2022-02-11 17:34:24 +08:00
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mindspore.dataset.vision
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===================================
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2022-06-07 15:50:32 +08:00
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此模块用于图像数据增强,其中有一部分增强是基于C++ OpenCV实现的,具有较好的性能,而另一部分是基于Python Pillow实现的。
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2022-02-17 16:26:58 +08:00
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2022-02-15 15:42:31 +08:00
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API样例中常用的导入模块如下:
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2022-02-17 16:26:58 +08:00
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2022-06-07 15:50:32 +08:00
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.. code-block::
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import mindspore.dataset as ds
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import mindspore.dataset.vision as vision
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import mindspore.dataset.vision.utils as utils
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注意:旧的API导入方式已经过时且会逐步废弃,因此推荐使用上面的方式,但目前仍可按以下方式导入:
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2022-02-17 16:26:58 +08:00
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.. code-block::
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import mindspore.dataset.vision.c_transforms as c_vision
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import mindspore.dataset.vision.py_transforms as py_vision
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from mindspore.dataset.transforms import c_transforms
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2022-02-11 17:34:24 +08:00
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2022-07-12 20:41:26 +08:00
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更多详情请参考 `图像数据加载与增强 <https://www.mindspore.cn/tutorials/zh-CN/master/advanced/dataset/augment_image_data.html>`_。
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2022-07-02 16:38:38 +08:00
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2022-02-28 21:50:37 +08:00
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常用数据处理术语说明如下:
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- TensorOperation,所有C++实现的数据处理操作的基类。
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- PyTensorOperation,所有Python实现的数据处理操作的基类。
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2022-02-11 17:34:24 +08:00
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2022-06-21 11:53:31 +08:00
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变换
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2022-06-23 17:09:29 +08:00
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-----
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2022-02-11 17:34:24 +08:00
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2022-02-15 16:22:46 +08:00
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.. mscnautosummary::
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2022-02-11 17:34:24 +08:00
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:toctree: dataset_vision
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:nosignatures:
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:template: classtemplate.rst
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2022-06-07 15:50:32 +08:00
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mindspore.dataset.vision.AdjustGamma
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mindspore.dataset.vision.AutoAugment
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mindspore.dataset.vision.AutoContrast
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mindspore.dataset.vision.BoundingBoxAugment
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mindspore.dataset.vision.CenterCrop
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mindspore.dataset.vision.ConvertColor
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mindspore.dataset.vision.Crop
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mindspore.dataset.vision.CutMixBatch
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mindspore.dataset.vision.CutOut
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mindspore.dataset.vision.Decode
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mindspore.dataset.vision.Equalize
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mindspore.dataset.vision.FiveCrop
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mindspore.dataset.vision.GaussianBlur
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2022-06-08 10:41:21 +08:00
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mindspore.dataset.vision.Grayscale
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2022-06-07 15:50:32 +08:00
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mindspore.dataset.vision.HorizontalFlip
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mindspore.dataset.vision.HsvToRgb
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mindspore.dataset.vision.HWC2CHW
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mindspore.dataset.vision.Invert
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mindspore.dataset.vision.LinearTransformation
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mindspore.dataset.vision.MixUp
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mindspore.dataset.vision.MixUpBatch
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mindspore.dataset.vision.Normalize
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mindspore.dataset.vision.NormalizePad
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mindspore.dataset.vision.Pad
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mindspore.dataset.vision.PadToSize
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mindspore.dataset.vision.RandomAdjustSharpness
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mindspore.dataset.vision.RandomAffine
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mindspore.dataset.vision.RandomAutoContrast
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mindspore.dataset.vision.RandomColor
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mindspore.dataset.vision.RandomColorAdjust
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mindspore.dataset.vision.RandomCrop
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mindspore.dataset.vision.RandomCropDecodeResize
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mindspore.dataset.vision.RandomCropWithBBox
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mindspore.dataset.vision.RandomEqualize
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mindspore.dataset.vision.RandomErasing
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mindspore.dataset.vision.RandomGrayscale
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mindspore.dataset.vision.RandomHorizontalFlip
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mindspore.dataset.vision.RandomHorizontalFlipWithBBox
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mindspore.dataset.vision.RandomInvert
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mindspore.dataset.vision.RandomLighting
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mindspore.dataset.vision.RandomPerspective
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mindspore.dataset.vision.RandomPosterize
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mindspore.dataset.vision.RandomResizedCrop
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mindspore.dataset.vision.RandomResizedCropWithBBox
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mindspore.dataset.vision.RandomResize
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mindspore.dataset.vision.RandomResizeWithBBox
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mindspore.dataset.vision.RandomRotation
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mindspore.dataset.vision.RandomSelectSubpolicy
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mindspore.dataset.vision.RandomSharpness
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mindspore.dataset.vision.RandomSolarize
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mindspore.dataset.vision.RandomVerticalFlip
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mindspore.dataset.vision.RandomVerticalFlipWithBBox
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mindspore.dataset.vision.Rescale
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mindspore.dataset.vision.Resize
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mindspore.dataset.vision.ResizeWithBBox
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mindspore.dataset.vision.RgbToHsv
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mindspore.dataset.vision.Rotate
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mindspore.dataset.vision.SlicePatches
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mindspore.dataset.vision.TenCrop
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mindspore.dataset.vision.ToNumpy
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mindspore.dataset.vision.ToPIL
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mindspore.dataset.vision.ToTensor
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mindspore.dataset.vision.ToType
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mindspore.dataset.vision.UniformAugment
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mindspore.dataset.vision.VerticalFlip
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2022-02-11 17:34:24 +08:00
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2022-06-21 11:53:31 +08:00
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工具
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2022-06-23 17:09:29 +08:00
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-----
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2022-02-11 17:34:24 +08:00
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2022-02-15 16:22:46 +08:00
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.. mscnautosummary::
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2022-02-11 17:34:24 +08:00
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:toctree: dataset_vision
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:nosignatures:
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:template: classtemplate.rst
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2022-06-07 15:50:32 +08:00
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mindspore.dataset.vision.AutoAugmentPolicy
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2022-02-11 17:34:24 +08:00
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mindspore.dataset.vision.Border
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mindspore.dataset.vision.ConvertMode
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mindspore.dataset.vision.ImageBatchFormat
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mindspore.dataset.vision.Inter
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mindspore.dataset.vision.SliceMode
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2022-06-14 19:44:33 +08:00
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mindspore.dataset.vision.get_image_num_channels
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mindspore.dataset.vision.get_image_size
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