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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.

Metadata

Release files for itk-totalvariation 1.0.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for itk-totalvariation 1.0.1
File
itk_totalvariation-1.0.1-cp311-abi3-win_amd64.whl CPython 3.11 abi3 Windows x86-64 Details
itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_28_x86_64.whl CPython 3.11 abi3 Linux glibc 2.28+ x86-64 Details
itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_28_aarch64.whl CPython 3.11 abi3 Linux glibc 2.28+ ARM64 Details
itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_17_x86_64.whl CPython 3.11 abi3 Linux glibc 2.17+ x86-64 Details
itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 abi3 Linux glibc 2.17+ x86-64 Details
itk_totalvariation-1.0.1-cp311-abi3-macosx_11_0_arm64.whl CPython 3.11 abi3 macOS 11.0+ ARM64 Details
itk_totalvariation-1.0.1-cp311-abi3-macosx_10_9_x86_64.whl CPython 3.11 abi3 macOS 10.9+ x86-64 Details
itk_totalvariation-1.0.1-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64 Details
itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64 Details
itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_17_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
itk_totalvariation-1.0.1-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
itk_totalvariation-1.0.1-cp310-cp310-macosx_10_9_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details
itk_totalvariation-1.0.1-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
itk_totalvariation-1.0.1-cp39-cp39-manylinux_2_28_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.28+ x86-64 Details
itk_totalvariation-1.0.1-cp39-cp39-manylinux_2_28_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.28+ ARM64 Details
itk_totalvariation-1.0.1-cp39-cp39-manylinux_2_17_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
itk_totalvariation-1.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
itk_totalvariation-1.0.1-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
itk_totalvariation-1.0.1-cp39-cp39-macosx_10_9_x86_64.whl CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details
itk_totalvariation-1.0.1-cp38-cp38-win_amd64.whl CPython 3.8 CPython 3.8 Windows x86-64 Details
itk_totalvariation-1.0.1-cp38-cp38-manylinux_2_28_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.28+ x86-64 Details
itk_totalvariation-1.0.1-cp38-cp38-manylinux_2_28_aarch64.whl CPython 3.8 CPython 3.8 Linux glibc 2.28+ ARM64 Details
itk_totalvariation-1.0.1-cp38-cp38-manylinux_2_17_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
itk_totalvariation-1.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
itk_totalvariation-1.0.1-cp38-cp38-macosx_10_9_x86_64.whl CPython 3.8 CPython 3.8 macOS 10.9+ x86-64 Details

Total release size: 35.0 MB

Release files / itk_totalvariation-1.0.1-cp311-abi3-win_amd64.whl

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Size 547.0 kB
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Release files / itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_28_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_28_aarch64.whl

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Release files / itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_17_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL itk_totalvariation-1.0.1-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / itk_totalvariation-1.0.1-cp311-abi3-macosx_11_0_arm64.whl

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Release files / itk_totalvariation-1.0.1-cp311-abi3-macosx_10_9_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp310-cp310-win_amd64.whl

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Release files / itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_28_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_28_aarch64.whl

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Size 2.1 MB
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Release files / itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_17_x86_64.whl

Download URL itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_17_x86_64.whl
Size 688.0 kB
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Release files / itk_totalvariation-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp310-cp310-macosx_11_0_arm64.whl

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Release files / itk_totalvariation-1.0.1-cp310-cp310-macosx_10_9_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp39-cp39-win_amd64.whl

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Size 548.1 kB
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Release files / itk_totalvariation-1.0.1-cp39-cp39-manylinux_2_28_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp39-cp39-manylinux_2_28_aarch64.whl

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Release files / itk_totalvariation-1.0.1-cp39-cp39-manylinux_2_17_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp39-cp39-macosx_11_0_arm64.whl

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Release files / itk_totalvariation-1.0.1-cp38-cp38-win_amd64.whl

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Release files / itk_totalvariation-1.0.1-cp38-cp38-manylinux_2_28_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp38-cp38-manylinux_2_28_aarch64.whl

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Release files / itk_totalvariation-1.0.1-cp38-cp38-manylinux_2_17_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / itk_totalvariation-1.0.1-cp38-cp38-macosx_10_9_x86_64.whl

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Release history Release notifications | RSS feed

This release

1.0.1 This release

27 release files

0.2.3

15 release files

0.2.2

12 release files

0.2.1

11 release files

0.2.0

12 release files

0.1.0

10 release files

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