Learning Brain Dynamics of Evolving Manifold Functional MRI Data Using Geometric-Attention Neural Network

This repo contains the code of our TMI 2022 paper Learning Brain Dynamics of Evolving Manifold Functional MRI Data Using Geometric-Attention Neural Network.

Usage

1. create an environment

conda env create -f requirements.yml

2. activate the environment

conda activate TMI-2022

3. run train.py

python train.py

Reference

If you find our work useful in your research, please consider citing:

@ARTICLE{9761822,
    author={Dan, Tingting and Huang, Zhuobin and Cai, Hongmin and Laurienti, Paul J. and Wu, Guorong},
    journal={IEEE Transactions on Medical Imaging}, 
    title={Learning Brain Dynamics of Evolving Manifold Functional MRI Data Using Geometric-Attention Neural Network}, 
    year={2022},
    volume={41},
    number={10},
    pages={2752-2763},
    doi={10.1109/TMI.2022.3169640}
}