Pengpeng Chen

TDSN-GCN: Transformerify Overall Structure Decaying Static Graph Embedding NAS-Guided GCN for Skeleton Action Recognition

2025 · IEEE Transactions on Circuits and Systems for Video Technology

Skeleton action recognition is becoming a representative of video motion recognition based on GCNs or Transformers. However, GCN-based works suffer from the overall structure with low learning cap, over-smoothing of dynamic graphs, and limited temporal …