This module import functions for Geometric Transformation Filters

image_wralea.interpolation.interpolation.crop(img, xmin, ymin, xmax, ymax)[source]
image_wralea.interpolation.interpolation.resample(img, transformation, order=1, output_shape=None, output_voxels=None, mode='constant', cval=0.0, prefilter=True)[source]

It resamples a 2-D or 3-D image using a 4*4 transformation matrix or a deformation field .

The value of a point in the result image is determined by spline interpolation of the requested order.

Parameters:
  • img
  • transformation (array) - Matrix 4x4 or deformation field
  • order (int) - optional

order corresponds to the degree of a polynomial used to the spline interpolation By default, order = 1 (linear interpolation)

  • output_shape (tuple) - optional

The output shape can optionally be given. By default, it is equal to the input shape

  • output_type (tuple) - optional

The output data type can optionally be given. By default, it is equal to the input data type

  • output_voxels (tuple) - optional

The output voxels size can optionally be given. By default, it is equal to the input voxels size

  • mode (string) - optional

Points outside the boundaries of the input are filled according to the given mode ("constant", "nearest", "reflect" or "wrap") By default, the given mode is "constant"

  • prefilter (boolean) - optional

The parameter prefilter determines if the input is pre-filtered before interpolation (necessary for spline interpolation of order > 1) If False it is assumed that the input is already filtered

Returns Type:image resampled by the transformation
image_wralea.interpolation.interpolation.wra_rotate(img, angle, axes, reshape, output, order, mode, cval, prefilter)[source]

Rotate an array.

The array is rotated in the plane defined by the two axes given by the axes parameter using spline interpolation of the requested order.

input : ndarray
The input array.
angle : float
The rotation angle in degrees.
axes : tuple of 2 ints, optional
The two axes that define the plane of rotation. Default is the first two axes.
reshape : bool, optional
If reshape is true, the output shape is adapted so that the input array is contained completely in the output. Default is True.
output : ndarray or dtype, optional
The array in which to place the output, or the dtype of the returned array.
order : int, optional
The order of the spline interpolation, default is 3. The order has to be in the range 0-5.
mode : str, optional
Points outside the boundaries of the input are filled according to the given mode ('constant', 'nearest', 'reflect' or 'wrap'). Default is 'constant'.
cval : scalar, optional
Value used for points outside the boundaries of the input if mode='constant'. Default is 0.0
prefilter : bool, optional
The parameter prefilter determines if the input is pre-filtered with spline_filter before interpolation (necessary for spline interpolation of order > 1). If False, it is assumed that the input is already filtered. Default is True.
rotate : ndarray or None
The rotated input. If output is given as a parameter, None is returned.
image_wralea.interpolation.interpolation.wra_shift(img, shift, output, order, mode, cval, prefilter)[source]

Shift an array.

The array is shifted using spline interpolation of the requested order. Points outside the boundaries of the input are filled according to the given mode.

input : ndarray
The input array.
shift : float or sequence, optional
The shift along the axes. If a float, shift is the same for each axis. If a sequence, shift should contain one value for each axis.
output : ndarray or dtype, optional
The array in which to place the output, or the dtype of the returned array.
order : int, optional
The order of the spline interpolation, default is 3. The order has to be in the range 0-5.
mode : str, optional
Points outside the boundaries of the input are filled according to the given mode ('constant', 'nearest', 'reflect' or 'wrap'). Default is 'constant'.
cval : scalar, optional
Value used for points outside the boundaries of the input if mode='constant'. Default is 0.0
prefilter : bool, optional
The parameter prefilter determines if the input is pre-filtered with spline_filter before interpolation (necessary for spline interpolation of order > 1). If False, it is assumed that the input is already filtered. Default is True.
shift : ndarray or None
The shifted input. If output is given as a parameter, None is returned.
image_wralea.interpolation.interpolation.wra_zoom(img, zoom, output, order, mode, cval, prefilter)[source]

Zoom an array.

The array is zoomed using spline interpolation of the requested order.

input : ndarray
The input array.
zoom : float or sequence, optional
The zoom factor along the axes. If a float, zoom is the same for each axis. If a sequence, zoom should contain one value for each axis.
output : ndarray or dtype, optional
The array in which to place the output, or the dtype of the returned array.
order : int, optional
The order of the spline interpolation, default is 3. The order has to be in the range 0-5.
mode : str, optional
Points outside the boundaries of the input are filled according to the given mode ('constant', 'nearest', 'reflect' or 'wrap'). Default is 'constant'.
cval : scalar, optional
Value used for points outside the boundaries of the input if mode='constant'. Default is 0.0
prefilter : bool, optional
The parameter prefilter determines if the input is pre-filtered with spline_filter before interpolation (necessary for spline interpolation of order > 1). If False, it is assumed that the input is already filtered. Default is True.
zoom : ndarray or None
The zoomed input. If output is given as a parameter, None is returned.

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