/MRI-preprocessing-techniques

Code examples of the free course in Youtube of brain MRI preprocessing techniques in python

Primary LanguageJupyter Notebook

MRI-preprocessing-techniques in Python

Code examples of the free course in Youtube of brain MRI preprocessing techniques in python

Create virtualenv

mkdir .venv
python -m venv .venv
source .venv/bin/activate

pip install -r requirements.txt

About /assets

I selected sample images and templates from the following sources

Datasets :

  • FSL open science dev dataset
  • Washington University 120
  • Kung fu panda
  • An fMRI dataset during a passive natural language listening task

Source : https://openneuro.org/

Templates:

  • ICBM 2009a Nonlinear Symmetric (NIFTI)

Source : https://nist.mni.mcgill.ca/icbm-152-nonlinear-atlases-2009/

Papers:

  • Mena, R., Pelaez, E., Loayza, F., Macas, A., & Franco-Maldonado, H. (2023). An artificial intelligence approach for segmenting and classifying brain lesions caused by stroke. Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 11(7), 2736–2747. https://doi.org/10.1080/21681163.2023.2264410
  • Mena, Roberto & Macas, Alex & Pelaez, C. & Loayza, Francis & Franco-Maldonado, Heydy. (2022). A Pipeline for Segmenting and Classifying Brain Lesions Caused by Stroke: A Machine Learning Approach. 10.1007/978-3-031-04829-6_37.