Search Results for author: Zhigang Sun

Found 3 papers, 1 papers with code

SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge Graphs

no code implementations30 Apr 2024 Zhigang Sun, Zixu Wang, Lavdim Halilaj, Juergen Luettin

The evaluation results suggest that by adding our knowledge graph the performance of the original methods is enhanced by 5% and 4%, respectively.

Autonomous Driving Knowledge Graphs +1

nuScenes Knowledge Graph -- A comprehensive semantic representation of traffic scenes for trajectory prediction

1 code implementation15 Dec 2023 Leon Mlodzian, Zhigang Sun, Hendrik Berkemeyer, Sebastian Monka, Zixu Wang, Stefan Dietze, Lavdim Halilaj, Juergen Luettin

Further, we present nuScenes Knowledge Graph (nSKG), a knowledge graph for the nuScenes dataset, that models explicitly all scene participants and road elements, as well as their semantic and spatial relationships.

Knowledge Graphs Trajectory Prediction

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