Dengquan Zhang

STGraphVQA: spatial-temporal graph reasoning with hierarchical cognition for interpretable driving scene understanding

STGraphVQA, a framework that represents driving scenes as dynamic spatiotemporal graphs, where nodes denote traffic participants, edges encode spatial and semantic relationships, and the temporal dimension captures their evolution, provides a promising direction toward interpretable autonomous driving systems.