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

L Mlodzian, Z Sun, H Berkemeyer… - Proceedings of the …, 2023 - openaccess.thecvf.com
Trajectory prediction in traffic scenes involves accurately forecasting the behaviour of
surrounding vehicles. To achieve this objective it is crucial to consider contextual …

A survey on knowledge graph-based methods for automated driving

J Luettin, S Monka, C Henson, L Halilaj - … Knowledge Graphs and …, 2022 - Springer
Deep learning methods have made remarkable breakthroughs in machine learning in
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

A Naumann, F Hertlein, D Grimm… - Proceedings of the …, 2023 - openaccess.thecvf.com
Motion prediction and planning are key components to enable autonomous driving.
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 …

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 …

Context Query Generation using Scene Graph approach

R De Silva, A Zaslavsky, S Loke… - 2023 24th IEEE …, 2023 - ieeexplore.ieee.org
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 …

Fusing Images and ontologies for Situation representation in Knowledge Graphs

R de Silva, A Zaslavsky, SW Loke… - 2024 25th IEEE …, 2024 - ieeexplore.ieee.org
In Smart City applications, urban mobility involves complex interactions between traffic
infrastructure, diverse road users, and physical environment. This paper addresses the …