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.
☆52Jun 17, 2024Updated 2 years ago
Alternatives and similar repositories for LG-GNN
Users that are interested in LG-GNN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The official Pytorch implementation of paper "Community-Aware Transformer for Autism Prediction in fMRI Connectome" accepted by MICCAI 20…☆45Jul 24, 2023Updated 2 years ago
- [IEEE TMI 2024] Contrastive Graph Pooling for Explainable Classification of Brain Networks☆25Mar 16, 2025Updated last year
- A preliminary implementation of BrainGNN☆211Jan 11, 2022Updated 4 years ago
- ☆12Nov 27, 2021Updated 4 years ago
- Edge-variational Graph Convolutional Networks for Uncertainty-aware Disease Prediction☆23Sep 25, 2021Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- MedIA 2023☆23Nov 3, 2023Updated 2 years ago
- Pytorch implementation of pooling-regularized GNN (PRGNN) for fMRI analysis. https://arxiv.org/pdf/2007.14589.pdf☆35Nov 6, 2020Updated 5 years ago
- Benchmarking GNNs for fMRI analysis☆25Nov 27, 2022Updated 3 years ago
- ☆19Nov 27, 2022Updated 3 years ago
- Officially Accepted to IEEE Transactions on Medical Imaging (TMI, IF: 11.037) - Special Issue on Geometric Deep Learning in Medical Imagi…☆217Apr 6, 2024Updated 2 years ago
- [TMLR] Unsupervised Network Embedding Beyond Homophily (https://arxiv.org/abs/2203.10866) Resources☆11Mar 21, 2023Updated 3 years ago
- This is the code of MSSTAN☆17Jul 30, 2024Updated last year
- ☆10May 31, 2023Updated 3 years ago
- ☆24Nov 15, 2022Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Codes for "Hierarchical Graph Convolutional Network Built by Multiscale Atlases for Brain Disorder Diagnosis Using Functional Connectivit…☆22Mar 26, 2026Updated 3 months ago
- ☆14Oct 16, 2022Updated 3 years ago
- Multi-modal Graph learning for Disease Prediction (IEEE Trans. on Medical imaging, TMI2022)☆110Mar 8, 2024Updated 2 years ago
- The open-source implementation of the NeurIPS 2022 paper Brain Network Transformer.☆141Dec 29, 2022Updated 3 years ago
- Adversarial Learning Based Node-Edge Graph Attention Networks for Autism Spectrum Disorder Identification☆13Jun 29, 2022Updated 4 years ago
- Multi-center and Multi-channel Pooling Graph Convolutional Network☆17Jul 16, 2022Updated 3 years ago
- MICCAI 2022 (Oral): Interpretable Graph Neural Networks for Connectome-Based Brain Disorder Analysis☆66Apr 29, 2023Updated 3 years ago
- Implementation for Stankevičiūtė et al. "Population graph GNNs for brain age prediction". GRL+ Workshop, ICML 2020.☆41Sep 26, 2025Updated 9 months ago
- 关于脑成像模板和地图的信息汇总☆39Apr 1, 2022Updated 4 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Spectral Graph Attention Network with Fast Eigen-approximation☆11Dec 24, 2021Updated 4 years ago
- The source code of FedDis☆21Jun 3, 2022Updated 4 years ago
- Brain decoding using graph convolutional network on fMRI time-series☆40Jan 7, 2020Updated 6 years ago
- This repository contains code for spatio-temporal deep learning on functional MRI data☆24Sep 8, 2021Updated 4 years ago
- ☆11Apr 14, 2023Updated 3 years ago
- The source code of 'Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification' (MICCAI 2021)☆19Sep 17, 2021Updated 4 years ago
- The codes are from MICCAI 2022, "Dual-graph Learning Convolutional Networks for Interpretable Alzheimer’s Disease Diagnosis"☆19Dec 7, 2023Updated 2 years ago
- A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.☆238Feb 27, 2023Updated 3 years ago
- Minimal scripts available for predictions on multiple datasets☆52Jan 11, 2019Updated 7 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Diagnosing Autism Spectrum Disorder using fMRI data☆15Sep 11, 2023Updated 2 years ago
- ☆58Sep 28, 2022Updated 3 years ago
- [MICCAI'23] Official Pytorch Implementation for "CellGAN: Conditional Cervical Cell Synthesis for Augmenting Cytopathological Image Class…☆35Feb 24, 2025Updated last year
- Implementations for CHIL 2023 paper ''PTGB: Pre-Train Graph Neural Networks for Brain Network Analysis'' and KDD 2022 paper ''Data-Effici…☆20Sep 25, 2023Updated 2 years ago
- Dual Attention Multi-Instance Deep Learning for AD diagnosis☆40Mar 16, 2021Updated 5 years ago
- Geometric Superpixel Representations for Efficient Image Classification with Graph Neural Networks☆13Aug 10, 2023Updated 2 years ago
- ☆11Sep 29, 2022Updated 3 years ago