TotalVariation algorithms, providing a wrap for the external project: https://github.com/albarji/proxTV

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  • License: Apache Software License (Apache License Version 2.0, January 2004 https://www.apache.org/licenses/ TERMS AND CONDITIONS FOR ...)
  • Author: Pablo Hernandez-Cerdan
  • Tags itk, InsightToolkit
  • Requires: Python >=3.8
Classifiers

Project description

https://github.com/InsightSoftwareConsortium/ITKTotalVariation/workflows/Build,%20test,%20package/badge.svg PyPI License

Overview

TotalVariation algorithms. itkProxTVImageFilter provides a wrap for the external project proxTV: https://github.com/albarji/proxTV

ITK provides wrapping for Windows, macOS and Linux:

import itk
Dimension = 3
I = itk.Image[itk.F, Dimension]
reader = itk.ImageFileReader[I].New(FileName=file_name)
reader.Update()
image = reader.GetOutput()
tv = itk.ProxTVImageFilter[I, I].New()
tv.SetInput(image)
tv.SetMaximumNumberOfIterations(10)
tv.SetWeights(100)
tv.Update()
output_file_name="/tmp/tvout.nrrd"
itk.imwrite(tv.GetOutput(), output_file_name)

Examples of 3D image denoised

Original:

https://user-images.githubusercontent.com/3021667/55841022-95524a00-5afb-11e9-92f1-3743c4ddbf4c.png

TotalVariation denoised:

https://user-images.githubusercontent.com/3021667/55841021-94b9b380-5afb-11e9-9961-37072274bd68.png

Original:

https://user-images.githubusercontent.com/3021667/38002434-9fc35d32-3232-11e8-8bfc-a7d9ce6888c7.png

Denoised:

https://user-images.githubusercontent.com/3021667/38002451-b87bed62-3232-11e8-814b-50e8fb0f79cb.png

Installation

To install the binary Python packages:

python -m pip install itk-totalvariation

Since ITK 5.0.0, this module is available in the ITK source tree as a remote module. To enable it, set:

Module_TotalVariation:BOOL=ON

in ITK’s CMake build configuration.

License

This software is distributed under the Apache 2.0 license. Please see the LICENSE file for details.

Project details

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  • License: Apache Software License (Apache License Version 2.0, January 2004 https://www.apache.org/licenses/ TERMS AND CONDITIONS FOR ...)
  • Author: Pablo Hernandez-Cerdan
  • Tags itk, InsightToolkit
  • Requires: Python >=3.8
Classifiers

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