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Michiel Cottaar
fslpy
Commits
b3a82c7b
Commit
b3a82c7b
authored
5 years ago
by
Paul McCarthy
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ENH: New image.roi module for extracting image ROI/expanding FOV
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fsl/utils/image/roi.py
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b3a82c7b
#!/usr/bin/env python
#
# roi.py - Extract an ROI of an image.
#
# Author: Paul McCarthy <pauldmccarthy@gmail.com>
#
"""
This module provides the :func:`roi` function, which can be used to extract
a region-of-interest from, or expand the field-of-view of, an :class:`.Image`.
"""
import
numpy
as
np
import
fsl.data.image
as
fslimage
import
fsl.utils.transform
as
transform
def
_normaliseBounds
(
shape
,
bounds
):
"""
Adjust the given ``bounds`` so that it is compatible with the given
``shape``.
Bounds must be specified for at least three dimensions - if the shape
has more than three dimensions, additional bounds are added.
A :exc:`ValueError` is raised if the provided bounds are invalid.
:arg bounds: Sequence of ``(lo, hi)`` bounds - see :func:`roi`.
:returns: An adjusted sequence of bounds.
"""
bounds
=
list
(
bounds
)
if
len
(
bounds
)
<
3
:
raise
ValueError
(
''
)
if
len
(
bounds
)
>
len
(
shape
):
raise
ValueError
(
''
)
for
b
in
bounds
:
if
len
(
b
)
!=
2
or
b
[
0
]
>=
b
[
1
]:
raise
ValueError
(
''
)
if
len
(
bounds
)
<
len
(
shape
):
for
s
in
shape
[
len
(
bounds
):]:
bounds
.
append
((
0
,
s
))
return
bounds
def
roi
(
image
,
bounds
):
"""
Extract an ROI from the given ``image`` according to the given
``bounds``.
This function can also be used to pad, or expand the field-of-view, of an
image, by passing in negative low bound values, or high bound values which
are larger than the image shape. The padded region will contain zeroes.
:arg image: :class:`.Image` object
:arg bounds: Must be a sequence of tuples, containing the low/high bounds
for each voxel dimension, where the low bound is *inclusive*,
and the high bound is *exclusive*. For 4D images, the bounds
for the fourth dimension are optional.
:returns: A new :class:`.Image` object containing the region specified
by the ``bounds``.
"""
bounds
=
_normaliseBounds
(
image
.
shape
,
bounds
)
newshape
=
[
hi
-
lo
for
lo
,
hi
in
bounds
]
oldslc
=
[]
newslc
=
[]
# Figure out how to slice the input image
# data array, and the corresponding slice
# in the output data array.
for
(
lo
,
hi
),
oldlen
,
newlen
in
zip
(
bounds
,
image
.
shape
,
newshape
):
oldlo
=
max
(
lo
,
0
)
oldhi
=
min
(
hi
,
oldlen
)
newlo
=
max
(
0
,
-
lo
)
newhi
=
newlo
+
(
oldhi
-
oldlo
)
oldslc
.
append
(
slice
(
oldlo
,
oldhi
))
newslc
.
append
(
slice
(
newlo
,
newhi
))
oldslc
=
tuple
(
oldslc
)
newslc
=
tuple
(
newslc
)
# Copy the ROI into the new data array
newdata
=
np
.
zeros
(
newshape
,
dtype
=
image
.
dtype
)
newdata
[
newslc
]
=
image
.
data
[
oldslc
]
# Create a new affine for the ROI,
# with an appropriate offset along
# each spatial dimension
oldaff
=
image
.
voxToWorldMat
offset
=
[
lo
for
lo
,
hi
in
bounds
[:
3
]]
offset
=
transform
.
scaleOffsetXform
([
1
,
1
,
1
],
offset
)
newaff
=
transform
.
concat
(
oldaff
,
offset
)
return
fslimage
.
Image
(
newdata
,
xform
=
newaff
,
header
=
image
.
header
,
name
=
image
.
name
+
'
_roi
'
)
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