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heodawoon's Projects

amcnn icon amcnn

Attention-modulated multi-branch convolutional neural networks for neonatal brain tissue segmentation

brainnn-pretrain icon brainnn-pretrain

Implementations for CHIL 2023 paper ''PTGB: Pre-Train Graph Neural Networks for Brain Network Analysis'' and KDD 2022 paper ''Data-Efficient Brain Connectome Analysis via Multi-Task Meta-Learning''

cal icon cal

[KDD 2022] "Causal Attention for Interpretable and Generalizable Graph Classification" by YongduoSui, Xiang Wang, Jiancan Wu, Min Lin, Xiangnan He, Tat-Seng Chua

can icon can

Context-assisted full Attention Network for brain tissue segmentation

cst icon cst

Continuous Spatiotemporal Transformer

dino icon dino

PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO

eag-rs icon eag-rs

EAG-RS: A Novel Explainability-guided ROI Selection Framework for ASD diagnosis via Inter-regional Relation Learning - PyTorch Implementation (IEEE-TMI 2023)

learning-from-brains icon learning-from-brains

Self-supervised learning techniques for neuroimaging data inspired by prominent learning frameworks in natural language processing + One of the broadest neuroimaging datasets used for pre-training to date.

meshnet-pytorch icon meshnet-pytorch

This repository contains a PyTorch implementation of MeshNet architecture. MeshNet is a volumetric convolutional neural network for image segmentation (focused on brain imaging application) based on dilated kernels [1].

uhf-guided_segmentation icon uhf-guided_segmentation

PyTorch implementation of "Transferring Ultra-high Field Representations for Intensity-Guided Brain Segmentation of Low Field MRI"

unest icon unest

The official Pytorch implementation of UNesT

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