Multi-camera vehicle sensing provides a cost-effective solution for 3D environmental perception in intelligent vehicles. A practical challenge is that temporal fusion becomes unreliable when the ego-vehicle undergoes aggressive motion. Historical camera features are commonly aligned by rigid ego-pose warping, but resid...
Smart-lighting IoT nodes increasingly receive commands from heterogeneous sources such as edge processes, mobile applications, cloud platforms, and natural-language interfaces. However, an application- or cloud-side command record does not necessarily guarantee embedded-node reception, actuator update, or state synchro...
Chen Chen, Hao-Dong Wang, Zhi-Jun Xie et al.· International Test Conferenc...· 0 citations
SPIMP-RAG is proposed, a coarse-to-fine triple retrieval approach whose key component is Structure-Prior Injected Message Passing (SPIMP), a fine-stage reranker that injects Directional Distance Encoding into relation-aware message passing and supports the effectiveness of structure-aware fine reranking for compact evi...
Jun Chen, Zhi-Jun Xie, Rui Wang et al.· Journal of King Saud Univers...· 0 citations
This work proposes DuoFlow-KG, a unified dual-modal evidence retrieval framework that constructs compact, high-density evidence subgraphs through integrated structure-semantic modeling and introduces a dual-directional knowledge anchoring strategy that enriches entity representations by incorporating both incoming and...
Liwei Wang, Zhijun Xie, Rui Wang et al.· Scientific Reports· 0 citations
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