAddSinePartial, |
|
|
SignalRandAddSquarePulse, |
|
|
SignalRandAddSquarePulsePartial, |
|
|
SignalRandDrop, |
|
|
SignalRandScale, |
|
|
SignalRandShift, |
|
|
SignalRemoveFrequency, |
|
|
) |
|
|
from .signal.dictionary import SignalFillEmptyd, SignalFillEmptyD, SignalFillEmptyDict |
|
|
from .smooth_field.array import ( |
|
|
RandSmoothDeform, |
|
|
RandSmoothFieldAdjustContrast, |
|
|
RandSmoothFieldAdjustIntensity, |
|
|
SmoothField, |
|
|
) |
|
|
from .smooth_field.dictionary import ( |
|
|
RandSmoothDeformd, |
|
|
RandSmoothDeformD, |
|
|
RandSmoothDeformDict, |
|
|
RandSmoothFieldAdjustContrastd, |
|
|
RandSmoothFieldAdjustContrastD, |
|
|
RandSmoothFieldAdjustContrastDict, |
|
|
RandSmoothFieldAdjustIntensityd, |
|
|
RandSmoothFieldAdjustIntensityD, |
|
|
RandSmoothFieldAdjustIntensityDict, |
|
|
) |
|
|
from .spatial.array import ( |
|
|
Affine, |
|
|
AffineGrid, |
|
|
Flip, |
|
|
GridDistortion, |
|
|
GridPatch, |
|
|
GridSplit, |
|
|
Orientation, |
|
|
Rand2DElastic, |
|
|
Rand3DElastic, |
|
|
RandAffine, |
|
|
RandAffineGrid, |
|
|
RandAxisFlip, |
|
|
RandDeformGrid, |
|
|
RandFlip, |
|
|
RandGridDistortion, |
|
|
RandGridPatch, |
|
|
RandRotate, |
|
|
RandRotate90, |
|
|
RandSimulateLowResolution, |
|
|
RandZoom, |
|
|
Resample, |
|
|
ResampleToMatch, |
|
|
Resize, |
|
|
Rotate, |
|
|
Rotate90, |
|
|
Spacing, |
|
|
SpatialResample, |
|
|
Zoom, |
|
|
) |
|
|
from .spatial.dictionary import ( |
|
|
Affined, |
|
|
AffineD, |
|
|
AffineDict, |
|
|
Flipd, |
|
|
FlipD, |
|
|
FlipDict, |
|
|
GridDistortiond, |
|
|
GridDistortionD, |
|
|
GridDistortionDict, |
|
|
GridPatchd, |
|
|
GridPatchD, |
|
|
GridPatchDict, |
|
|
GridSplitd, |
|
|
GridSplitD, |
|
|
GridSplitDict, |
|
|
Orientationd, |
|
|
OrientationD, |
|
|
OrientationDict, |
|
|
Rand2DElasticd, |
|
|
Rand2DElasticD, |
|
|
Rand2DElasticDict, |
|
|
Rand3DElasticd, |
|
|
Rand3DElasticD, |
|
|
Rand3DElasticDict, |
|
|
RandAffined, |
|
|
RandAffineD, |
|
|
RandAffineDict, |
|
|
RandAxisFlipd, |
|
|
RandAxisFlipD, |
|
|
RandAxisFlipDict, |
|
|
RandFlipd, |
|
|
RandFlipD, |
|
|
RandFlipDict, |
|
|
RandGridDistortiond, |
|
|
RandGridDistortionD, |
|
|
RandGridDistortionDict, |
|
|
RandGridPatchd, |
|
|
RandGridPatchD, |
|
|
RandGridPatchDict, |
|
|
RandRotate90d, |
|
|
RandRotate90D, |
|
|
RandRotate90Dict, |
|
|
RandRotated, |
|
|
RandRotateD, |
|
|
RandRotateDict, |
|
|
RandSimulateLowResolutiond, |
|
|
RandSimulateLowResolutionD, |
|
|
RandSimulateLowResolutionDict, |
|
|
RandZoomd, |
|
|
RandZoomD, |
|
|
RandZoomDict, |
|
|
ResampleToMatchd, |
|
|
ResampleToMatchD, |
|
|
ResampleToMatchDict, |
|
|
Resized, |
|
|
ResizeD, |
|
|
ResizeDict, |
|
|
Rotate90d, |
|
|
Rotate90D, |
|
|
Rotate90Dict, |
|
|
Rotated, |
|
|
RotateD, |
|
|
RotateDict, |
|
|
Spacingd, |
|
|
SpacingD, |
|
|
SpacingDict, |
|
|
SpatialResampled, |
|
|
SpatialResampleD, |
|
|
SpatialResampleDict, |
|
|
Zoomd, |
|
|
ZoomD, |
|
|
ZoomDict, |
|
|
) |
|
|
from .spatial.functional import spatial_resample |
|
|
from .traits import LazyTrait, MultiSampleTrait, RandomizableTrait, ThreadUnsafe |
|
|
from .transform import LazyTransform, MapTransform, Randomizable, RandomizableTransform, Transform, apply_transform |
|
|
from .utility.array import ( |
|
|
AddCoordinateChannels, |
|
|
AddExtremePointsChannel, |
|
|
AsChannelLast, |
|
|
CastToType, |
|
|
ClassesToIndices, |
|
|
ConvertToMultiChannelBasedOnBratsClasses, |
|
|
CuCIM, |
|
|
DataStats, |
|
|
EnsureChannelFirst, |
|
|
EnsureType, |
|
|
FgBgToIndices, |
|
|
Identity, |
|
|
ImageFilter, |
|
|
IntensityStats, |
|
|
LabelToMask, |
|
|
Lambda, |
|
|
MapLabelValue, |
|
|
RandCuCIM, |
|
|
RandIdentity, |
|
|
RandImageFilter, |
|
|
RandLambda, |
|
|
RemoveRepeatedChannel, |
|
|
RepeatChannel, |
|
|
SimulateDelay, |
|
|
SplitDim, |
|
|
SqueezeDim, |
|
|
ToCupy, |
|
|
ToDevice, |
|
|
ToNumpy, |
|
|
ToPIL, |
|
|
TorchVision, |
|
|
ToTensor, |
|
|
Transpose, |
|
|
) |
|
|
from .utility.dictionary import ( |
|
|
AddCoordinateChannelsd, |
|
|
AddCoordinateChannelsD, |
|
|
AddCoordinateChannelsDict, |
|
|
AddExtremePointsChanneld, |
|
|
AddExtremePointsChannelD, |
|
|
AddExtremePointsChannelDict, |
|
|
AsChannelLastd, |
|
|
AsChannelLastD, |
|
|
AsChannelLastDict, |
|
|
CastToTyped, |
|
|
CastToTypeD, |
|
|
CastToTypeDict, |
|
|
ClassesToIndicesd, |
|
|
ClassesToIndicesD, |
|
|
ClassesToIndicesDict, |
|
|
ConcatItemsd, |
|
|
ConcatItemsD, |
|
|
ConcatItemsDict, |
|
|
ConvertToMultiChannelBasedOnBratsClassesd, |
|
|
ConvertToMultiChannelBasedOnBratsClassesD, |
|
|
ConvertToMultiChannelBasedOnBratsClassesDict, |
|
|
CopyItemsd, |
|
|
CopyItemsD, |
|
|
CopyItemsDict, |
|
|
CuCIMd, |
|
|
CuCIMD, |
|
|
CuCIMDict, |
|
|
DataStatsd, |
|
|
DataStatsD, |
|
|
DataStatsDict, |
|
|
DeleteItemsd, |
|
|
DeleteItemsD, |
|
|
DeleteItemsDict, |
|
|
EnsureChannelFirstd, |
|
|
EnsureChannelFirstD, |
|
|
EnsureChannelFirstDict, |
|
|
EnsureTyped, |
|
|
EnsureTypeD, |
|
|
EnsureTypeDict, |
|
|
FgBgToIndicesd, |
|
|
FgBgToIndicesD, |
|
|
FgBgToIndicesDict, |
|
|
FlattenSubKeysd, |
|
|
FlattenSubKeysD, |
|
|
FlattenSubKeysDict, |
|
|
Identityd, |
|
|
IdentityD, |
|
|
IdentityDict, |
|
|
ImageFilterd, |
|
|
ImageFilterD, |
|
|
ImageFilterDict, |
|
|
IntensityStatsd, |
|
|
IntensityStatsD, |
|
|
IntensityStatsDict, |
|
|
LabelToMaskd, |
|
|
LabelToMaskD, |
|
|
LabelToMaskDict, |
|
|
Lambdad, |
|
|
LambdaD, |
|
|
LambdaDict, |
|
|
MapLabelValued, |
|
|
MapLabelValueD, |
|
|
MapLabelValueDict, |
|
|
RandCuCIMd, |
|
|
RandCuCIMD, |
|
|
RandCuCIMDict, |
|
|
RandImageFilterd, |
|
|
RandImageFilterD, |
|
|
RandImageFilterDict, |
|
|
RandLambdad, |
|
|
RandLambdaD, |
|
|
RandLambdaDict, |
|
|
RandTorchVisiond, |
|
|
RandTorchVisionD, |
|
|
RandTorchVisionDict, |
|
|
RemoveRepeatedChanneld, |
|
|
RemoveRepeatedChannelD, |
|
|
RemoveRepeatedChannelDict, |
|
|
RepeatChanneld, |
|
|
RepeatChannelD, |
|
|
RepeatChannelDict, |
|
|
SelectItemsd, |
|
|
SelectItemsD, |
|
|
SelectItemsDict, |
|
|
SimulateDelayd, |
|
|
SimulateDelayD, |
|
|
SimulateDelayDict, |
|
|
SplitDimd, |
|
|
SplitDimD, |
|
|
SplitDimDict, |
|
|
SqueezeDimd, |
|
|
SqueezeDimD, |
|
|
SqueezeDimDict, |
|
|
ToCupyd, |
|
|
ToCupyD, |
|
|
ToCupyDict, |
|
|
ToDeviced, |
|
|
ToDeviceD, |
|
|
ToDeviceDict, |
|
|
ToNumpyd, |
|
|
ToNumpyD, |
|
|
ToNumpyDict, |
|
|
ToPILd, |
|
|
ToPILD, |
|
|
ToPILDict, |
|
|
TorchVisiond, |
|
|
TorchVisionD, |
|
|
TorchVisionDict, |
|
|
ToTensord, |
|
|
ToTensorD, |
|
|
ToTensorDict, |
|
|
Transposed, |
|
|
TransposeD, |
|
|
TransposeDict, |
|
|
) |
|
|
from .utils import ( |
|
|
Fourier, |
|
|
allow_missing_keys_mode, |
|
|
attach_hook, |
|
|
check_non_lazy_pending_ops, |
|
|
compute_divisible_spatial_size, |
|
|
convert_applied_interp_mode, |
|
|
convert_pad_mode, |
|
|
convert_to_contiguous, |
|
|
copypaste_arrays, |
|
|
create_control_grid, |
|
|
create_grid, |
|
|
create_rotate, |
|
|
create_scale, |
|
|
create_shear, |
|
|
create_translate, |
|
|
distance_transform_edt, |
|
|
equalize_hist, |
|
|
extreme_points_to_image, |
|
|
generate_label_classes_crop_centers, |
|
|
generate_pos_neg_label_crop_centers, |
|
|
generate_spatial_bounding_box, |
|
|
get_extreme_points, |
|
|
get_largest_connected_component_mask, |
|
|
get_number_image_type_conversions, |
|
|
get_transform_backends, |
|
|
img_bounds, |
|
|
in_bounds, |
|
|
is_empty, |
|
|
is_positive, |
|
|
map_binary_to_indices, |
|
|
map_classes_to_indices, |
|
|
map_spatial_axes, |
|
|
print_transform_backends, |
|
|
rand_choice, |
|
|
remove_small_objects, |
|
|
rescale_array, |
|
|
rescale_array_int_max, |
|
|
rescale_instance_array, |
|
|
reset_ops_id, |
|
|
resize_center, |
|
|
resolves_modes, |
|
|
sync_meta_info, |
|
|
weighted_patch_samples, |
|
|
zero_margins, |
|
|
) |
|
|
from .utils_pytorch_numpy_unification import ( |
|
|
allclose, |
|
|
any_np_pt, |
|
|
ascontiguousarray, |
|
|
clip, |
|
|
concatenate, |
|
|
cumsum, |
|
|
floor_divide, |
|
|
in1d, |
|
|
isfinite, |
|
|
isnan, |
|
|
maximum, |
|
|
mode, |
|
|
moveaxis, |
|
|
nonzero, |
|
|
percentile, |
|
|
ravel, |
|
|
repeat, |
|
|
stack, |
|
|
unravel_index, |
|
|
where, |
|
|
) |
|
|
|
