Marcus Baum

Orcid: 0000-0002-0953-9032

Affiliations:
  • University of Göttingen, Institute of Computer Science, Germany
  • Karlsruhe Institute of Technology (KIT), ISAS Lab, Germany


According to our database1, Marcus Baum authored at least 114 papers between 2009 and 2024.

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Bibliography

2024
Track-to-track Association based on Deterministic Sampling using Herding.
Proceedings of the 27th International Conference on Information Fusion, 2024

Indoor Localization based on Short-Range Radar and Rotating Landmarks.
Proceedings of the 27th International Conference on Information Fusion, 2024

Random Matrix-based Tracking of Rectangular Extended Objects with Contour Measurements.
Proceedings of the 27th International Conference on Information Fusion, 2024

2023
An Overview of the PAKF-JPDA Approach for Elliptical Multiple Extended Target Tracking Using High-Resolution Marine Radar Data.
Remote. Sens., 2023

Track-to-track Association based on Stochastic Optimization.
Proceedings of the 26th International Conference on Information Fusion, 2023

Adaptive Kalman Filter Tracking for Instantaneous Aircraft Flutter Monitoring.
Proceedings of the 26th International Conference on Information Fusion, 2023

Improved Extended Object Tracking with Efficient Particle-based Orientation Estimation.
Proceedings of the 26th International Conference on Information Fusion, 2023

Evaluation Scores for Elliptic Extended Object Tracking Considering Diverse Object Sizes.
Proceedings of the 26th International Conference on Information Fusion, 2023

Multitarget-Multidetection Tracking Using the Kernel SME Filter.
Proceedings of the 26th International Conference on Information Fusion, 2023

The Kernel-SME Filter with Adaptive Kernel Widths for Association-free Multi-target Tracking.
Proceedings of the American Control Conference, 2023

2022
ImputAccur: fast and user-friendly calculation of genotype-imputation accuracy-measures.
BMC Bioinform., 2022

Deterministic Gaussian Filtering based on Herding.
Proceedings of the 25th International Conference on Information Fusion, 2022

Track-to- Track Fusion for Elliptical Extended Targets Parameterized with Orientation and Semi-Axes Lengths.
Proceedings of the 25th International Conference on Information Fusion, 2022

CNN-based Shape Estimation for Extended Object Tracking using Point Cloud Measurements.
Proceedings of the 25th International Conference on Information Fusion, 2022

2021
Fusion of Elliptical Extended Object Estimates Parameterized With Orientation and Axes Lengths.
IEEE Trans. Aerosp. Electron. Syst., 2021

Constraint-Based Hierarchical Cluster Selection in Automotive Radar Data.
Sensors, 2021

Real-World Marine Radar Datasets for Evaluating Target Tracking Methods.
Sensors, 2021

Incorporating Range Rate Measurements in EKF-based Elliptical Extended Object Tracking.
Proceedings of the IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2021

Kalman Filter Based Extended Object Tracking with a Gaussian Mixture Spatial Distribution Model.
Proceedings of the IEEE Intelligent Vehicles Symposium Workshops, 2021

Continuous Herded Gibbs Sampling.
Proceedings of the 24th IEEE International Conference on Information Fusion, 2021

An Elliptical Principal Axes-based Model for Extended Target Tracking with Marine Radar Data.
Proceedings of the 24th IEEE International Conference on Information Fusion, 2021

2020
Deterministic Gibbs Sampling for Data Association in Multi-Object Tracking.
Proceedings of the IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2020

A Hybrid Approach To Hierarchical Density-based Cluster Selection.
Proceedings of the IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2020

Assymetric Noise Tailoring for Vehicle Lidar data in Extended Object Tracking.
Proceedings of the IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2020

Multipath Delay Estimation Using Signal Power Measurements from Multiple Carrier Frequencies.
Proceedings of the 2020 International Conference on Localization and GNSS, 2020

Marginal Association Probabilities for Multiple Extended Objects without Enumeration of Measurement Partitions.
Proceedings of the IEEE 23rd International Conference on Information Fusion, 2020

A Comparison of Kalman Filter-based Approaches for Elliptic Extended Object Tracking.
Proceedings of the IEEE 23rd International Conference on Information Fusion, 2020

Dual-frequency Collaborative Positioning for Minimization of GNSS Errors in Urban Canyons.
Proceedings of the IEEE 23rd International Conference on Information Fusion, 2020

Simulation-based Analysis of Multipath Delay Distributions in Urban Canyons.
Proceedings of the European Navigation Conference, 2020

2019
Tracking the Orientation and Axes Lengths of an Elliptical Extended Object.
IEEE Trans. Signal Process., 2019

Network Flow Labeling for Extended Target Tracking PHD Filters.
IEEE Trans. Ind. Informatics, 2019

HDBSCAN(ε̂): An Alternative Cluster Extraction Method for HDBSCAN.
CoRR, 2019

Optimal Fusion of Elliptic Extended Target Estimates based on the Wasserstein Distance.
Proceedings of the 22th International Conference on Information Fusion, 2019

The Dual-frequency Post-correlation Difference Feature for Detection of Multipath and non-Line-of-Sight Errors in Satellite Navigation.
Proceedings of the 22th International Conference on Information Fusion, 2019

EM-based Extended Target Tracking with Automotive Radar using Learned Spatial Distribution Models.
Proceedings of the 22th International Conference on Information Fusion, 2019

Tracking Targets with Known Spatial Extent Using Experimental Marine Radar Data.
Proceedings of the 22th International Conference on Information Fusion, 2019

2018
Guest Editorial Special Section on Multisensor Fusion and Integration for Intelligent Systems.
IEEE Trans. Ind. Informatics, 2018

Linear programming based time lag identification in event sequences.
Autom., 2018

Multi-Frequency GNSS Signal Fusion for Minimization of Multipath and Non-Line-of-Sight Errors: A Survey.
Proceedings of the 15th Workshop on Positioning, Navigation and Communications, 2018

A General Reliability-Aware Fusion Concept Using DST and Supervised Learning with Its Applications in Multi-Source Road Estimation.
Proceedings of the 2018 IEEE Intelligent Vehicles Symposium, 2018

Linear-Time Joint Probabilistic Data Association for Multiple Extended Object Tracking.
Proceedings of the 10th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2018

Extended Target Tracking Using Gaussian Processes with High-Resolution Automotive Radar.
Proceedings of the 21st International Conference on Information Fusion, 2018

An Ensemble Kalman Filter for Feature-Based SLAM with Unknown Associations.
Proceedings of the 21st International Conference on Information Fusion, 2018

A Cartesian B-Spline Vehicle Model for Extended Object Tracking.
Proceedings of the 21st International Conference on Information Fusion, 2018

Post-Processing of Multi-Target Trajectories for Traffic Safety Analysis.
Proceedings of the 21st International Conference on Information Fusion, 2018

2017
Fast road boundary detection and tracking in occupancy grids from laser scans.
Proceedings of the 2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2017

A nearest neighbour ensemble Kalman Filter for multi-object tracking.
Proceedings of the 2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2017

A survey of performance measures to evaluate ego-lane estimation and a novel sensor-independent measure along with its applications.
Proceedings of the 2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2017

Online reliability assessment and reliability-aware fusion for Ego-Lane detection using influence diagram and Bayes filter.
Proceedings of the 2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2017

GM-PHD filter for multiple extended object tracking based on the multiplicative error shape model and network flow labeling.
Proceedings of the IEEE Intelligent Vehicles Symposium, 2017

Framework for mining event correlations and time lags in large event sequences.
Proceedings of the 15th IEEE International Conference on Industrial Informatics, 2017

Extended Kalman filter for extended object tracking.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Learning an object tracker with a random forest and simulated measurements.
Proceedings of the 20th International Conference on Information Fusion, 2017

A likelihood-free particle filter for multi-obiect tracking.
Proceedings of the 20th International Conference on Information Fusion, 2017

EM approach for tracking star-convex extended objects.
Proceedings of the 20th International Conference on Information Fusion, 2017

Random finite set particle filter for source enumeration and direction-of-arrival tracking using sonar arrays.
Proceedings of the 20th International Conference on Information Fusion, 2017

Comparative Evaluation for Recommender Systems for Book Recommendations.
Proceedings of the Datenbanksysteme für Business, 2017

2016
Level-set random hypersurface models for tracking nonconvex extended objects.
IEEE Trans. Aerosp. Electron. Syst., 2016

Extended Object Tracking: Introduction, Overview and Applications.
CoRR, 2016

Metrics for performance evaluation of elliptic extended object tracking methods.
Proceedings of the 2016 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2016

An EM approach for contour tracking based on point clouds.
Proceedings of the 2016 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2016

Second-order extended Kalman filter for extended object and group tracking.
Proceedings of the 19th International Conference on Information Fusion, 2016

State estimation considering negative information with switching Kalman and ellipsoidal filtering.
Proceedings of the 19th International Conference on Information Fusion, 2016

The Kernel-SME filter with false and missing measurements.
Proceedings of the 19th International Conference on Information Fusion, 2016

2015
Polynomial-Time Algorithms for the Exact MMOSPA Estimate of a Multi-Object Probability Density Represented by Particles.
IEEE Trans. Signal Process., 2015

On Wasserstein Barycenters and MMOSPA Estimation.
IEEE Signal Process. Lett., 2015

Recursive Bayesian pose and shape estimation of 3D objects using transformed plane curves.
Proceedings of the Sensor Data Fusion: Trends, Solutions, Applications, 2015

A closed-form likelihood for Particle Filters to track extended objects with star-convex RHMs.
Proceedings of the 2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2015

TrackSort: Predictive tracking for sorting uncooperative bulk materials.
Proceedings of the 2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2015

State estimation for ellipsoidally constrained dynamic systems with set-membership pseudo measurements.
Proceedings of the 2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2015

Depth sensor calibration by tracking an extended object.
Proceedings of the 2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2015

Kalman filter-based SLAM with unknown data association using Symmetric Measurement Equations.
Proceedings of the 2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2015

The GFMT HPMHT puzzle.
Proceedings of the 18th International Conference on Information Fusion, 2015

Online playtime prediction for cognitive video streaming.
Proceedings of the 18th International Conference on Information Fusion, 2015

Association-free direct filtering of multi-target random finite sets with set distance measures.
Proceedings of the 18th International Conference on Information Fusion, 2015

Partial likelihood for unbiased extended object tracking.
Proceedings of the 18th International Conference on Information Fusion, 2015

MMOSPA-based direction-of-arrival tracking with a passive sonar array - An experimental study.
Proceedings of the 18th International Conference on Information Fusion, 2015

OSPA barycenters for clustering set-valued data.
Proceedings of the 18th International Conference on Information Fusion, 2015

MMOSPA estimation with unknown number of objects.
Proceedings of the IEEE China Summit and International Conference on Signal and Information Processing, 2015

2014
Extended Object Tracking with Random Hypersurface Models.
IEEE Trans. Aerosp. Electron. Syst., 2014

Tracking simplified shapes using a stochastic boundary.
Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014

Real-time kernel-based multiple target tracking for robotic beating heart surgery.
Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014

MMOSPA-based direction-of-arrival estimation for planar antenna arrays.
Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014

A hybrid data association model for efficient multi-target maximum likelihood estimation.
Proceedings of the IEEE International Conference on Acoustics, 2014

Evaluation of the PMHT approach for passive radar tracking with unknown transmitter associations.
Proceedings of the 17th International Conference on Information Fusion, 2014

MMOSPA-based track extraction in the PHD filter - a justification for k-means clustering.
Proceedings of the 53rd IEEE Conference on Decision and Control, 2014

2013
Simultaneous Tracking and Shape Estimation of Extended Objects.
PhD thesis, 2013

Level-Set Random Hypersurface Models for tracking non-convex extended objects.
Proceedings of the 16th International Conference on Information Fusion, 2013

Silhouette measurements for Bayesian object tracking in noisy point clouds.
Proceedings of the 16th International Conference on Information Fusion, 2013

The Kernel-SME filter for multiple target tracking.
Proceedings of the 16th International Conference on Information Fusion, 2013

2012
Extended Object Tracking Based on Set-Theoretic and Stochastic Fusion.
IEEE Trans. Aerosp. Electron. Syst., 2012

Tracking ground moving extended objects using RGBD data.
Proceedings of the IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2012

Tracking 3D shapes in noisy point clouds with Random Hypersurface Models.
Proceedings of the 15th International Conference on Information Fusion, 2012

Calculating some exact MMOSPA estimates for particle distributions.
Proceedings of the 15th International Conference on Information Fusion, 2012

Modeling the target extent with multiplicative noise.
Proceedings of the 15th International Conference on Information Fusion, 2012

Optimal point estimates for multi-target states based on kernel distances.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012

2011
Fitting conics to noisy data using stochastic linearization.
Proceedings of the 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2011

Analysis of set-theoretic and stochastic models for fusion under unknown correlations.
Proceedings of the 14th International Conference on Information Fusion, 2011

Covariance intersection in nonlinear estimation based on pseudo Gaussian densities.
Proceedings of the 14th International Conference on Information Fusion, 2011

Optimal Gaussian filtering for polynomial systems applied to association-free multi-target tracking.
Proceedings of the 14th International Conference on Information Fusion, 2011

Using symmetric state transformations for multi-target tracking.
Proceedings of the 14th International Conference on Information Fusion, 2011

Shape tracking of extended objects and group targets with star-convex RHMs.
Proceedings of the 14th International Conference on Information Fusion, 2011

Mixture Random Hypersurface Models for tracking multiple extended objects.
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

2010
Three pillar information management system for modeling the environment of autonomous systems.
Proceedings of the IEEE International Conference on Virtual Environments, 2010

Association-free tracking of two closely spaced targets.
Proceedings of the 2010 IEEE Conference on Multisensor Fusion and Integration for Intelligent Systems, 2010

Tracking a minimum bounding rectangle based on extreme value theory.
Proceedings of the 2010 IEEE Conference on Multisensor Fusion and Integration for Intelligent Systems, 2010

Data association in a world model for autonomous systems.
Proceedings of the 2010 IEEE Conference on Multisensor Fusion and Integration for Intelligent Systems, 2010

A visual interactive debugger based on symbolic execution.
Proceedings of the ASE 2010, 2010

Extended Object and Group Tracking: A Comparison of Random Matrices and Random Hypersurface Models.
Proceedings of the 40. Jahrestagung der Gesellschaft für Informatik, Service Science - Neue Perspektiven für die Informatik, INFORMATIK 2010, Leipzig, Germany, September 27, 2010

Combined set-theoretic and stochastic estimation: A comparison of the SSI and the CS filter.
Proceedings of the 13th Conference on Information Fusion, 2010

Extended object and group tracking with Elliptic Random Hypersurface Models.
Proceedings of the 13th Conference on Information Fusion, 2010

A novel Bayesian method for fitting a circle to noisy points.
Proceedings of the 13th Conference on Information Fusion, 2010

2009
Tracking an Extended Object Modeled as an Axis-Aligned Rectangle.
Proceedings of the 39. Jahrestagung der Gesellschaft für Informatik, Im Focus das Leben, INFORMATIK 2009, Lübeck, Germany, September 28, 2009

Extended object tracking based on combined set-theoretic and stochastic fusion.
Proceedings of the 12th International Conference on Information Fusion, 2009


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