activity
20212023
most citedSituation-Aware Environment Perception Using a Multi-Layer Attention Map

27 citations · 37 across the 5 of their papers we have counts for

collaborators

6 papers

cs.RO2023

Advancing Frame-Dropping in Multi-Object Tracking-by-Detection Systems Through Event-Based Detection Triggering

Matti Henning, Michael Buchholz, Klaus Dietmayer

With rising computational requirements modern automated vehicles (AVs) often consider trade-offs between energy consumption and perception performance, potentially jeopardizing the…

cs.RO2023★ 1 cited

The Impact of Frame-Dropping on Performance and Energy Consumption for Multi-Object Tracking

Matti Henning, Michael Buchholz, Klaus Dietmayer

The safety of automated vehicles (AVs) relies on the representation of their environment. Consequently, state-of-the-art AVs employ potent sensor systems to achieve the best possib…

cs.RO2022★ 7 cited

Situation-Aware Environment Perception for Decentralized Automation Architectures

Matti Henning, Michael Buchholz, Klaus Dietmayer

Advances in the field of environment perception for automated agents have resulted in an ongoing increase in generated sensor data. The available computational resources to process…

cs.RO2022★ 2 cited

Identification of Threat Regions From a Dynamic Occupancy Grid Map for Situation-Aware Environment Perception

Matti Henning, Jan Strohbeck, Michael Buchholz +1

The advance towards higher levels of automation within the field of automated driving is accompanied by increasing requirements for the operational safety of vehicles. Induced by t…

cs.RO2021★ 27 cited

Situation-Aware Environment Perception Using a Multi-Layer Attention Map

Matti Henning, Johannes Müller, Fabian Gies +2

Within the field of automated driving, a clear trend in environment perception tends towards more sensors, higher redundancy, and overall increase in computational power. This is m…

cs.CV2021

Anomaly Detection in Radar Data Using PointNets

Thomas Griebel, Dominik Authaler, Markus Horn +3

For autonomous driving, radar is an important sensor type. On the one hand, radar offers a direct measurement of the radial velocity of targets in the environment. On the other han…