首页 > 解决方案 > 如何在python中将图像写为dicom?

问题描述

我正在尝试从 python 中保存一组 dicom 格式的图像。我只会提取 PixelData 字段,因此我尝试使用最少的代码/标签来完成它。我正在使用 pydicom 读取文件:

ds = dicom.read_file(currentDir + file)
Image = ds.pixel_array 

不幸的是,似乎没有函数 dicom.write_file(filename,header=MakeOneUp)。您能否建议将 numpy 数组写为 dicom 图像的最简单方法,而不依赖于读取 dicom/复制标题。我正在尝试使用此示例进行操作:

from dicom.dataset import Dataset, FileDataset

file_meta = Dataset()
file_meta.MediaStorageSOPClassUID = '1.2.840.10008.5.1.4.1.1.2'
file_meta.MediaStorageSOPInstanceUID = "1.2.3"
file_meta.ImplementationClassUID = "1.2.3.4"

ds = FileDataset(FullPath, {}, file_meta=file_meta, preamble=b"\0" * 128)

ds.PatientName = "Test^Name"
ds.PatientID = "00-000-000"

# Set the transfer syntax
ds.is_little_endian = True
ds.is_implicit_VR = True

# Set creation date/time
dt = datetime.datetime.now()
ds.ContentDate = dt.strftime('%Y%m%d')
timeStr = dt.strftime('%H%M%S.%f')  # long format with micro seconds
ds.ContentTime = timeStr

但是,当我看到图像时,它崩溃了:

ds.PixelData = Image[:,:,l]
# Alternatively 
# ds.pixel_array = np.ascontiguousarray(Image[:,:,l]), but this isn't a standard field?
ds.save_as(FullPath)

这失败并出现错误:如果我尝试这样做

np.ascontiguousarray(Image[:,:,l])

这不会将 dicom.read_file 作为人类可读的数组返回。

谢谢

PS:被要求提供错误回溯。

ds.PixelData = np.ascontiguousarray(Image[:,:,l]) 
ds.save_as(FullPath)

结果是:

Traceback (most recent call last):
  File "/home/m047659/Programs/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2910, in run_code
    exec(code_obj, self.user_global_ns, self.user_ns)
  File "<ipython-input-2-078b166fa765>", line 1, in <module>
    ds.save_as(FullPath)
  File "/home/m047659/Programs/anaconda3/lib/python3.6/site-packages/dicom/dataset.py", line 491, in save_as
    dicom.write_file(filename, self, write_like_original)
  File "/home/m047659/Programs/anaconda3/lib/python3.6/site-packages/dicom/filewriter.py", line 356, in write_file
    write_dataset(fp, dataset)
  File "/home/m047659/Programs/anaconda3/lib/python3.6/site-packages/dicom/filewriter.py", line 200, in write_dataset
    write_data_element(fp, dataset[tag], dataset_encoding)
  File "/home/m047659/Programs/anaconda3/lib/python3.6/contextlib.py", line 99, in __exit__
    self.gen.throw(type, value, traceback)
  File "/home/m047659/Programs/anaconda3/lib/python3.6/site-packages/dicom/tagtools.py", line 21, in tag_in_exception
    raise type(e)(err)
ValueError: Invalid tag (7fe0, 0010): ndarray is not C-contiguous

标签: pythondicom

解决方案


您需要为 PixelData 分配图像的字节字符串表示形式。Image 是一个 numpy 数组,需要转换为字节字符串。

ds.PixelData = Image.tobytes()

您还需要设置其他与图像相关的属性,例如行、列、PixelRepresentation 等,以便正确填充 pixel_array。见http://dicom.nema.org/medical/dicom/2014c/output/chtml/part03/sect_C.7.6.3.html#sect_C.7.6.3.1.3


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