3 papers
cs.CV2025
Enhancing Human Motion Prediction via Multi-range Decoupling Decoding with Gating-adjusting Aggregation
Jiexin Wang, Wenwen Qiang, Zhao Yang +1
Expressive representation of pose sequences is crucial for accurate motion modeling in human motion prediction (HMP). While recent deep learning-based methods have shown promise in…
cs.CV2024
Spatio-Temporal Multi-Subgraph GCN for 3D Human Motion Prediction
Jiexin Wang, Yiju Guo, Bing Su
Human motion prediction (HMP) involves forecasting future human motion based on historical data. Graph Convolutional Networks (GCNs) have garnered widespread attention in this fiel…
cs.CV2024
Temporal Dynamics Decoupling with Inverse Processing for Enhancing Human Motion Prediction
Jiexin Wang, Yiju Guo, Bing Su
Exploring the bridge between historical and future motion behaviors remains a central challenge in human motion prediction. While most existing methods incorporate a reconstruction…