IEEE

STr-GCN: Dual Spatial Graph Convolutional Network and Transformer Graph Encoder for 3D Hand Gesture Recognition

Abstract: Skeleton-based hand gesture recognition is a challenging task that sparked a lot of attention in recent years, especially with the rise of Graph Neural Networks. In this paper, we propose a ...
IEEE

Multiscale Spatiotemporal Graph Convolutional Networks With Dynamic Delay Awareness for Traffic Forecasting

Abstract: The spatiotemporal dynamics of traffic forecasting make it a challenging task. In recent years, by adapting to the topology of traffic networks where road segments serve as nodes, graph ...
GitHub

kryptologyst/Graph-Convolutional-Networks

A comprehensive, production-ready implementation of Graph Convolutional Networks with modern enhancements, evaluation frameworks, and interactive visualization tools. ├── src/ # Source code │ ├── ...
GitHub

Small Sample Multi-Omics Classification via a Graph Convolutional Encoder–Decoder Network for Missing-Omics Recovery and Biomarker Discovery

Separate encoders for each omics type (mRNA, DNA methylation, miRNA). Extract latent representations from high-dimensional input features. MOGEDN/ ├── checkpoint_pretraining/ # Saved pretrained model ...