Models:
Samuel Callahan
SCallahan/
ANTsPy
0
Downloads: 1
[5d12a0]: / src / antsImage.cxx

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#include <nanobind/nanobind.h>

#include <nanobind/stl/vector.h>

#include <nanobind/stl/string.h>

#include <nanobind/stl/tuple.h>

#include <nanobind/stl/list.h>

#include <nanobind/ndarray.h>

#include <nanobind/stl/shared_ptr.h>



#include <iostream>

#include <fstream>

#include <cstdio>

#include "itkPyBuffer.h"

#include "itkImageIOBase.h"

#include "itkImage.h"

#include "itkImageFileWriter.h"

#include "itkImageIOBase.h"

#include "itkNiftiImageIOFactory.h"

#include "itkMetaImageIOFactory.h"

#include "itkImageFileReader.h"

#include "itkImage.h"

#include <iostream>



#include "antsImage.h"





namespace nb = nanobind;

using namespace nb::literals;



template <typename ImageType>

nb::object toNumpy( AntsImage<ImageType> & myPointer )

{

    typename ImageType::Pointer image = myPointer.ptr;

    typedef itk::PyBuffer<ImageType> PyBufferType;

    PyObject * itkArray = PyBufferType::_GetArrayViewFromImage( image );

    nb::object itkArrayObject = nb::steal( itkArray );

    return itkArrayObject;

}





std::string ptrstr2(void * c)

{

    std::stringstream ss;

    ss << (void const *)c;

    std::string s = ss.str();

    return s;

}





/*

The return value (const char * file) from this function should be able to go

through the following code block without segfaulting. This is what ANTs uses

to convert back to an itk image.



void *             ptr;

sscanf(file, "%p", (void **)&ptr);

typename ImageType::Pointer newImage = *(static_cast<typename ImageType::Pointer *>(ptr));

*/

template <typename ImageType>

std::string ptrstr(AntsImage<ImageType> & myPointer)

{

    typename ImageType::Pointer * itkImage = & myPointer.ptr;

    std::stringstream ss;

    ss << (void const *)itkImage;

    std::string s = ss.str();

    return s;

}



void local_antsImage(nb::module_ &m) {



    m.def("ptrstr",  &ptrstr<itk::Image<unsigned char,2>>);

    m.def("ptrstr",  &ptrstr<itk::Image<unsigned char,3>>);

    m.def("ptrstr",  &ptrstr<itk::Image<unsigned char,4>>);

    m.def("ptrstr",  &ptrstr<itk::Image<unsigned int,2>>);

    m.def("ptrstr",  &ptrstr<itk::Image<unsigned int,3>>);

    m.def("ptrstr",  &ptrstr<itk::Image<unsigned int,4>>);

    m.def("ptrstr",   &ptrstr<itk::Image<float,2>>);

    m.def("ptrstr",   &ptrstr<itk::Image<float,3>>);

    m.def("ptrstr",   &ptrstr<itk::Image<float,4>>);

    m.def("ptrstr",   &ptrstr<itk::Image<double,2>>);

    m.def("ptrstr",   &ptrstr<itk::Image<double,3>>);

    m.def("ptrstr",   &ptrstr<itk::Image<double,4>>);

    m.def("ptrstr", &ptrstr<itk::VectorImage<unsigned char,2>>);

    m.def("ptrstr", &ptrstr<itk::VectorImage<unsigned char,3>>);

    m.def("ptrstr", &ptrstr<itk::VectorImage<unsigned char,4>>);

    m.def("ptrstr", &ptrstr<itk::VectorImage<unsigned int,2>>);

    m.def("ptrstr", &ptrstr<itk::VectorImage<unsigned int,3>>);

    m.def("ptrstr", &ptrstr<itk::VectorImage<unsigned int,4>>);

    m.def("ptrstr",  &ptrstr<itk::VectorImage<float,2>>);

    m.def("ptrstr",  &ptrstr<itk::VectorImage<float,3>>);

    m.def("ptrstr",  &ptrstr<itk::VectorImage<float,4>>);

    m.def("ptrstr",  &ptrstr<itk::VectorImage<double,2>>);

    m.def("ptrstr",  &ptrstr<itk::VectorImage<double,3>>);

    m.def("ptrstr",  &ptrstr<itk::VectorImage<double,4>>);

    m.def("ptrstr", &ptrstr<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("ptrstr", &ptrstr<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("ptrstr", &ptrstr<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("ptrstr", &ptrstr<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("getComponents", &getComponents<itk::VectorImage<unsigned char,2>>);

    m.def("getComponents", &getComponents<itk::VectorImage<unsigned char,3>>);

    m.def("getComponents", &getComponents<itk::VectorImage<unsigned char,4>>);

    m.def("getComponents", &getComponents<itk::VectorImage<unsigned int,2>>);

    m.def("getComponents", &getComponents<itk::VectorImage<unsigned int,3>>);

    m.def("getComponents", &getComponents<itk::VectorImage<unsigned int,4>>);

    m.def("getComponents",  &getComponents<itk::VectorImage<float,2>>);

    m.def("getComponents",  &getComponents<itk::VectorImage<float,3>>);

    m.def("getComponents",  &getComponents<itk::VectorImage<float,4>>);

    m.def("getComponents",  &getComponents<itk::VectorImage<double,2>>);

    m.def("getComponents",  &getComponents<itk::VectorImage<double,3>>);

    m.def("getComponents",  &getComponents<itk::VectorImage<double,4>>);



    m.def("getShape",  &getShape<itk::Image<unsigned char,2>>);

    m.def("getShape",  &getShape<itk::Image<unsigned char,3>>);

    m.def("getShape",  &getShape<itk::Image<unsigned char,4>>);

    m.def("getShape",  &getShape<itk::Image<unsigned int,2>>);

    m.def("getShape",  &getShape<itk::Image<unsigned int,3>>);

    m.def("getShape",  &getShape<itk::Image<unsigned int,4>>);

    m.def("getShape",   &getShape<itk::Image<float,2>>);

    m.def("getShape",   &getShape<itk::Image<float,3>>);

    m.def("getShape",   &getShape<itk::Image<float,4>>);

    m.def("getShape",   &getShape<itk::Image<double,2>>);

    m.def("getShape",   &getShape<itk::Image<double,3>>);

    m.def("getShape",   &getShape<itk::Image<double,4>>);

    m.def("getShape", &getShape<itk::VectorImage<unsigned char,2>>);

    m.def("getShape", &getShape<itk::VectorImage<unsigned char,3>>);

    m.def("getShape", &getShape<itk::VectorImage<unsigned char,4>>);

    m.def("getShape", &getShape<itk::VectorImage<unsigned int,2>>);

    m.def("getShape", &getShape<itk::VectorImage<unsigned int,3>>);

    m.def("getShape", &getShape<itk::VectorImage<unsigned int,4>>);

    m.def("getShape",  &getShape<itk::VectorImage<float,2>>);

    m.def("getShape",  &getShape<itk::VectorImage<float,3>>);

    m.def("getShape",  &getShape<itk::VectorImage<float,4>>);

    m.def("getShape",  &getShape<itk::VectorImage<double,2>>);

    m.def("getShape",  &getShape<itk::VectorImage<double,3>>);

    m.def("getShape",  &getShape<itk::VectorImage<double,4>>);

    m.def("getShape", &getShape<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("getShape", &getShape<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("getShape", &getShape<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("getShape", &getShape<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("getOrigin",  &getOrigin<itk::Image<unsigned char,2>>);

    m.def("getOrigin",  &getOrigin<itk::Image<unsigned char,3>>);

    m.def("getOrigin",  &getOrigin<itk::Image<unsigned char,4>>);

    m.def("getOrigin",  &getOrigin<itk::Image<unsigned int,2>>);

    m.def("getOrigin",  &getOrigin<itk::Image<unsigned int,3>>);

    m.def("getOrigin",  &getOrigin<itk::Image<unsigned int,4>>);

    m.def("getOrigin",   &getOrigin<itk::Image<float,2>>);

    m.def("getOrigin",   &getOrigin<itk::Image<float,3>>);

    m.def("getOrigin",   &getOrigin<itk::Image<float,4>>);

    m.def("getOrigin",   &getOrigin<itk::Image<double,2>>);

    m.def("getOrigin",   &getOrigin<itk::Image<double,3>>);

    m.def("getOrigin",   &getOrigin<itk::Image<double,4>>);

    m.def("getOrigin", &getOrigin<itk::VectorImage<unsigned char,2>>);

    m.def("getOrigin", &getOrigin<itk::VectorImage<unsigned char,3>>);

    m.def("getOrigin", &getOrigin<itk::VectorImage<unsigned char,4>>);

    m.def("getOrigin", &getOrigin<itk::VectorImage<unsigned int,2>>);

    m.def("getOrigin", &getOrigin<itk::VectorImage<unsigned int,3>>);

    m.def("getOrigin", &getOrigin<itk::VectorImage<unsigned int,4>>);

    m.def("getOrigin",  &getOrigin<itk::VectorImage<float,2>>);

    m.def("getOrigin",  &getOrigin<itk::VectorImage<float,3>>);

    m.def("getOrigin",  &getOrigin<itk::VectorImage<float,4>>);

    m.def("getOrigin",  &getOrigin<itk::VectorImage<double,2>>);

    m.def("getOrigin",  &getOrigin<itk::VectorImage<double,3>>);

    m.def("getOrigin",  &getOrigin<itk::VectorImage<double,4>>);

    m.def("getOrigin", &getOrigin<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("getOrigin", &getOrigin<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("getOrigin", &getOrigin<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("getOrigin", &getOrigin<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("setOrigin",  &setOrigin<itk::Image<unsigned char,2>>);

    m.def("setOrigin",  &setOrigin<itk::Image<unsigned char,3>>);

    m.def("setOrigin",  &setOrigin<itk::Image<unsigned char,4>>);

    m.def("setOrigin",  &setOrigin<itk::Image<unsigned int,2>>);

    m.def("setOrigin",  &setOrigin<itk::Image<unsigned int,3>>);

    m.def("setOrigin",  &setOrigin<itk::Image<unsigned int,4>>);

    m.def("setOrigin",   &setOrigin<itk::Image<float,2>>);

    m.def("setOrigin",   &setOrigin<itk::Image<float,3>>);

    m.def("setOrigin",   &setOrigin<itk::Image<float,4>>);

    m.def("setOrigin",   &setOrigin<itk::Image<double,2>>);

    m.def("setOrigin",   &setOrigin<itk::Image<double,3>>);

    m.def("setOrigin",   &setOrigin<itk::Image<double,4>>);

    m.def("setOrigin", &setOrigin<itk::VectorImage<unsigned char,2>>);

    m.def("setOrigin", &setOrigin<itk::VectorImage<unsigned char,3>>);

    m.def("setOrigin", &setOrigin<itk::VectorImage<unsigned char,4>>);

    m.def("setOrigin", &setOrigin<itk::VectorImage<unsigned int,2>>);

    m.def("setOrigin", &setOrigin<itk::VectorImage<unsigned int,3>>);

    m.def("setOrigin", &setOrigin<itk::VectorImage<unsigned int,4>>);

    m.def("setOrigin",  &setOrigin<itk::VectorImage<float,2>>);

    m.def("setOrigin",  &setOrigin<itk::VectorImage<float,3>>);

    m.def("setOrigin",  &setOrigin<itk::VectorImage<float,4>>);

    m.def("setOrigin",  &setOrigin<itk::VectorImage<double,2>>);

    m.def("setOrigin",  &setOrigin<itk::VectorImage<double,3>>);

    m.def("setOrigin",  &setOrigin<itk::VectorImage<double,4>>);

    m.def("setOrigin", &setOrigin<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("setOrigin", &setOrigin<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("setOrigin", &setOrigin<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("setOrigin", &setOrigin<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("getSpacing",  &getSpacing<itk::Image<unsigned char,2>>);

    m.def("getSpacing",  &getSpacing<itk::Image<unsigned char,3>>);

    m.def("getSpacing",  &getSpacing<itk::Image<unsigned char,4>>);

    m.def("getSpacing",  &getSpacing<itk::Image<unsigned int,2>>);

    m.def("getSpacing",  &getSpacing<itk::Image<unsigned int,3>>);

    m.def("getSpacing",  &getSpacing<itk::Image<unsigned int,4>>);

    m.def("getSpacing",   &getSpacing<itk::Image<float,2>>);

    m.def("getSpacing",   &getSpacing<itk::Image<float,3>>);

    m.def("getSpacing",   &getSpacing<itk::Image<float,4>>);

    m.def("getSpacing",   &getSpacing<itk::Image<double,2>>);

    m.def("getSpacing",   &getSpacing<itk::Image<double,3>>);

    m.def("getSpacing",   &getSpacing<itk::Image<double,4>>);

    m.def("getSpacing", &getSpacing<itk::VectorImage<unsigned char,2>>);

    m.def("getSpacing", &getSpacing<itk::VectorImage<unsigned char,3>>);

    m.def("getSpacing", &getSpacing<itk::VectorImage<unsigned char,4>>);

    m.def("getSpacing", &getSpacing<itk::VectorImage<unsigned int,2>>);

    m.def("getSpacing", &getSpacing<itk::VectorImage<unsigned int,3>>);

    m.def("getSpacing", &getSpacing<itk::VectorImage<unsigned int,4>>);

    m.def("getSpacing",  &getSpacing<itk::VectorImage<float,2>>);

    m.def("getSpacing",  &getSpacing<itk::VectorImage<float,3>>);

    m.def("getSpacing",  &getSpacing<itk::VectorImage<float,4>>);

    m.def("getSpacing",  &getSpacing<itk::VectorImage<double,2>>);

    m.def("getSpacing",  &getSpacing<itk::VectorImage<double,3>>);

    m.def("getSpacing",  &getSpacing<itk::VectorImage<double,4>>);

    m.def("getSpacing", &getSpacing<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("getSpacing", &getSpacing<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("getSpacing", &getSpacing<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("getSpacing", &getSpacing<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("setSpacing",  &setSpacing<itk::Image<unsigned char,2>>);

    m.def("setSpacing",  &setSpacing<itk::Image<unsigned char,3>>);

    m.def("setSpacing",  &setSpacing<itk::Image<unsigned char,4>>);

    m.def("setSpacing",  &setSpacing<itk::Image<unsigned int,2>>);

    m.def("setSpacing",  &setSpacing<itk::Image<unsigned int,3>>);

    m.def("setSpacing",  &setSpacing<itk::Image<unsigned int,4>>);

    m.def("setSpacing",   &setSpacing<itk::Image<float,2>>);

    m.def("setSpacing",   &setSpacing<itk::Image<float,3>>);

    m.def("setSpacing",   &setSpacing<itk::Image<float,4>>);

    m.def("setSpacing",   &setSpacing<itk::Image<double,2>>);

    m.def("setSpacing",   &setSpacing<itk::Image<double,3>>);

    m.def("setSpacing",   &setSpacing<itk::Image<double,4>>);

    m.def("setSpacing", &setSpacing<itk::VectorImage<unsigned char,2>>);

    m.def("setSpacing", &setSpacing<itk::VectorImage<unsigned char,3>>);

    m.def("setSpacing", &setSpacing<itk::VectorImage<unsigned char,4>>);

    m.def("setSpacing", &setSpacing<itk::VectorImage<unsigned int,2>>);

    m.def("setSpacing", &setSpacing<itk::VectorImage<unsigned int,3>>);

    m.def("setSpacing", &setSpacing<itk::VectorImage<unsigned int,4>>);

    m.def("setSpacing",  &setSpacing<itk::VectorImage<float,2>>);

    m.def("setSpacing",  &setSpacing<itk::VectorImage<float,3>>);

    m.def("setSpacing",  &setSpacing<itk::VectorImage<float,4>>);

    m.def("setSpacing",  &setSpacing<itk::VectorImage<double,2>>);

    m.def("setSpacing",  &setSpacing<itk::VectorImage<double,3>>);

    m.def("setSpacing",  &setSpacing<itk::VectorImage<double,4>>);

    m.def("setSpacing", &setSpacing<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("setSpacing", &setSpacing<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("setSpacing", &setSpacing<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("setSpacing", &setSpacing<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("getDirection",  &getDirection<itk::Image<unsigned char,2>>);

    m.def("getDirection",  &getDirection<itk::Image<unsigned char,3>>);

    m.def("getDirection",  &getDirection<itk::Image<unsigned char,4>>);

    m.def("getDirection",  &getDirection<itk::Image<unsigned int,2>>);

    m.def("getDirection",  &getDirection<itk::Image<unsigned int,3>>);

    m.def("getDirection",  &getDirection<itk::Image<unsigned int,4>>);

    m.def("getDirection",   &getDirection<itk::Image<float,2>>);

    m.def("getDirection",   &getDirection<itk::Image<float,3>>);

    m.def("getDirection",   &getDirection<itk::Image<float,4>>);

    m.def("getDirection",   &getDirection<itk::Image<double,2>>);

    m.def("getDirection",   &getDirection<itk::Image<double,3>>);

    m.def("getDirection",   &getDirection<itk::Image<double,4>>);

    m.def("getDirection", &getDirection<itk::VectorImage<unsigned char,2>>);

    m.def("getDirection", &getDirection<itk::VectorImage<unsigned char,3>>);

    m.def("getDirection", &getDirection<itk::VectorImage<unsigned char,4>>);

    m.def("getDirection", &getDirection<itk::VectorImage<unsigned int,2>>);

    m.def("getDirection", &getDirection<itk::VectorImage<unsigned int,3>>);

    m.def("getDirection", &getDirection<itk::VectorImage<unsigned int,4>>);

    m.def("getDirection",  &getDirection<itk::VectorImage<float,2>>);

    m.def("getDirection",  &getDirection<itk::VectorImage<float,3>>);

    m.def("getDirection",  &getDirection<itk::VectorImage<float,4>>);

    m.def("getDirection",  &getDirection<itk::VectorImage<double,2>>);

    m.def("getDirection",  &getDirection<itk::VectorImage<double,3>>);

    m.def("getDirection",  &getDirection<itk::VectorImage<double,4>>);

    m.def("getDirection", &getDirection<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("getDirection", &getDirection<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("getDirection", &getDirection<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("getDirection", &getDirection<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("setDirection",  &setDirection<itk::Image<unsigned char,2>>);

    m.def("setDirection",  &setDirection<itk::Image<unsigned char,3>>);

    m.def("setDirection",  &setDirection<itk::Image<unsigned char,4>>);

    m.def("setDirection",  &setDirection<itk::Image<unsigned int,2>>);

    m.def("setDirection",  &setDirection<itk::Image<unsigned int,3>>);

    m.def("setDirection",  &setDirection<itk::Image<unsigned int,4>>);

    m.def("setDirection",   &setDirection<itk::Image<float,2>>);

    m.def("setDirection",   &setDirection<itk::Image<float,3>>);

    m.def("setDirection",   &setDirection<itk::Image<float,4>>);

    m.def("setDirection",   &setDirection<itk::Image<double,2>>);

    m.def("setDirection",   &setDirection<itk::Image<double,3>>);

    m.def("setDirection",   &setDirection<itk::Image<double,4>>);

    m.def("setDirection", &setDirection<itk::VectorImage<unsigned char,2>>);

    m.def("setDirection", &setDirection<itk::VectorImage<unsigned char,3>>);

    m.def("setDirection", &setDirection<itk::VectorImage<unsigned char,4>>);

    m.def("setDirection", &setDirection<itk::VectorImage<unsigned int,2>>);

    m.def("setDirection", &setDirection<itk::VectorImage<unsigned int,3>>);

    m.def("setDirection", &setDirection<itk::VectorImage<unsigned int,4>>);

    m.def("setDirection",  &setDirection<itk::VectorImage<float,2>>);

    m.def("setDirection",  &setDirection<itk::VectorImage<float,3>>);

    m.def("setDirection",  &setDirection<itk::VectorImage<float,4>>);

    m.def("setDirection",  &setDirection<itk::VectorImage<double,2>>);

    m.def("setDirection",  &setDirection<itk::VectorImage<double,3>>);

    m.def("setDirection",  &setDirection<itk::VectorImage<double,4>>);

    m.def("setDirection", &setDirection<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("setDirection", &setDirection<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("setDirection", &setDirection<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("setDirection", &setDirection<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("toFile",  &toFile<itk::Image<unsigned char,2>>);

    m.def("toFile",  &toFile<itk::Image<unsigned char,3>>);

    m.def("toFile",  &toFile<itk::Image<unsigned char,4>>);

    m.def("toFile",  &toFile<itk::Image<unsigned int,2>>);

    m.def("toFile",  &toFile<itk::Image<unsigned int,3>>);

    m.def("toFile",  &toFile<itk::Image<unsigned int,4>>);

    m.def("toFile",   &toFile<itk::Image<float,2>>);

    m.def("toFile",   &toFile<itk::Image<float,3>>);

    m.def("toFile",   &toFile<itk::Image<float,4>>);

    m.def("toFile",   &toFile<itk::Image<double,2>>);

    m.def("toFile",   &toFile<itk::Image<double,3>>);

    m.def("toFile",   &toFile<itk::Image<double,4>>);

    m.def("toFile", &toFile<itk::VectorImage<unsigned char,2>>);

    m.def("toFile", &toFile<itk::VectorImage<unsigned char,3>>);

    m.def("toFile", &toFile<itk::VectorImage<unsigned char,4>>);

    m.def("toFile", &toFile<itk::VectorImage<unsigned int,2>>);

    m.def("toFile", &toFile<itk::VectorImage<unsigned int,3>>);

    m.def("toFile", &toFile<itk::VectorImage<unsigned int,4>>);

    m.def("toFile",  &toFile<itk::VectorImage<float,2>>);

    m.def("toFile",  &toFile<itk::VectorImage<float,3>>);

    m.def("toFile",  &toFile<itk::VectorImage<float,4>>);

    m.def("toFile",  &toFile<itk::VectorImage<double,2>>);

    m.def("toFile",  &toFile<itk::VectorImage<double,3>>);

    m.def("toFile",  &toFile<itk::VectorImage<double,4>>);

    m.def("toFile", &toFile<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("toFile", &toFile<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("toFile", &toFile<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("toFile", &toFile<itk::Image<itk::RGBPixel<float>,3>>);



    m.def("toNumpy",  &toNumpy<itk::Image<unsigned char,2>>);

    m.def("toNumpy",  &toNumpy<itk::Image<unsigned char,3>>);

    m.def("toNumpy",  &toNumpy<itk::Image<unsigned char,4>>);

    m.def("toNumpy",  &toNumpy<itk::Image<unsigned int,2>>);

    m.def("toNumpy",  &toNumpy<itk::Image<unsigned int,3>>);

    m.def("toNumpy",  &toNumpy<itk::Image<unsigned int,4>>);

    m.def("toNumpy",   &toNumpy<itk::Image<float,2>>);

    m.def("toNumpy",   &toNumpy<itk::Image<float,3>>);

    m.def("toNumpy",   &toNumpy<itk::Image<float,4>>);

    m.def("toNumpy",   &toNumpy<itk::Image<double,2>>);

    m.def("toNumpy",   &toNumpy<itk::Image<double,3>>);

    m.def("toNumpy",   &toNumpy<itk::Image<double,4>>);

    m.def("toNumpy", &toNumpy<itk::VectorImage<unsigned char,2>>);

    m.def("toNumpy", &toNumpy<itk::VectorImage<unsigned char,3>>);

    m.def("toNumpy", &toNumpy<itk::VectorImage<unsigned char,4>>);

    m.def("toNumpy", &toNumpy<itk::VectorImage<unsigned int,2>>);

    m.def("toNumpy", &toNumpy<itk::VectorImage<unsigned int,3>>);

    m.def("toNumpy", &toNumpy<itk::VectorImage<unsigned int,4>>);

    m.def("toNumpy",  &toNumpy<itk::VectorImage<float,2>>);

    m.def("toNumpy",  &toNumpy<itk::VectorImage<float,3>>);

    m.def("toNumpy",  &toNumpy<itk::VectorImage<float,4>>);

    m.def("toNumpy",  &toNumpy<itk::VectorImage<double,2>>);

    m.def("toNumpy",  &toNumpy<itk::VectorImage<double,3>>);

    m.def("toNumpy",  &toNumpy<itk::VectorImage<double,4>>);

    m.def("toNumpy", &toNumpy<itk::Image<itk::RGBPixel<unsigned char>,2>>);

    m.def("toNumpy", &toNumpy<itk::Image<itk::RGBPixel<unsigned char>,3>>);

    m.def("toNumpy", &toNumpy<itk::Image<itk::RGBPixel<float>,2>>);

    m.def("toNumpy", &toNumpy<itk::Image<itk::RGBPixel<float>,3>>);



    nb::class_<AntsImage<itk::Image<unsigned char,2>>>(m, "AntsImageUC2");

    nb::class_<AntsImage<itk::Image<unsigned char,3>>>(m, "AntsImageUC3");

    nb::class_<AntsImage<itk::Image<unsigned char,4>>>(m, "AntsImageUC4");

    nb::class_<AntsImage<itk::Image<unsigned int,2>>>(m, "AntsImageUI2");

    nb::class_<AntsImage<itk::Image<unsigned int,3>>>(m, "AntsImageUI3");

    nb::class_<AntsImage<itk::Image<unsigned int,4>>>(m, "AntsImageUI4");

    nb::class_<AntsImage<itk::Image<float,2>>>(m, "AntsImageF2");

    nb::class_<AntsImage<itk::Image<float,3>>>(m, "AntsImageF3");

    nb::class_<AntsImage<itk::Image<float,4>>>(m, "AntsImageF4");

    nb::class_<AntsImage<itk::Image<double,2>>>(m, "AntsImageD2");

    nb::class_<AntsImage<itk::Image<double,3>>>(m, "AntsImageD3");

    nb::class_<AntsImage<itk::Image<double,4>>>(m, "AntsImageD4");

    nb::class_<AntsImage<itk::VectorImage<unsigned char,2>>>(m, "AntsImageVUC2");

    nb::class_<AntsImage<itk::VectorImage<unsigned char,3>>>(m, "AntsImageVUC3");

    nb::class_<AntsImage<itk::VectorImage<unsigned char,4>>>(m, "AntsImageVUC4");

    nb::class_<AntsImage<itk::VectorImage<unsigned int,2>>>(m, "AntsImageVUI2");

    nb::class_<AntsImage<itk::VectorImage<unsigned int,3>>>(m, "AntsImageVUI3");

    nb::class_<AntsImage<itk::VectorImage<unsigned int,4>>>(m, "AntsImageVUI4");

    nb::class_<AntsImage<itk::VectorImage<float,2>>>(m, "AntsImageVF2");

    nb::class_<AntsImage<itk::VectorImage<float,3>>>(m, "AntsImageVF3");

    nb::class_<AntsImage<itk::VectorImage<float,4>>>(m, "AntsImageVF4");

    nb::class_<AntsImage<itk::VectorImage<double,2>>>(m, "AntsImageVD2");

    nb::class_<AntsImage<itk::VectorImage<double,3>>>(m, "AntsImageVD3");

    nb::class_<AntsImage<itk::VectorImage<double,4>>>(m, "AntsImageVD4");

    nb::class_<AntsImage<itk::Image<itk::RGBPixel<unsigned char>,2>>>(m, "AntsImageRGBUC2");

    nb::class_<AntsImage<itk::Image<itk::RGBPixel<unsigned char>,3>>>(m, "AntsImageRGBUC3");

    nb::class_<AntsImage<itk::Image<itk::RGBPixel<float>,2>>>(m, "AntsImageRGBF2");

    nb::class_<AntsImage<itk::Image<itk::RGBPixel<float>,3>>>(m, "AntsImageRGBF3");

}