Search Results for author: Sebastian Monka

Found 6 papers, 1 papers with code

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

Context-driven Visual Object Recognition based on Knowledge Graphs

no code implementations20 Oct 2022 Sebastian Monka, Lavdim Halilaj, Achim Rettinger

The experimental results provide evidence that the contextual views influence the image representations in the DNN differently and therefore lead to different predictions for the same images.

Knowledge Graphs Object +2

A Survey on Knowledge Graph-based Methods for Automated Driving

no code implementations30 Sep 2022 Juergen Luettin, Sebastian Monka, Cory Henson, Lavdim Halilaj

However, recent progress in knowledge graph embeddings and graph neural networks allows to applying machine learning to graph-structured data.

Knowledge Graph Embeddings Knowledge Graphs +2

A Survey on Visual Transfer Learning using Knowledge Graphs

no code implementations27 Jan 2022 Sebastian Monka, Lavdim Halilaj, Achim Rettinger

KGs can represent auxiliary knowledge either in an underlying graph-structured schema or in a vector-based knowledge graph embedding.

Knowledge Graph Embedding Knowledge Graphs +1

Learning Visual Models using a Knowledge Graph as a Trainer

no code implementations17 Feb 2021 Sebastian Monka, Lavdim Halilaj, Stefan Schmid, Achim Rettinger

However, due to the sole dependence on the image data distribution of the training domain, these models tend to fail when applied to a target domain that differs from their source domain.

Knowledge Graph Embedding Knowledge Graphs +2

Real-time on-board obstacle avoidance for UAVs based on embedded stereo vision

no code implementations17 Jul 2018 Boitumelo Ruf, Sebastian Monka, Matthias Kollmann, Michael Grinberg

Obstacle avoidance is based on a reactive approach which finds the shortest path around the obstacles as soon as they have a critical distance to the UAV.

Disparity Estimation

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