ITK  5.4.0
Insight Toolkit
SphinxExamples/src/Filtering/Thresholding/ThresholdAnImageUsingOtsu/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="Threshold An Image Using Otsu.")
21 parser.add_argument("input_image")
22 parser.add_argument("output_image")
23 parser.add_argument("number_of_histogram_bins", type=int)
24 parser.add_argument("number_of_thresholds", type=int)
25 parser.add_argument("label_offset", type=int)
26 args = parser.parse_args()
27 
28 PixelType = itk.UC
29 Dimension = 2
30 
31 ImageType = itk.Image[PixelType, Dimension]
32 
33 reader = itk.ImageFileReader[ImageType].New()
34 reader.SetFileName(args.input_image)
35 
36 thresholdFilter = itk.OtsuMultipleThresholdsImageFilter[ImageType, ImageType].New()
37 thresholdFilter.SetInput(reader.GetOutput())
38 
39 thresholdFilter.SetNumberOfHistogramBins(args.number_of_histogram_bins)
40 thresholdFilter.SetNumberOfThresholds(args.number_of_thresholds)
41 thresholdFilter.SetLabelOffset(args.label_offset)
42 
43 rescaler = itk.RescaleIntensityImageFilter[ImageType, ImageType].New()
44 rescaler.SetInput(thresholdFilter.GetOutput())
45 rescaler.SetOutputMinimum(0)
46 rescaler.SetOutputMaximum(255)
47 
48 writer = itk.ImageFileWriter[ImageType].New()
49 writer.SetFileName(args.output_image)
50 writer.SetInput(rescaler.GetOutput())
51 
52 writer.Update()
itk::OtsuMultipleThresholdsImageFilter
Threshold an image using multiple Otsu Thresholds.
Definition: itkOtsuMultipleThresholdsImageFilter.h:61
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::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
New
static Pointer New()