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multi-channel/time-series medical image processing with antspyx

Project description

ANTsPyMM

processing utilities for timeseries/multichannel images - mostly neuroimaging

the outputs of these processes can be used for data inspection/cleaning/triage as well for interrogating hypotheses.

this package also keeps track of the latest preferred algorithm variations for production environments.

install by calling (within the source directory):

python setup.py install

or install via pip install antspymm FIXME

what this will do

process:

  • resting state

  • neuromelanin mid-brain images

  • DWI

  • flair

  • voxel-based cortical thickness

into tabular and template-based voxel-wise format.

first time setup

import antspymm
antspymm.get_data()

NOTE: get_data has a force_download option to make sure the latest package data is installed.

example processing

import os
os.environ["TF_NUM_INTEROP_THREADS"] = "8"
os.environ["TF_NUM_INTRAOP_THREADS"] = "8"
os.environ["ITK_GLOBAL_DEFAULT_NUMBER_OF_THREADS"] = "8"

import antspymm
import antspyt1w
import antspynet
import ants

... i/o code here ...

tabPro, normPro = antspymm.mm( 
    t1, 
    hier, 
    nm_image_list = mynm,
    rsf_image = rsf,
    dw_image = dwi,
    bvals = bval_fname,
    bvecs = bvec_fname,
    flair_image = flair,
    do_tractography=False, 
    do_kk=False, 
    do_normalization=True, 
    verbose=True )

antspymm.write_mm( '/tmp/test_output', t1wide, tabPro, normPro )

to publish a release

python3 -m build
python -m twine upload -u username -p password  dist/*

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