cnuzh / LG-GNN
This repo is the official implementation of "Classification of Brain Disorders in rs-fMRI via Local-to-Global Graph Neural Networks" published in IEEE Transactions on Medical Imaging.
☆40Updated 9 months ago
Alternatives and similar repositories for LG-GNN:
Users that are interested in LG-GNN are comparing it to the libraries listed below
- ☆24Updated 2 years ago
- Multi-center and Multi-channel Pooling Graph Convolutional Network☆16Updated 2 years ago
- Codes for "Hierarchical Graph Convolutional Network Built by Multiscale Atlases for Brain Disorder Diagnosis Using Functional Connectivit…☆14Updated last year
- The codes are from MICCAI 2022, "Dual-graph Learning Convolutional Networks for Interpretable Alzheimer’s Disease Diagnosis"☆18Updated last year
- The official Pytorch implementation of paper "Community-Aware Transformer for Autism Prediction in fMRI Connectome" accepted by MICCAI 20…☆29Updated last year
- MedIA 2023☆20Updated last year
- The official implementation of MVS-GCN☆19Updated 2 years ago
- Code of hi-GCN☆26Updated 8 months ago
- Code for the paper "Brain Connectivity based Graph Convolutional Networks for Infant Age Prediction"☆23Updated 2 years ago
- Edge-variational Graph Convolutional Networks for Uncertainty-aware Disease Prediction☆18Updated 3 years ago
- ☆23Updated 2 years ago
- Recovering-Brain-Structure-Network-Using-Functional-Connectivity☆23Updated 2 years ago
- A preliminary implementation of BrainGNN☆22Updated 3 years ago
- [IEEE TMI 2024] Contrastive Graph Pooling for Explainable Classification of Brain Networks☆16Updated this week
- Multi-modal Graph learning for Disease Prediction (IEEE Trans. on Medical imaging, TMI2022)☆98Updated last year
- ☆36Updated 2 years ago
- ☆14Updated last month
- ☆9Updated 4 years 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
- Pytorch implementation of pooling-regularized GNN (PRGNN) for fMRI analysis. https://arxiv.org/pdf/2007.14589.pdf☆34Updated 4 years ago
- Benchmarking GNNs for fMRI analysis☆24Updated 2 years ago
- Adversarial Learning Based Node-Edge Graph Attention Networks for Autism Spectrum Disorder Identification☆12Updated 2 years ago
- CNS (Computational Neuroscience) Lab project for age/sex classification of fMRI scans☆84Updated 2 years ago
- Graph Convolution Network for fMRI Analysis Based on Connectivity Neighborhood☆52Updated 2 months ago
- ☆12Updated 3 years ago
- Implementation of Graph Convolutional Networks in TensorFlow☆13Updated 7 years ago
- Our pre-processed MRI and PET images from ADNI-1/ADNI-2☆30Updated 2 years ago
- A Deep Graph Neural Network Architecture for Modelling Spatio-temporal Dynamics in rs-fMRI Data☆47Updated 2 years ago
- ☆10Updated 3 years ago
- This repository is for the Multimodal Alzheimer’s Disease Diagnosis framework (MADDi).☆94Updated last year