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python读取Dicom文件的示例详解

作者:北方骑马的萝卜

这篇文章通过示例代码介绍了python读取Dicom文件的方法,代码简单易懂,对大家的学习或工作具有一定的参考借鉴价值,需要的朋友参考下吧

1. pydicom Library

import pydicom
# Read DICOM file
dataset = pydicom.dcmread("path_to_dicom_file.dcm")
# Access metadata and pixel data
patient_name = dataset.PatientName
pixel_array = dataset.pixel_array

2. SimpleITK Library

import SimpleITK as sitk
# Read DICOM file
image = sitk.ReadImage("path_to_dicom_file.dcm")
# Access metadata and pixel data
spacing = image.GetSpacing()
pixel_array = sitk.GetArrayFromImage(image)

3. ITK Library (Insight Toolkit)

import itk
# Read DICOM series
series_reader = itk.ImageSeriesReader.New()
series_reader.SetFileNames("path_to_dicom_series/*.dcm")
series_reader.Update()
# Access metadata and pixel data
image = series_reader.GetOutput()
spacing = image.GetSpacing()
pixel_array = itk.GetArrayViewFromImage(image)

4. GDCM Library (Grassroots DICOM)

import gdcm
# Read DICOM file
file_reader = gdcm.ImageReader()
file_reader.SetFileName("path_to_dicom_file.dcm")
file_reader.Read()
# Access metadata and pixel data
dataset = file_reader.GetImage()
pixel_array = dataset.GetBuffer()
import gdcm
# Read DICOM file
file_reader = gdcm.ImageReader()
file_reader.SetFileName("path_to_dicom_file.dcm")
file_reader.Read()
# Access metadata and pixel data
dataset = file_reader.GetImage()
pixel_array = dataset.GetBuffer()
import os
import SimpleITK as sitk
import numpy as np
# Specify the folder containing DICOM files
folder_path = "path_to_folder_containing_dicom_files"
# Get the list of DICOM files in the folder
dicom_files = [os.path.join(folder_path, file) for file in os.listdir(folder_path) if file.endswith('.dcm')]
# Read the DICOM series
reader = sitk.ImageSeriesReader()
reader.SetFileNames(dicom_files)
image = reader.Execute()
# Convert the 3D image to a NumPy array
volume = sitk.GetArrayFromImage(image)
# Access metadata (same for all DICOM files in the folder)
first_file = dicom_files[0]
first_dataset = sitk.ReadImage(first_file)
patient_name = first_dataset.GetMetaData("PatientName")

到此这篇关于python读取Dicom文件的文章就介绍到这了,更多相关python读取Dicom文件内容请搜索脚本之家以前的文章或继续浏览下面的相关文章希望大家以后多多支持脚本之家!

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