SimpleITK  
Python/ConnectedThresholdImageFilter.py
1 """=========================================================================
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 ' http://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 '========================================================================="""
18 
19 import SimpleITK as sitk
20 import sys
21 import os
22 
23 #
24 # Check Command Line
25 #
26 if len(sys.argv) < 7:
27  print(
28  "Usage: ConnectedThresholdImageFilter inputImage outputImage",
29  "lowerThreshold upperThreshold seedX seedY [seed2X seed2Y ... ]",
30  )
31  sys.exit(1)
32 
33 #
34 # Read the image
35 #
36 reader = sitk.ImageFileReader()
37 reader.SetFileName(sys.argv[1])
38 image = reader.Execute()
39 
40 #
41 # Blur using CurvatureFlowImageFilter
42 #
43 blurFilter = sitk.CurvatureFlowImageFilter()
44 blurFilter.SetNumberOfIterations(5)
45 blurFilter.SetTimeStep(0.125)
46 image = blurFilter.Execute(image)
47 
48 #
49 # Set up ConnectedThresholdImageFilter for segmentation
50 #
51 segmentationFilter = sitk.ConnectedThresholdImageFilter()
52 segmentationFilter.SetLower(float(sys.argv[3]))
53 segmentationFilter.SetUpper(float(sys.argv[4]))
54 segmentationFilter.SetReplaceValue(255)
55 
56 for i in range(5, len(sys.argv) - 1, 2):
57  seed = [int(sys.argv[i]), int(sys.argv[i + 1])]
58  segmentationFilter.AddSeed(seed)
59  print("Adding seed at: ", seed, " with intensity: ", image.GetPixel(*seed))
60 
61 # Run the segmentation filter
62 image = segmentationFilter.Execute(image)
63 image[seed] = 255
64 
65 #
66 # Write out the result
67 #
68 writer = sitk.ImageFileWriter()
69 writer.SetFileName(sys.argv[2])
70 writer.Execute(image)
71 
72 if "SITK_NOSHOW" not in os.environ:
73  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