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classpose/src/classpose/wsi_utils.py at main · sohmandal/classpose · GitHub
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import
numpy
as
np
from
PIL
import
Image
from
pylibCZIrw
import
czi
as
pyczi
from
classpose
.
log
import
get_logger
logger
=
get_logger
(
__name__
)
class
CZISlide
:
"""
OpenSlide-like interface for CZI files using pylibCZIrw.
"""
def
__init__
(
self
,
path
:
str
):
"""
Initialize a CZI slide.
Args:
path (str): path to the CZI file.
"""
self
.
_path
=
path
# open_czi returns a context manager, so we have to consume it
self
.
_czi
=
pyczi
.
CziReader
(
path
)
metadata
=
self
.
_czi
.
metadata
[
"ImageDocument"
][
"Metadata"
]
distance
=
metadata
[
"Scaling"
][
"Items"
][
"Distance"
]
mpp_x
=
(
float
([
x
for
x
in
distance
if
x
[
"@Id"
]
==
"X"
][
0
][
"Value"
])
/
1e-6
)
mpp_y
=
(
float
([
x
for
x
in
distance
if
x
[
"@Id"
]
==
"Y"
][
0
][
"Value"
])
/
1e-6
)
logger
.
info
(
f"MPP X:
{
mpp_x
}
, MPP Y:
{
mpp_y
}
"
)
# Build level dimensions (scene 0, channel 0 by default)
bbp
=
self
.
_czi
.
total_bounding_box_no_pyramid
bbp
=
{
"x"
:
bbp
[
"X"
][
0
],
"y"
:
bbp
[
"Y"
][
0
],
"w"
:
bbp
[
"X"
][
1
]
-
bbp
[
"X"
][
0
],
"h"
:
bbp
[
"Y"
][
1
]
-
bbp
[
"Y"
][
0
],
}
bb
=
self
.
_czi
.
total_bounding_box
bounding_rects
=
self
.
_czi
.
scenes_bounding_rectangle
bounding_rect
=
bounding_rects
[
0
]
logger
.
info
(
f"Total bounding box:
{
bb
}
"
)
logger
.
info
(
f"Scenes bounding rectangle:
{
bounding_rect
}
"
)
logger
.
info
(
f"Bounding box (layer 0):
{
bbp
}
"
)
logger
.
info
(
f"Bounding rectangles:
{
bounding_rects
}
"
)
self
.
_x_min
=
bbp
[
"x"
]
self
.
_y_min
=
bbp
[
"y"
]
w
=
bbp
[
"w"
]
h
=
bbp
[
"h"
]
self
.
level_downsamples
=
[
1
,
2
,
4
,
8
,
16
]
self
.
level_dimensions
=
[
(
w
//
ds
,
h
//
ds
)
for
ds
in
self
.
level_downsamples
]
self
.
level_count
=
len
(
self
.
level_dimensions
)
# Expose basic properties
self
.
properties
=
{
"openslide.vendor"
:
"zeiss"
,
"openslide.mpp-x"
:
mpp_x
,
"openslide.mpp-y"
:
mpp_y
,
# we are currently processing bounds internally, so this is set to 0
# to avoid double offset
"openslide.bounds-x"
:
0
,
"openslide.bounds-y"
:
0
,
"openslide.real-bounds-x"
:
-
self
.
_x_min
,
"openslide.real-bounds-y"
:
-
self
.
_y_min
,
}
def
read_region
(
self
,
location
:
tuple
,
level
:
int
,
size
:
tuple
)
->
np
.
ndarray
:
"""
Read a region from the CZI file.
Args:
location (tuple): (x, y) in level-0 pixel coordinates (top-left corner).
level (int): Pyramid level (0 = full resolution).
size (tuple): (width, height) of the region to read.
Returns:
np.ndarray: Array of shape (height, width, channels), dtype uint8.
"""
x
,
y
=
location
w
,
h
=
size
downsample
=
self
.
level_downsamples
[
level
]
# Scale location to level-0 coordinates then offset by CZI origin
roi
=
(
int
(
x
)
+
self
.
_x_min
,
int
(
y
)
+
self
.
_y_min
,
int
(
w
*
downsample
),
int
(
h
*
downsample
),
)
# read() returns a numpy array: (H, W, C) in BGR or BGRA
tile
=
self
.
_czi
.
read
(
roi
=
roi
,
zoom
=
1.0
/
downsample
)
# Resize if the returned shape doesn't exactly match (can happen at edges)
if
tile
.
shape
[:
2
]
!=
(
h
,
w
):
tile
=
np
.
array
(
Image
.
fromarray
(
tile
).
resize
((
w
,
h
)))
# data is BGR, convert to RGB
tile
=
np
.
stack
([
tile
[:, :,
2
],
tile
[:, :,
1
],
tile
[:, :,
0
]],
-
1
)
return
tile
def
get_thumbnail
(
self
,
size
:
tuple
)
->
np
.
ndarray
:
"""
Return a thumbnail of the whole slide.
"""
w
,
h
=
self
.
level_dimensions
[
0
]
thumb_w
,
thumb_h
=
size
zoom
=
min
(
thumb_w
/
w
,
thumb_h
/
h
)
return
self
.
_czi
.
read
(
zoom
=
zoom
)
def
get_best_level_for_downsample
(
self
,
downsample
:
float
)
->
int
:
"""
Get the best level for a given downsample factor.
Args:
downsample (float): Downsample factor.
Returns:
int: Best level.
"""
for
i
,
ds
in
enumerate
(
self
.
level_downsamples
):
if
downsample
<=
ds
:
return
i
return
i
def
close
(
self
):
self
.
_czi
.
close
()
def
__enter__
(
self
):
return
self
def
__exit__
(
self
,
*
args
):
self
.
close
()
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