[ITK] How to using SimpleITK to access and change the voxel value without touch the metadata
Yaniv, Ziv Rafael (NIH/NLM/LHC) [C]
zivrafael.yaniv at nih.gov
Wed Nov 29 10:13:22 EST 2017
Hello Po-Yu Kao,
The step you are missing is that you need to explicitly copy the meta-data information from your original image, the function is CopyInformation(). This assumes that you did not change any spatial information (padded the numpy array as part of your processing which implies a change in the spatial region occupied by the image etc.).
Your code should look something like this:
ct_img = sitk.ReadImage(ct_scan_path)
nda = sitk.GetArrayFromImage(ct_img)
# Do some work on the numpy array nda
img_preprocessed = sitk.GetImageFromArray(nda_preprocessed)
img_preprocessed.CopyInformation(ct_img)
If you did change some spatial aspects of the image in your numpy code then you will need to set them manually:
img_preprocessed.SetSpacing(new_spacing)
img_preprocessed.SetOrigin(new_origin)
img_preprocessed.SetDirection(new_direction)
We are moving away from the mailing to a discourse forum: https://discourse.itk.org/
Please post future questions on that forum.
regards
Ziv
From: Po-Yu Kao <poyu_kao at ucsb.edu>
Date: Tuesday, November 28, 2017 at 9:41 PM
To: "community at itk.org" <community at itk.org>
Subject: [ITK] How to using SimpleITK to access and change the voxel value without touch the metadata
Hello,
I am using SimpleITK library in python 2.7.
I want to do some basic preprocessing on CT scans with nii.gz. format. For example, I use img = sitk.ReadImage(ct_scan_path) to read the image, and then use nda = sitk.GetArrayFromImage(ct_img) to access n-dimensional numpy array. Then, I do some preprocessing steps on this n-dimensional numpy, and save it back to the image format by using img_preprocessed = sitk.GetImageFromArray(nda_preprocessed). However, when I check the metadata of these two images, it gives me different values which are showed below.
Does anyone know how to copy all the metadata from the original image to another image? or Does anyone know how to access and change the voxel value of the image without touching the metadata?
Original Image:
print img
Image (0x4237b40)
RTTI typeinfo: itk::Image<float, 3u>
Reference Count: 1
Modified Time: 3601
Debug: Off
Object Name:
Observers:
none
Source: (none)
Source output name: (none)
Release Data: Off
Data Released: False
Global Release Data: Off
PipelineMTime: 3578
UpdateMTime: 3600
RealTimeStamp: 0 seconds
LargestPossibleRegion:
Dimension: 3
Index: [0, 0, 0]
Size: [512, 512, 37]
BufferedRegion:
Dimension: 3
Index: [0, 0, 0]
Size: [512, 512, 37]
RequestedRegion:
Dimension: 3
Index: [0, 0, 0]
Size: [512, 512, 37]
Spacing: [0.488281, 0.488281, 5]
Origin: [-114, 294.012, 21.82]
Direction:
1 0 0
0 -1 0
0 0 1
IndexToPointMatrix:
0.488281 0 0
0 -0.488281 0
0 0 5
PointToIndexMatrix:
2.048 0 0
0 -2.048 0
0 0 0.2
Inverse Direction:
1 0 0
0 -1 0
0 0 1
PixelContainer:
ImportImageContainer (0x398e780)
RTTI typeinfo: itk::ImportImageContainer<unsigned long, float>
Reference Count: 1
Modified Time: 3597
Debug: Off
Object Name:
Observers:
none
Pointer: 0x7f6ef9225010
Container manages memory: true
Size: 9699328
Capacity: 9699328
Preprocessed Image:
Image (0x3857e60)
RTTI typeinfo: itk::Image<float, 3u>
Reference Count: 1
Modified Time: 3605
Debug: Off
Object Name:
Observers:
none
Source: (none)
Source output name: (none)
Release Data: Off
Data Released: False
Global Release Data: Off
PipelineMTime: 0
UpdateMTime: 0
RealTimeStamp: 0 seconds
LargestPossibleRegion:
Dimension: 3
Index: [0, 0, 0]
Size: [512, 512, 37]
BufferedRegion:
Dimension: 3
Index: [0, 0, 0]
Size: [512, 512, 37]
RequestedRegion:
Dimension: 3
Index: [0, 0, 0]
Size: [512, 512, 37]
Spacing: [1, 1, 1]
Origin: [0, 0, 0]
Direction:
1 0 0
0 1 0
0 0 1
IndexToPointMatrix:
1 0 0
0 1 0
0 0 1
PointToIndexMatrix:
1 0 0
0 1 0
0 0 1
Inverse Direction:
1 0 0
0 1 0
0 0 1
PixelContainer:
ImportImageContainer (0x39856c0)
RTTI typeinfo: itk::ImportImageContainer<unsigned long, float>
Reference Count: 1
Modified Time: 3606
Debug: Off
Object Name:
Observers:
none
Pointer: 0x7f6ef4823010
Container manages memory: true
Size: 9699328
Capacity: 9699328
-------------- next part --------------
An HTML attachment was scrubbed...
URL: <http://public.kitware.com/pipermail/community/attachments/20171129/1bd4a02f/attachment-0001.html>
More information about the Community
mailing list