basiralab / GNNs-in-Network-Neuroscience
A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.
☆225Updated 2 years ago
Alternatives and similar repositories for GNNs-in-Network-Neuroscience:
Users that are interested in GNNs-in-Network-Neuroscience are comparing it to the libraries listed below
- A preliminary implementation of BrainGNN☆166Updated 3 years ago
- Pytorch implementation of pooling-regularized GNN (PRGNN) for fMRI analysis. https://arxiv.org/pdf/2007.14589.pdf☆34Updated 4 years ago
- Graph Convolution Network for fMRI Analysis Based on Connectivity Neighborhood☆53Updated 2 months ago
- Officially Accepted to IEEE Transactions on Medical Imaging (TMI, IF: 11.037) - Special Issue on Geometric Deep Learning in Medical Imagi…☆189Updated 11 months ago
- Pytorch implementation of BrainNetCNN (Kawahara et al. 2016) + visualization method☆26Updated 6 years ago
- CNS (Computational Neuroscience) Lab project for age/sex classification of fMRI scans☆84Updated 2 years ago
- A preliminary implementation of BrainGNN☆22Updated 3 years ago
- Awesome graph neural networks for brain network learning. Collections of related research papers with implementations, commonly used data…☆49Updated 10 months ago
- STAGIN: Spatio-Temporal Attention Graph Isomorphism Network☆90Updated last year
- A Deep Graph Neural Network Architecture for Modelling Spatio-temporal Dynamics in rs-fMRI Data☆47Updated 2 years ago
- MICCAI 2022 (Oral): Interpretable Graph Neural Networks for Connectome-Based Brain Disorder Analysis☆57Updated last year
- Recovering-Brain-Structure-Network-Using-Functional-Connectivity☆23Updated 2 years ago
- The open-source implementation of the NeurIPS 2022 paper Brain Network Transformer.☆106Updated 2 years ago
- Benchmarks for Graph Machine Learning in Brain Connectomics☆31Updated last month
- Benchmarking GNNs for fMRI analysis☆24Updated 2 years ago
- Paper list and resources on machine learning for brain image (e. g. fMRI and sMRI) analysis.☆66Updated 3 months ago
- Code for the paper "Brain Connectivity based Graph Convolutional Networks for Infant Age Prediction"☆23Updated 2 years ago
- ☆9Updated last year
- ☆36Updated 2 years ago
- Graph CNNs for population graphs☆174Updated 3 years ago
- Code of hi-GCN☆26Updated 9 months ago
- Codes for "Hierarchical Graph Convolutional Network Built by Multiscale Atlases for Brain Disorder Diagnosis Using Functional Connectivit…☆14Updated last year
- The official implementation of MVS-GCN☆20Updated 2 years ago
- Multi-center and Multi-channel Pooling Graph Convolutional Network☆17Updated 2 years ago
- Improving autism identification with multisite data via site-dependence minimisation and second-order functional connectivity (TMI, 2022)☆33Updated last year
- This repository contains code for spatio-temporal deep learning on functional MRI data☆23Updated 3 years ago
- ☆12Updated 3 years ago
- brain data analysis and graph information bottleneck☆20Updated 4 months ago
- Implementations for CHIL 2023 paper ''PTGB: Pre-Train Graph Neural Networks for Brain Network Analysis'' and KDD 2022 paper ''Data-Effici…☆16Updated last year
- ☆23Updated 2 years ago