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b/ants/ops/crop_image.py |
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__all__ = ['crop_image', |
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'crop_indices', |
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'decrop_image'] |
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import ants |
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from ants.decorators import image_method |
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from ants.internal import get_lib_fn |
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@image_method |
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def crop_image(image, label_image=None, label=1): |
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""" |
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Use a label image to crop a smaller ANTsImage from within a larger ANTsImage |
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ANTsR function: `cropImage` |
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Arguments |
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--------- |
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image : ANTsImage |
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image to crop |
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label_image : ANTsImage |
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image with label values. If not supplied, estimated from data. |
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label : integer |
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the label value to use |
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Returns |
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------- |
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ANTsImage |
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Example |
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------- |
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>>> import ants |
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>>> fi = ants.image_read( ants.get_ants_data('r16') ) |
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>>> cropped = ants.crop_image(fi) |
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>>> fi2 = ants.merge_channels([fi,fi]) |
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>>> cropped2 = ants.crop_image(fi2) |
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>>> cropped = ants.crop_image(fi, fi, 100 ) |
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""" |
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if image.has_components: |
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return ants.merge_channels([crop_image(img, label_image, label) for img in ants.split_channels(image)], |
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channels_first=image.channels_first) |
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inpixeltype = image.pixeltype |
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ndim = image.dimension |
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if image.pixeltype != 'float': |
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image = image.clone('float') |
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if label_image is None: |
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label_image = ants.get_mask(image) |
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if label_image.pixeltype != 'float': |
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label_image = label_image.clone('float') |
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libfn = get_lib_fn('cropImage') |
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itkimage = libfn(image.pointer, label_image.pointer, label, 0, [], []) |
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return ants.from_pointer(itkimage).clone(inpixeltype) |
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@image_method |
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def crop_indices(image, lowerind, upperind): |
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""" |
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Create a proper ANTsImage sub-image by indexing the image with indices. |
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This is similar to but different from array sub-setting in that |
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the resulting sub-image can be decropped back into its place without |
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having to store its original index locations explicitly. |
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ANTsR function: `cropIndices` |
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Arguments |
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--------- |
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image : ANTsImage |
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image to crop |
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lowerind : list/tuple of integers |
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vector of lower index, should be length image dimensionality |
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upperind : list/tuple of integers |
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vector of upper index, should be length image dimensionality |
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Returns |
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------- |
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ANTsImage |
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Example |
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------- |
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>>> import ants |
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>>> fi = ants.image_read( ants.get_ants_data("r16")) |
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>>> cropped = ants.crop_indices( fi, (10,10), (100,100) ) |
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>>> cropped = ants.smooth_image( cropped, 5 ) |
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>>> decropped = ants.decrop_image( cropped, fi ) |
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""" |
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if image.has_components: |
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return ants.merge_channels([crop_indices(img, lowerind, upperind) for img in ants.split_channels(image)], |
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channels_first=image.channels_first) |
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inpixeltype = 'float' |
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if image.pixeltype != 'float': |
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inpixeltype = image.pixeltype |
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image = image.clone('float') |
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if (image.dimension != len(lowerind)) or (image.dimension != len(upperind)): |
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raise ValueError('image dimensionality and index length must match') |
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libfn = get_lib_fn('cropImage') |
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itkimage = libfn(image.pointer, image.pointer, 1, 2, lowerind, upperind) |
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ants_image = ants.from_pointer(itkimage) |
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if inpixeltype != 'float': |
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ants_image = ants_image.clone(inpixeltype) |
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return ants_image |
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@image_method |
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def decrop_image(cropped_image, full_image): |
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""" |
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The inverse function for `ants.crop_image` |
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ANTsR function: `decropImage` |
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Arguments |
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--------- |
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cropped_image : ANTsImage |
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cropped image |
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full_image : ANTsImage |
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image in which the cropped image will be put back |
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Returns |
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------- |
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ANTsImage |
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Example |
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------- |
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>>> import ants |
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>>> fi = ants.image_read(ants.get_ants_data('r16')) |
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>>> mask = ants.get_mask(fi) |
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>>> cropped = ants.crop_image(fi, mask, 1) |
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>>> cropped = ants.smooth_image(cropped, 1) |
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>>> decropped = ants.decrop_image(cropped, fi) |
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""" |
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inpixeltype = 'float' |
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if cropped_image.pixeltype != 'float': |
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inpixeltype= cropped_image.pixeltype |
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cropped_image = cropped_image.clone('float') |
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if full_image.pixeltype != 'float': |
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full_image = full_image.clone('float') |
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libfn = get_lib_fn('cropImage') |
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itkimage = libfn(cropped_image.pointer, full_image.pointer, 1, 1, [], []) |
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ants_image = ants.from_pointer(itkimage) |
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if inpixeltype != 'float': |
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ants_image = ants_image.clone(inpixeltype) |
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return ants_image |
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