GCN-DevLSTM: Path Development for Skeleton-Based Action Recognition

L Jiang, W Yang, X Zhang, H Ni - arXiv preprint arXiv:2403.15212, 2024 - arxiv.org
Skeleton-based action recognition (SAR) in videos is an important but challenging task in
computer vision. The recent state-of-the-art models for SAR are primarily based on graph …

Adaptive Global Gesture Paths and Signature Features for Skeleton-based Gesture Recognition

D Shi, X Zhang, J Cheng, T Xiong, H Ni - International Conference on …, 2025 - Springer
Gestures exhibit sparse joint variations and different time scales, making local dynamic
analysis and global spatio-temporal modeling important. Path signature provides …

RoughPy: streaming data is rarely smooth

S Morley, T Lyons - 2024 - ora.ox.ac.uk
Rough path theory is a branch of mathematics arising out of stochastic analysis. One of the
main tools of rough path analysis is the signature, which captures the evolution of an …