HemoLearn is a Python module to estimate the Haemodynamic Response Function (HRF) in brain from resting-state or task fMRI data (BOLD signal). It relies on a Blind Deconvolution Analysis (BDA) to distangles the neurovascular coupling from the the neural activity.
This package was used to produce the results of the Cherkaoui et a.l., (submitted to) NeuroImage 2021, paper
- Official source code repo: https://github.com/hemolearn/hemolearn
- Official documentation website: https://hemolearn.github.io/
The required dependencies to use the software are:
- Numba >= 0.51.2
- Joblib >= 0.11
- Numpy >= 1.14.0
- Scipy >= 1.0.0
- Matplotlib >= 2.1.2
- Nilearn >= 0.5.2
- Sklearn >= 0.22.1
- Threadpoolctl >= 1.0.0
- Prox_tv
All material is Free Software: BSD license (3 clause).
In order to perform the installation, run the following command from the hemolearn directory:
python3 setup.py install --user
To run all the tests, run the following command from the hemolearn directory:
python3 -m pytest
In order to build the documentation, run the following command from the doc/ directory:
make html
You can check the latest sources with the command:
git clone https://github.com/hemolearn/hemolearn.git