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Jianyang Xie

3 accepted papers

2025

Are Spatial-Temporal Graph Convolution Networks for Human Action Recognition Over-Parameterized?

CVPR 2025poster

Spatial-temporal graph convolutional networks (ST-GCNs) showcase impressive performance in skeleton-based human action recognition (HAR). However, despite the development of numerous models, their recognition performance does not differ significantly after aligning the input settings. With this obse…

2024

Dynamic Semantic-Based Spatial Graph Convolution Network for Skeleton-Based Human Action Recognition

AAAI 2024technical

Graph convolutional networks (GCNs) have attracted great attention and achieved remarkable performance in skeleton-based action recognition. However, most of the previous works are designed to refine skeleton topology without considering the types of different joints and edges, making them infeasibl…

2019

Topology Reconstruction of Tree-Like Structure in Images via Structural Similarity Measure and Dominant Set Clustering

CVPR 2019poster

The reconstruction and analysis of tree-like topological structures in the biomedical images is crucial for biologists and surgeons to understand biomedical conditions and plan surgical procedures. The underlying tree-structure topology reveals how different curvilinear components are anatomically…

Cited by 13PDFScholar