ITK  5.4.0
Insight Toolkit
SphinxExamples/src/Filtering/AnisotropicSmoothing/ComputeCurvatureFlow/Code.py
1 #!/usr/bin/env python
2 
3 # Copyright NumFOCUS
4 #
5 # Licensed under the Apache License, Version 2.0 (the "License");
6 # you may not use this file except in compliance with the License.
7 # You may obtain a copy of the License at
8 #
9 # https://www.apache.org/licenses/LICENSE-2.0.txt
10 #
11 # Unless required by applicable law or agreed to in writing, software
12 # distributed under the License is distributed on an "AS IS" BASIS,
13 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 # See the License for the specific language governing permissions and
15 # limitations under the License.
16 
17 import itk
18 import argparse
19 
20 parser = argparse.ArgumentParser(description="Compute Curvature Flow.")
21 parser.add_argument("input_image")
22 parser.add_argument("output_image")
23 parser.add_argument("number_of_iterations", type=int)
24 parser.add_argument("time_step", type=float)
25 args = parser.parse_args()
26 
27 InputPixelType = itk.F
28 OutputPixelType = itk.UC
29 Dimension = 2
30 
31 InputImageType = itk.Image[InputPixelType, Dimension]
32 OutputImageType = itk.Image[OutputPixelType, Dimension]
33 
34 ReaderType = itk.ImageFileReader[InputImageType]
35 reader = ReaderType.New()
36 reader.SetFileName(args.input_image)
37 
38 FilterType = itk.CurvatureFlowImageFilter[InputImageType, InputImageType]
39 curvatureFlowFilter = FilterType.New()
40 
41 curvatureFlowFilter.SetInput(reader.GetOutput())
42 curvatureFlowFilter.SetNumberOfIterations(args.number_of_iterations)
43 curvatureFlowFilter.SetTimeStep(args.time_step)
44 
45 RescaleFilterType = itk.RescaleIntensityImageFilter[InputImageType, OutputImageType]
46 rescaler = RescaleFilterType.New()
47 rescaler.SetInput(curvatureFlowFilter.GetOutput())
48 
49 outputPixelTypeMinimum = itk.NumericTraits[OutputPixelType].min()
50 outputPixelTypeMaximum = itk.NumericTraits[OutputPixelType].max()
51 
52 rescaler.SetOutputMinimum(outputPixelTypeMinimum)
53 rescaler.SetOutputMaximum(outputPixelTypeMaximum)
54 
55 WriterType = itk.ImageFileWriter[OutputImageType]
56 writer = WriterType.New()
57 writer.SetFileName(args.output_image)
58 writer.SetInput(rescaler.GetOutput())
59 
60 writer.Update()
itk::CurvatureFlowImageFilter
Denoise an image using curvature driven flow.
Definition: itkCurvatureFlowImageFilter.h:96
itk::ImageFileReader
Data source that reads image data from a single file.
Definition: itkImageFileReader.h:75
itk::ImageFileWriter
Writes image data to a single file.
Definition: itkImageFileWriter.h:88
itk::NumericTraits
Define additional traits for native types such as int or float.
Definition: itkNumericTraits.h:59
itk::RescaleIntensityImageFilter
Applies a linear transformation to the intensity levels of the input Image.
Definition: itkRescaleIntensityImageFilter.h:133
itk::Image
Templated n-dimensional image class.
Definition: itkImage.h:88