White Matter Tracts are Point Clouds: Neuropsychological Score Prediction and Critical Region Localization via Geometric Deep Learning
To run the code, please start with the run.sh script.
This code implements a deep learning method for point-wise analysis of tract microstructure to predict neuropsychological performance, as described in the following paper:
Chen, Y., Zhang, F., Zhang, C., Xue, T., Zekelman, L.R., He, J., Song, Y., Makris, N., Rathi, Y., Golby, A.J. and Cai, W., 2022. White Matter Tracts are Point Clouds: Neuropsychological Score Prediction and Critical Region Localization via Geometric Deep Learning. In Medical Image Computing and Computer Assisted Intervention–MICCAI 2022: 25th International Conference, Singapore, September 18–22, 2022, Proceedings, Part I (pp. 174-184).