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Class LoadImage

monai/transforms/io/array.py:109–305  ·  view source on GitHub ↗

Load image file or files from provided path based on reader. If reader is not specified, this class automatically chooses readers based on the supported suffixes and in the following order: - User-specified reader at runtime when calling this loader. - User-specified re

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107
108
109class LoadImage(Transform):
110 """
111 Load image file or files from provided path based on reader.
112 If reader is not specified, this class automatically chooses readers
113 based on the supported suffixes and in the following order:
114
115 - User-specified reader at runtime when calling this loader.
116 - User-specified reader in the constructor of `LoadImage`.
117 - Readers from the last to the first in the registered list.
118 - Current default readers: (nii, nii.gz -> NibabelReader), (png, jpg, bmp -> PILReader),
119 (npz, npy -> NumpyReader), (nrrd -> NrrdReader), (DICOM file -> ITKReader).
120
121 Please note that for png, jpg, bmp, and other 2D formats, readers by default swap axis 0 and 1 after
122 loading the array with ``reverse_indexing`` set to ``True`` because the spatial axes definition
123 for non-medical specific file formats is different from other common medical packages.
124
125 See also:
126
127 - tutorial: https://github.com/Project-MONAI/tutorials/blob/master/modules/load_medical_images.ipynb
128
129 """
130
131 def __init__(
132 self,
133 reader=None,
134 image_only: bool = True,
135 dtype: DtypeLike | None = np.float32,
136 ensure_channel_first: bool = False,
137 simple_keys: bool = False,
138 prune_meta_pattern: str | None = None,
139 prune_meta_sep: str = ".",
140 expanduser: bool = True,
141 *args,
142 **kwargs,
143 ) -> None:
144 """
145 Args:
146 reader: reader to load image file and metadata
147 - if `reader` is None, a default set of `SUPPORTED_READERS` will be used.
148 - if `reader` is a string, it's treated as a class name or dotted path
149 (such as ``"monai.data.ITKReader"``), the supported built-in reader classes are
150 ``"ITKReader"``, ``"NibabelReader"``, ``"NumpyReader"``, ``"PydicomReader"``.
151 a reader instance will be constructed with the `*args` and `**kwargs` parameters.
152 - if `reader` is a reader class/instance, it will be registered to this loader accordingly.
153 image_only: if True return only the image MetaTensor, otherwise return image and header dict.
154 dtype: if not None convert the loaded image to this data type.
155 ensure_channel_first: if `True` and loaded both image array and metadata, automatically convert
156 the image array shape to `channel first`. default to `False`.
157 simple_keys: whether to remove redundant metadata keys, default to False for backward compatibility.
158 prune_meta_pattern: combined with `prune_meta_sep`, a regular expression used to match and prune keys
159 in the metadata (nested dictionary), default to None, no key deletion.
160 prune_meta_sep: combined with `prune_meta_pattern`, used to match and prune keys
161 in the metadata (nested dictionary). default is ".", see also :py:class:`monai.transforms.DeleteItemsd`.
162 e.g. ``prune_meta_pattern=".*_code$", prune_meta_sep=" "`` removes meta keys that ends with ``"_code"``.
163 expanduser: if True cast filename to Path and call .expanduser on it, otherwise keep filename as is.
164 args: additional parameters for reader if providing a reader name.
165 kwargs: additional parameters for reader if providing a reader name.
166

Callers 15

__init__Method · 0.90
__init__Method · 0.90
run_training_testFunction · 0.90
run_inference_testFunction · 0.90
test_shapeMethod · 0.90
create_transformFunction · 0.90
test_shapeMethod · 0.90
test_load_imageMethod · 0.90

Calls

no outgoing calls

Tested by 15

run_training_testFunction · 0.72
run_inference_testFunction · 0.72
test_shapeMethod · 0.72
create_transformFunction · 0.72
test_shapeMethod · 0.72
test_load_imageMethod · 0.72
nifti_rwMethod · 0.72
png_rwMethod · 0.72
nrrd_rwMethod · 0.72

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