Publications

Distributed Measurement Framework for UWB Communications, Localization, and Sensing

GraphRelate3D: Context-Dependent 3D Object Detection with Inter-Object Relationship Graphs

Radio measurements are essential for the development of next generation wireless networks, which are expected to be multi-functional and handle a massive number of devices. Therefore, we present a flexible modular measurement…

Accurate and effective 3D object detection is critical for ensuring the driving safety of autonomous vehicles. Recently, state-of-the-art two-stage 3D object detectors have exhibited promising performance. However, these methods…

An Online Self-Correcting Calibration Architecture for Multi-Camera Traffic Localization Infrastructure

Joint Vehicle Pose and Extent Estimation in the Context of Multi-Camera Traffic Surveillance

Most vision-based sensing and localization infras- tructure today employ conventional area scanning cameras due to the high information density and cost efficiency offered by them. While the information-rich two-dimensional images provided by such sensors…

In this paper, we introduce a novel method for the estimation of vehicle pose and extent in traffic surveillance scenarios based on camera data. The state estimation is performed in a common world frame, enabling the seamless integration…

Sensing in the Third Dimension: UWB-Based Sensing in Urban Canyons

Increased Traffic Safety By Means Of Intelligent Detection And Localization Technologies​

Joint communication & sensing (JCS) enables the reuse of communication technology to detect passive objects by their influence on radio frequency (RF) wave propagation. Typically, the detection is done in a two-dimensional setup…

The two technologies presented in this paper, „Communication Location Surveillance“ (CLS) and radar classification by means of evaluation of micro-Doppler spectra have been adapted…  

Modeling Inter-Vehicle Occlusion Scenarios
in Multi-Camera Traffic Surveillance Systems

An Online Self-Correcting Calibration Architecture for Multi-Camera Traffic Localization Infrastructure

In this paper, we present a novel design for a multi-camera tracking system with occlusion-handling capabilities and its application to a highway traffic surveillance system… 

Most vision-based sensing and localization infrastructure today employ conventional area scanning cameras due to the high information density and cost efficiency offered by them…

A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future Outlook

Hybrid frequency modulation network for image restoration

Autonomous driving has rapidly developed and shown promising performance due to recent advances in hardware and deep learning techniques. High-quality datasets are fundamental for…
Image restoration involves recovering a high-quality image from its corrupted counterpart. This paper presents an effective and efficient framework for image restoration, termed CSNet…

An Open Source Simulation Framework for Moving-Network-Convoy Based Cellular V2X Communication in Intelligent Traffic Systems

Radio-Based Sensing in Vehicular Environments: Robust Localization and Tracking of VRUs

Open source system level simulators play a crucial role in the early stage research and optimization of cellular V2X communication networks and…

Joint Communication & Sensing is a concept where communication signals are reused for wireless sensing, i.e. detecting and locating moving objects…

Empirical Fading Model and Bayesian Calibration for Multipath-Enhanced Device-Free Localization

Multipath-enhanced device-free localization (MDFL) systems determine presence and location of objects and users not necessarily equipped with localization devices…