Proposals:Integration with R Language: Difference between revisions
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(New page: __TOC__ = Background = This page hosts discussions on how to integrate functionalities of ITK with '''R''' language (http://www.r-project.org/) = Suggested Implementation = == Data Bri...) |
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This page hosts discussions on how to integrate functionalities of ITK with '''R''' language (http://www.r-project.org/) | This page hosts discussions on how to integrate functionalities of ITK with '''R''' language (http://www.r-project.org/) | ||
= Suggested | |||
A reference for this effort is the integration of '''R''' in the Titan package (based on VTK). | |||
https://www.kitware.com/InfovisWiki/index.php/R_Titan_Integration | |||
= Use Cases = | |||
* Statistical Segmentation of Images | |||
** Multi-modality segmentation | |||
* Statistical Analysis of features extracted from images | |||
** Group registration | |||
** Atlas based segmentation | |||
* Segmentation of Images/Volumes using ITK | |||
** Multi-dimensional array(s) pre-existing in '''R''' | |||
** Results are passed back into '''R''' | |||
** Visualization of results in ITK (through '''R'''?) | |||
* Registration of Images/Volumes using ITK | |||
** Multi-dimensional array(s) pre-existing in '''R''' | |||
** Results are passed back into '''R''' | |||
** Visualization of results in ITK (through '''R'''?) | |||
= Suggested Implementations = | |||
== Data Bridge == | == Data Bridge == | ||
Line 11: | Line 32: | ||
Making some ITK data structures visible from '''R''' by converting or adapting them to '''R''' vectors. And conversely, adapting '''R''' vectors into ITK data structures. | Making some ITK data structures visible from '''R''' by converting or adapting them to '''R''' vectors. And conversely, adapting '''R''' vectors into ITK data structures. | ||
=== Candidate ITK classes === | |||
* itk::FixedArray (and derived classes) | |||
** itk::Point | |||
** itk::Vector | |||
** itk::Index | |||
** itk::Offset | |||
** itk::CovariantVector | |||
** itk::RGBPixel | |||
** itk::RGBAPixel | |||
* itk::VariableLenghtVector | |||
* itk::Matrix | |||
* itk::Containers | |||
** itk::VectorContainer | |||
** itk::MapContainer | |||
* itk::Image | |||
** itk::PixelContainer | |||
* itk::Sample | |||
* itk::KdTree | |||
=== Candidate STL classes === | |||
* STL Containers | * STL Containers | ||
** std::list | ** std::list | ||
Line 30: | Line 59: | ||
** std::map | ** std::map | ||
** std::set | ** std::set | ||
== Wrapping (WrapITK) == | |||
Adapting the wrapping process of WrapITK in order to expose ITK functionalities from R. | |||
== R Interface Examples with other languages == | |||
* http://www.omegahat.org/RSPerl/ | |||
* http://www.omegahat.org/RSPython/ | |||
* http://www.omegahat.org/GccTranslationUnit/ | |||
* http://www.omegahat.org/Combinations/ | |||
* http://dirk.eddelbuettel.com/code/rcpp.html |
Latest revision as of 15:46, 10 August 2009
Background
This page hosts discussions on how to integrate functionalities of ITK with R language (http://www.r-project.org/)
A reference for this effort is the integration of R in the Titan package (based on VTK).
https://www.kitware.com/InfovisWiki/index.php/R_Titan_Integration
Use Cases
- Statistical Segmentation of Images
- Multi-modality segmentation
- Statistical Analysis of features extracted from images
- Group registration
- Atlas based segmentation
- Segmentation of Images/Volumes using ITK
- Multi-dimensional array(s) pre-existing in R
- Results are passed back into R
- Visualization of results in ITK (through R?)
- Registration of Images/Volumes using ITK
- Multi-dimensional array(s) pre-existing in R
- Results are passed back into R
- Visualization of results in ITK (through R?)
Suggested Implementations
Data Bridge
Making some ITK data structures visible from R by converting or adapting them to R vectors. And conversely, adapting R vectors into ITK data structures.
Candidate ITK classes
- itk::FixedArray (and derived classes)
- itk::Point
- itk::Vector
- itk::Index
- itk::Offset
- itk::CovariantVector
- itk::RGBPixel
- itk::RGBAPixel
- itk::VariableLenghtVector
- itk::Matrix
- itk::Containers
- itk::VectorContainer
- itk::MapContainer
- itk::Image
- itk::PixelContainer
- itk::Sample
- itk::KdTree
Candidate STL classes
- STL Containers
- std::list
- std::queue
- std::map
- std::set
Wrapping (WrapITK)
Adapting the wrapping process of WrapITK in order to expose ITK functionalities from R.