Scientific papers, articles and more

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; Pascal Welke
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