Image registration routines for Imagedata

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  • License: MIT License
  • Author: Erling Andersen
  • Maintainer: Erling Andersen
  • Tags python , medical , imaging , image registration
  • Requires: Python <3.15, >=3.10
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Helper modules to do image registration for Imagedata Series objects.

Available modules

NPreg

NPreg by Erlend Hodneland is implemented in Python, and available as a self-supported PyPi package. There are three implementations of NPreg:

  • Pure Python/NumPy code. Source code will run on any Python platform.

  • Cython code. Binary code compiled for supported platforms.

  • CuPy/CUDA code. Source code which will run on platforms with a working CuPy and CUDA Toolkit.

FSL

FSL (https://fsl.fmrib.ox.ac.uk/fsl/fslwiki/FSL) has several methods for image registration. Using FSL image registration from Python requires the FSL interface from nipype, as well as a the FSL executables. Each FSL method may have different requirements. The common factor is that FSL methods will read and write NIfTI image files.

A function register_fsl is provided here. This function will register a moving Series to a fixed Series. The default registration method is fsl.MCFLIRT. The function will accept other registration methods.

ITK-Elastix

The popular Elastix GUI is based on the C++ ITK image registration routines. Like the FSL methods, there are numerous Elastix methods available, all with different requirements. The itk-elastix (https://github.com/InsightSoftwareConsortium/ITKElastix) Python library is one particular interface to the Elastix/ITK routines.

Prerequisites

NPreg on CUDA GPU

imagedata-registration will benefit from a CUDA GPU. If this is available, install CuPy (https://docs.cupy.dev).

FSL

The imagedata-registration FSL module is a wrapper around the official FSL tools. A native FSL installation is required on the host computer.

ITK-Elastix

ITK-Elastix is installed automatically as a dependency for this package.

Installation

pip install imagedata-registration

Examples

NPreg examples

FSL examples

ITK-Elastix examples

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  • License: MIT License
  • Author: Erling Andersen
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  • Tags python , medical , imaging , image registration
  • Requires: Python <3.15, >=3.10
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