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Contents:

  • Tutorials
    • Transforms Tutorial
    • TA Tensors Tutorial
    • Nested Tensors Tutorial
    • Coco Dataset example
      • COCO dataset example using batch tensors
      • COCO dataset example using nested tensors
  • Transforms
    • Augment
      • CutMix
      • MixUp
      • RandomErasing
      • JPEG
    • Auto-Augment
      • AugMix
      • AutoAugment
      • RandAugment
      • TrivialAugmentWide
    • Color
      • ColorJitter
      • Grayscale
      • RandomAdjustSharpness
      • RandomAutocontrast
      • RandomChannelPermutation
      • RandomColorJitter
      • RandomEqualize
      • RandomGrayscale
      • RandomInvert
      • RandomPhotometricDistort
      • RandomPosterize
      • RandomSolarize
      • RGB
    • Container
      • Compose
      • RandomApply
      • RandomChoice
      • RandomOrder
      • SequentialTransform
    • Geometry
      • CenterCrop
      • ElasticTransform
      • FiveCrop
      • Pad
      • RandomAffine
      • RandomCrop
      • RandomHorizontalFlip
      • RandomIoUCrop
      • RandomPerspective
      • RandomResize
      • RandomResizedCrop
      • RandomRotation
      • RandomShortestSize
      • RandomVerticalFlip
      • RandomZoomOut
      • Resize
      • ScaleJitter
      • TenCrop
    • Meta
      • ClampBoundingBoxes
      • ConvertBoundingBoxFormat
    • Misc
      • GaussianBlur
      • Identity
      • Lambda
      • LinearTransformation
      • Normalize
      • RandomGaussianBlur
      • SanitizeBoundingBoxes
      • ToDtype
    • Temporal
      • UniformTemporalSubsample
    • Transform
      • RandomApplyTransform
      • Transform
    • Type Conversion
      • ToBatchImages
      • ToImage
      • ToPureTensor
  • Functional
    • Augment
      • erase
      • erase_image
      • erase_video
      • jpeg
      • jpeg_image
      • jpeg_video
    • Color
      • adjust_brightness
      • adjust_brightness_batch
      • adjust_contrast
      • adjust_contrast_batch
      • adjust_hue
      • adjust_hue_batch
      • adjust_saturation
      • adjust_saturation_batch
      • adjust_sharpness
      • autocontrast
      • equalize
      • grayscale_to_rgb
      • invert
      • permute_channels
      • posterize
      • rgb_to_grayscale
      • solarize
    • Geometry
      • affine
      • center_crop
      • crop
      • elastic
      • elastic_batch
      • five_crop
      • horizontal_flip
      • pad
      • perspective
      • resize
      • resized_crop
      • rotate
      • ten_crop
      • vertical_flip
    • Meta
      • clamp_bounding_boxes
      • convert_bounding_box_format
      • get_dimensions
      • get_num_channels
      • get_num_frames
      • get_size
    • Misc
      • gaussian_blur
      • gaussian_blur_batch
      • normalize
      • to_dtype
    • Temporal
      • uniform_temporal_subsample
    • Type Conversion
      • to_batch_images
      • to_image
  • TA Tensors
    • TA Tensor
      • TATensor
    • Image
      • Image
      • BatchImages
    • Video
      • Video
      • BatchVideos
    • Mask
      • Mask
      • BatchMasks
      • convert_batch_masks_to_masks
      • convert_masks_to_batch_masks
    • Bounding Boxes
      • BoundingBoxFormat
      • BoundingBoxes
      • BatchBoundingBoxes
      • convert_batch_bboxes_to_bboxes
      • convert_bboxes_to_batch_bboxes
    • Labels
      • Labels
      • BatchLabels
      • convert_batch_labels_to_labels
      • convert_labels_to_batch_labels
    • TA Nested Tensors
      • TANestedTensors
      • ImageNestedTensors
      • LabelsNestedTensors
      • MaskNestedTensors
      • NestedTensors
      • VideoNestedTensors
  • Data
    • Datasets
      • wrap_dataset_for_transforms_v2
    • DataLoader
      • default_collate
  • Torchaug speed
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TA Nested TensorsΒΆ

TANestedTensors(tensors)

TANestedTensors is a generic class to handle nested tensors.

ImageNestedTensors(tensors)

Implement Image Nested Tensor for PyTorch.

LabelsNestedTensors(tensors)

Implement Labels Nested Tensor for PyTorch.

MaskNestedTensors(tensors)

Implement Masks Nested Tensor for PyTorch.

NestedTensors(tensors)

Implement Nested Tensor for PyTorch.

VideoNestedTensors(tensors)

Implement Video Nested Tensor for PyTorch.

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TANestedTensors
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convert_labels_to_batch_labels
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