Publications

This page provides an overview of the latest papers and articles published by researchers at the Technology Hub Machine Learning. For a more detailed search with specific search criteria, please use the Fraunhofer publication database Publica.

If you want to learn more about our research and would like to get a deeper insight into the different topics around our research focuses (Resource Aware Learning, Simulation-based Learning, and Hybrid Learning) in practice, then our publications are exactly what you are looking for. Many of them you can download directly and free of charge as full text version.

Publications 2023

Jahr Year	Titel/Autor:in Title/Author	Publikationstyp Publication Type
2023	Addressing Bias in Fine-Grained Classification Datasets: A Strategy for Reliable Evaluation Wolf, Stefan; Koch, Jannik; Sommer, Lars Wilko; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	An Improved Association Pipeline for Multi-Person Tracking Stadler, Daniel; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	Attention-Based Point Cloud Edge Sampling Wu, Chengzhi; Zheng, Junwei; Pfrommer, Julius; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	AutoConf: A New Algorithm for Reconfiguration of Cyber-Physical Production Systems Balzereit, Kaja; Niggemann, Oliver	Zeitschriftenaufsatz Journal Article
2023	Balanced Pedestrian Attribute Recognition for Improved Attribute-based Person Retrieval Specker, Andreas; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	Counterfactual Root Cause Analysis via Anomaly Detection and Causal Graphs Rehak, Josephine; Sommer, Anouk; Becker, Maximilian; Pfrommer, Julius; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	Deep Learning Based UAV Payload Recognition Sommer, Lars Wilko; Spraul, Raphael	Konferenzbeitrag Conference Paper
2023	Deflectometry for specular surfaces: an overview Burke, Jan; Pak, Alexey; Höfer, Sebastian; Ziebarth, Mathias; Roschani, Masoud; Beyerer, Jürgen	Zeitschriftenaufsatz Journal Article
2023	Explainable AI for sensor-based sorting systems Anneken, Mathias; Veerappa, Manjunatha; Huber, Marco; Kühnert, Christian; Kronenwett, Felix; Maier, Georg	Zeitschriftenaufsatz Journal Article
2023	Generative-Contrastive Learning for Self-Supervised Latent Representations of 3D Shapes from Multi-Modal Euclidean Input Wu, Chengzhi; Pfrommer, Julius; Zhou, Mingyuan; Beyerer, Jürgen	Paper
2023	Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems Rueden, Laura von; Mayer, Sebastian; Beckh, Katharina; Georgiev, Bogdan; Giesselbach, Sven; Heese, Raoul; Kirsch, Birgit; Walczak, Michal; Pfrommer, Julius; Pick, Annika; Ramamurthy, Rajkumar; Garcke, Jochen; Bauckhage, Christian; Schuecker, Jannis	Zeitschriftenaufsatz Journal Article
2023	Model-driven Approach for integrated Design and Process Planning of Fiber Composite Aerostructures Holland, Maximilian; Paul, Nathalie; Linder, Christian; Elsafty, Hossam Fawzy Mohamed; Ernis, Gunar; Geinitz, Steffen	Vortrag Presentation
2023	Object Detection in 3D Point Clouds via Local Correlation-Aware Point Embedding Wu, Chengzhi; Pfrommer, Julius; Beyerer, Jürgen; Li, Kangning; Neubert, Boris	Paper
2023	Past Information Aggregation for Multi-Person Tracking Stadler, Daniel; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	Potentials of Explainable Predictions of Order Picking Times in Industrial Production Balzereit, Kaja; Soni, Nehal; Bunte, Andreas	Konferenzbeitrag Conference Paper
2023	ReidTrack: Reid-only Multi-target Multi-camera Tracking Specker, Andreas; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	SynMotor: A Benchmark Suite for Object Attribute Regression and Multi-task Learning Wu, Chengzhi; Qiu, Linxi; Zhou, Kanran; Pfrommer, Julius; Beyerer, Jürgen	Paper
2023	SynMotor: A Benchmark Suite for Object Attribute Regression and Multi-Task Learning Wu, Chengzhi; Qiu, Linxi; Zhou, Kanran; Pfrommer, Julius; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	UPAR Challenge: Pedestrian Attribute Recognition and Attribute-based Person Retrieval - Dataset, Design, and Results Cormier, Mickael; Specker, Andreas; Jacques, Julio C.S.; Florin, Lucas; Metzler, Jürgen; Moeslund, Thomas B.; Nasrollahi, Kamal; Escalera, Sergio; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2023	UPAR: Unified Pedestrian Attribute Recognition and Person Retrieval Specker, Andreas; Cormier, Mickael; Beyerer, Jürgen	Konferenzbeitrag Conference Paper

Diese Liste ist ein Auszug aus der Publikationsplattform Fraunhofer-Publica

This list has been generated from the publication platform Fraunhofer-Publica

Publications 2022

Jahr Year	Titel/Autor:in Title/Author	Publikationstyp Publication Type
2022	Accessing and Interpreting OPC UA Event Traces based on Semantic Process Descriptions Westermann, Tom; Hranisavljevic, Nemanja; Fay, Alexander	Konferenzbeitrag Conference Paper
2022	An AI benchmark for Diagnosis, Reconfiguration & Planning Ehrhardt, Jonas; Ramonat, Malte; Heesch, Rene; Balzereit, Kaja; Diedrich, Alexander; Niggemann, Oliver	Konferenzbeitrag Conference Paper
2022	Anonymization of German financial documents using neural network-based language models with contextual word representations Biesner, David; Ramamurthy, Rajkumar; Loitz, Rüdiger; Lübbering, Max; Hillebrand, Lars Patrick; Ladi, Anna; Stenzel, Robin; Pielka, Maren; Bauckhage, Christian; Sifa, Rafet	Zeitschriftenaufsatz Journal Article
2022	Bézier Curve Gaussian Processes Hug, Ronny; Becker, Stefan; Hübner, Wolfgang; Arens, Michael; Beyerer, Jürgen	Paper
2022	Evaluation of an Automated Mapping from ICD-10 to SNOMED CT Philipp, Patrick; Veloso de Oliveira, Julia; Appenzeller, Arno; Hartz, Tobias; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2022	Event Abstraction in Medical Context Using Self Organizing Maps (CSCI-RTHI) Philipp, Patrick; Bommersheim, Marie	Konferenzbeitrag Conference Paper
2022	Explaining solutions to multi-stage stochastic optimization problems to decision makers Tierney, Kevin; Balzereit, Kaja; Bunte, Andreas; Niehörster, Oliver	Konferenzbeitrag Conference Paper
2022	Few-Shot Supervised Prototype Alignment for Pedestrian Detection on Fisheye Images Wiedemer, Thaddäus; Wolf, Stefan; Schumann, Arne; Ma, Kaisheng; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2022	For the Sake of Privacy: Skeleton-Based Salient Behavior Recognition Golda, Thomas; Thiemich, Johanna; Cormier, Mickael; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2022	Generating Causal Hypotheses for Explaining Black-Box Industrial Processes Balzereit, Kaja; Diedrich, Alexander; Kubus, Daniel; Ginster, Jonas; Bunte, Andreas	Konferenzbeitrag Conference Paper
2022	Gradient Flows for L2 Support Vector Machine Training Bauckhage, Christian; Schneider, Helen; Wulff, Benjamin; Sifa, Rafet	Paper
2022	Graph-based tensile strength approximation of random nonwoven materials by interpretable regression Antweiler, Dario; Harmening, Marc; Marheineke, Nicole; Schmeißer, Andre; Wegener, Raimund; Pascal Welke	Zeitschriftenaufsatz Journal Article
2022	Improving Multi-Target Multi-Camera Tracking by Track Refinement and Completion Specker, Andreas; Florin, Lucas; Cormier, Mickael; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2022	Knowledge-Based Adaptation of Product and Process Design in Blisk Manufacturing Ganser, Philipp; Landwehr, Markus; Schiller, Sven; Vahl, Christopher; Mayer, Sebastian; Bergs, Thomas	Zeitschriftenaufsatz Journal Article
2022	Machine learning framework to predict nonwoven material properties from fiber graph representations Antweiler, Dario; Harmening, Marc; Marheineke, Nicole; Schmeißer, Andre; Wegener, Raimund; Welke, Pascal	Zeitschriftenaufsatz Journal Article
2022	Modelling Ambiguous Assignments for Multi-Person Tracking in Crowds Stadler, Daniel; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2022	OPTIMA: Framework Selecting Optimal Virtual Model to Query Large Heterogeneous Data Belmehdi, Chahrazed B. Bachir; Khiat, Abderrahmane; Keskes, Nabil	Konferenzbeitrag Conference Paper
2022	Quantum Circuit Evolution on NISQ Devices Franken, Lukas; Georgiev, Bogdan; Mücke, Sascha; Wolter, Moritz; Heese, Raoul; Bauckhage, Christian; Piatkowski, Nico	Konferenzbeitrag Conference Paper
2022	Quantum Feature Selection Mücke, Sascha; Heese, Raoul; Müller, Sabine; Wolter, Moritz; Piatkowski, Nico	Paper
2022	RangeBird: Multi View Panoptic Segmentation of 3D Point Clouds with Neighborhood Attention Duerr, Fabian; Weigel, Hendrik; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2022	Robustness in Fatigue Strength Estimation Weichert, Dorina; Kister, Alexander; Houben, Sebastian; Ernis, Gunar; Wrobel, Stefan	Paper
2022	Safe and Psychologically Pleasant Traffic Signal Control with Reinforcement Learning using Action Masking Müller, Arthur; Sabatelli, Matthia	Konferenzbeitrag Conference Paper
2022	ServiceNavigator - A Bayesian Assistance System for Diagnosing Industrial Production Systems Diedrich, Alexander; Deutschmann, Patrick; Junker, Caroline	Konferenzbeitrag Conference Paper
2022	Supporting Visual Exploration of Iterative Job Scheduling Andrienko, Gennady; Andrienko, Natalia; Garcia, Jose Manuel Cordero; Hecker, Dirk; Vouros, George A.	Zeitschriftenaufsatz Journal Article
2022	Toward Accurate Online Multi-target Multi-camera Tracking in Real-time Specker, Andreas; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2022	Transformer-based Fine-Grained Fungi Classification in an Open-Set Scenario Wolf, Stefan; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2022	UPAR: Unified Pedestrian Attribute Recognition and Person Retrieval Specker, Andreas; Cormier, Mickael; Beyerer, Jürgen	Paper
2022	Validation of XAI Explanations for Multivariate Time Series Classification in the Maritime Domain Veerappa, Manjunatha; Anneken, Mathias; Burkart, Nadia; Huber, Marco	Zeitschriftenaufsatz Journal Article
2022	Visual Analytics for Human-Centered Machine Learning Andrienko, Natalia; Andrienko, Gennady; Adilova, Linara; Wrobel, Stefan	Zeitschriftenaufsatz Journal Article
2022	Visualizing Rule-based Classifiers for Clinical Risk Prognosis Antweiler, Dario; Fuchs, Georg	Konferenzbeitrag Conference Paper

Diese Liste ist ein Auszug aus der Publikationsplattform Fraunhofer-Publica

This list has been generated from the publication platform Fraunhofer-Publica

Scientific papers, articles and more

Publications 2023

Publications 2022

Previous publications