SimpleITK  
Python/ConnectedThresholdImageFilter.py
1 #! /usr/bin/env python
2 # =========================================================================
3 #
4 # Copyright NumFOCUS
5 #
6 # Licensed under the Apache License, Version 2.0 (the "License");
7 # you may not use this file except in compliance with the License.
8 # You may obtain a copy of the License at
9 #
10 # http://www.apache.org/licenses/LICENSE-2.0.txt
11 #
12 # Unless required by applicable law or agreed to in writing, software
13 # distributed under the License is distributed on an "AS IS" BASIS,
14 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
15 # See the License for the specific language governing permissions and
16 # limitations under the License.
17 #
18 # =========================================================================
19 
20 """ An example script showing the use of the ConnectedThresholdImageFilter """
21 
22 import sys
23 import os
24 import SimpleITK as sitk
25 
26 #
27 # Check Command Line
28 #
29 if len(sys.argv) < 7:
30  print(
31  "Usage: ConnectedThresholdImageFilter inputImage outputImage",
32  "lowerThreshold upperThreshold seedX seedY [seed2X seed2Y ... ]",
33  )
34  sys.exit(1)
35 
36 #
37 # Read the image
38 #
39 reader = sitk.ImageFileReader()
40 reader.SetFileName(sys.argv[1])
41 image = reader.Execute()
42 
43 #
44 # Blur using CurvatureFlowImageFilter
45 #
46 blurFilter = sitk.CurvatureFlowImageFilter()
47 blurFilter.SetNumberOfIterations(5)
48 blurFilter.SetTimeStep(0.125)
49 image = blurFilter.Execute(image)
50 
51 #
52 # Set up ConnectedThresholdImageFilter for segmentation
53 #
54 segmentationFilter = sitk.ConnectedThresholdImageFilter()
55 segmentationFilter.SetLower(float(sys.argv[3]))
56 segmentationFilter.SetUpper(float(sys.argv[4]))
57 segmentationFilter.SetReplaceValue(255)
58 
59 for i in range(5, len(sys.argv) - 1, 2):
60  seed = [int(sys.argv[i]), int(sys.argv[i + 1])]
61  segmentationFilter.AddSeed(seed)
62  print("Adding seed at: ", seed, " with intensity: ", image.GetPixel(*seed))
63 
64 # Run the segmentation filter
65 image = segmentationFilter.Execute(image)
66 image[seed] = 255
67 
68 #
69 # Write out the result
70 #
71 writer = sitk.ImageFileWriter()
72 writer.SetFileName(sys.argv[2])
73 writer.Execute(image)
74 
75 if "SITK_NOSHOW" not in os.environ:
76  sitk.Show(image, "ConntectedThreshold")
itk::simple::Show
void SITKIO_EXPORT Show(const Image &image, const std::string &title="", const bool debugOn=ProcessObject::GetGlobalDefaultDebug())
itk::simple::ImageFileReader
Read an image file and return a SimpleITK Image.
Definition: sitkImageFileReader.h:74
itk::simple::CurvatureFlowImageFilter
Denoise an image using curvature driven flow.
Definition: sitkCurvatureFlowImageFilter.h:71
itk::simple::ConnectedThresholdImageFilter
Label pixels that are connected to a seed and lie within a range of values.
Definition: sitkConnectedThresholdImageFilter.h:41
itk::simple::ImageFileWriter
Write out a SimpleITK image to the specified file location.
Definition: sitkImageFileWriter.h:51