STIR python example extracting a 2D sinogram from a fully 3D dataset #1024

robbietuk · 2022-04-14T04:05:47Z

robbietuk
Apr 14, 2022
Collaborator

I have some 3D GE Discovery 690 non-TOF PET data (my_Prompts.hs, my_total_additive_5.hs and my_multfactors.hs). I was asked if I could reduce this to 2D for prototyping an algorithm in development. In the following python script, the sinogram from the 0th segment of the 12th ring of the fully3D dataset is copied and saved to interfile as 2D. Practicality this is limited and maybe SSRB is more useful but it is a neat tool imo. 😄

I then realised that there is nowhere to post these sort of things so I thought I'd share here as this was not obvious via STIR python.

import stir


def convert_3D_ProjData_to_2D_from_files(output_filename, ProjData_3D_filename, ProjData_2D_template,
                                         axial_pos_num=0, segment_num=0):
    """
    Convert a 3D projection data to 2D projection data. The 2D projection data is saved in a file.
    :param output_filename: output filename of the 2D projection data
    :param ProjData_3D_filename: filename of the 3D projection data
    :param ProjData_2D_template: filename of the 2D projection data template
    :param axial_pos_num: axial position number of the 3D projection data to extract
    :param segment_num: segment number of the 3D projection data to extract
    :return: None
    """

    # Load data
    projdata3D = stir.ProjData_read_from_file(ProjData_3D_filename)
    projdata2D = stir.ProjData_read_from_file(ProjData_2D_template)

    # extract 2D sinogram from 3D projection data
    projdata2DInMem = extract_sinogram_from_3D_into_2D(projdata3D, projdata2D, axial_pos_num, segment_num)

    # Save data to file
    projdata2DInMem.write_to_file(output_filename)


def extract_sinogram_from_3D_into_2D(projdata3D, projdata2D, axial_pos_num, segment_num):
    """
    Convert a 3D projection data to 2D projection data in memory. The 2D projection data in memory is returned.
    :param projdata3D: stir.ProjData object of 3D projection data
    :param projdata2D: stir.ProjData object of 2D projection data template
    :param axial_pos_num: axial position number of the 3D projection data to extract
    :param segment_num: segment number of the 3D projection data to extract
    :return: 2D projection data in memory of given axial position and segment number
    """
    # Get sinogram from 3D projection data
    sinogram_to_copy = projdata3D.get_sinogram(axial_pos_num, segment_num)
    # Get 2D projection data template in memory to perform the conversion
    projdata2DInMem = stir.ProjDataInMemory(projdata2D.get_exam_info(), projdata2D.get_proj_data_info())
    # Get 2D projection data sinogram (the only one) and fill with sino
    target_sino = projdata2DInMem.get_sinogram(0, 0)
    target_sino.fill(sinogram_to_copy.flat())
    # set target sino to back into projdata2DInMem with new values
    projdata2DInMem.set_sinogram(target_sino)
    return projdata2DInMem


def main():

    axial_pos_num = 12
    segment_num = 0
    data_configs = {
        "prompts":
            {
                "output_filename": "my_Prompts2d.hs",
                "ProjData_3D_filename": "../my_Prompts.hs",
                "ProjData_2D_template": "template2D.hs",
                "axial_pos_num": axial_pos_num,
                "segment_num": segment_num
            },
        "additive":
            {
                "output_filename": "my_total_additive_52d.hs",
                "ProjData_3D_filename": "../my_total_additive_5.hs",
                "ProjData_2D_template": "template2D.hs",
                "axial_pos_num": axial_pos_num,
                "segment_num": segment_num
            },
        "mutlfactors":
            {
                "output_filename": "my_multfactors2d.hs",
                "ProjData_3D_filename": "../my_multfactors.hs",
                "ProjData_2D_template": "template2D.hs",
                "axial_pos_num": axial_pos_num,
                "segment_num": segment_num
            },
    }
    for item in data_configs:
        convert_3D_ProjData_to_2D_from_files(**data_configs[item])


if __name__ == "__main__":
    main()

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STIR python example extracting a 2D sinogram from a fully 3D dataset #1024

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STIR python example extracting a 2D sinogram from a fully 3D dataset #1024

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robbietuk Apr 14, 2022 Collaborator

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robbietuk
Apr 14, 2022
Collaborator