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Thickness calculation on binary 3D images

Project description

Compute the thickness of a solid using Yezzi and Prince method described in the article “An Eulerian PDE Approach for Computing Tissue Thickness”, IEEE TRANSACTIONS ON MEDICAL IMAGING, VOL. 22, NO. 10, OCTOBER 2003. [1]

A C implementation by Rubén Cárdenes [2] helped me a lot writing this, especially the anisotropic part.

[1]http://dx.doi.org/10.1109/tmi.2003.817775
[2]http://www.dtic.upf.edu/~rcardenes/Ruben_Cardenes/Software.html

Requirements

numpy, cython, scikit-image. Tested with Debian Jessie and Fedora 27, miniconda-python 3.6, cython 0.24, numpy 1.11.2, scikit image 0.12.3

Installation instruction

Available on pypi. [3] Use pip: pip install pyezzi

Alternatively, clone the repository and build cython modules with python setup.py build_ext --inplace.

[3]https://pypi.python.org/pypi/pyezzi

Usage

from pyezzi.thickness import compute_thickness
thickness = compute_thickness(labeled_image, debug=True)

labeled_image is a 3 dimensional numpy array where the wall is labeled 2 and the interior is labeled 1.

A spacing parameter specifying the spacing between voxels along the axes can optionnaly be specified.

Check out the included jupyter notebooks in the example folder for more details.

Contributions

Feel free to submit pull requests. I know the code is nowhere near optimal as it is.

License

This work is licensed under the french CeCILL license. [4] You’re free to use and modify the code, but please cite the original paper and me.

[4]https://www.cecill.info/licences/Licence_CeCILL_V2.1-en.html

Project details


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