nuScenes Knowledge Graph-A comprehensive semantic representation of traffic scenes for trajectory prediction
Trajectory prediction in traffic scenes involves accurately forecasting the behaviour of
surrounding vehicles. To achieve this objective it is crucial to consider contextual …
surrounding vehicles. To achieve this objective it is crucial to consider contextual …
A survey on knowledge graph-based methods for automated driving
Deep learning methods have made remarkable breakthroughs in machine learning in
general and in automated driving (AD) in particular. However, there are still unsolved …
general and in automated driving (AD) in particular. However, there are still unsolved …
Lanelet2 for nuscenes: Enabling spatial semantic relationships and diverse map-based anchor paths
Motion prediction and planning are key components to enable autonomous driving.
Although high definition (HD) maps provide important contextual information that constrains …
Although high definition (HD) maps provide important contextual information that constrains …
Knowledge Graph Expression of High Definition Map
R QI, Z YIN, J GU, Y CHEN, S YING - Geomatics and Information …, 2024 - ch.whu.edu.cn
Objectives High definition map (HDM) is the “sensor” for automated driving (AD), which
integrates the real-time data collected by various sensors and the prior data collected in the …
integrates the real-time data collected by various sensors and the prior data collected in the …
SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge Graphs
Intelligent Mobility Assimilating IoT in Autonomous Vehicles: Foster Sustainable Cities and Communities
B Singh, C Kaunert, S Lal, MK Arora… - … Sustainable Internet of …, 2025 - igi-global.com
Autonomous vehicle (AV) technologies, coupled with the rapid growth of the internet of
things (IoT), have ushered in an era of intelligent mobility. This evolution holds the potential …
things (IoT), have ushered in an era of intelligent mobility. This evolution holds the potential …
Context Query Generation using Scene Graph approach
Context-awareness (CA) has become an evolving trend, especially in the domain of Internet
of Things (IoT). With the progress of IoT, the necessity for accessing real-time contextual …
of Things (IoT). With the progress of IoT, the necessity for accessing real-time contextual …
Fusing Images and ontologies for Situation representation in Knowledge Graphs
In Smart City applications, urban mobility involves complex interactions between traffic
infrastructure, diverse road users, and physical environment. This paper addresses the …
infrastructure, diverse road users, and physical environment. This paper addresses the …