Scientific papers, articles and more

This page provides an overview of the latest papers and articles published by researchers at the Research Center 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 2022

Jahr
Year
Titel/Autor:in
Title/Author
Publikationstyp
Publication Type
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 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 Modelling Ambiguous Assignments for Multi-Person Tracking in Crowds
Stadler, Daniel; Beyerer, Jürgen
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 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 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
Diese Liste ist ein Auszug aus der Publikationsplattform Fraunhofer-Publica

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

Publications 2021

Jahr
Year
Titel/Autor:in
Title/Author
Publikationstyp
Publication Type
2021 A Generic DigitalTwin Model for Artificial Intelligence Applications
Niggemann, Oliver; Diedrich, Alexander; Kühnert, Christian; Pfannstiel, Erik; Schraven, Joshua
Konferenzbeitrag
Conference Paper
2021 A Novel Regression Loss for Non-Parametric Uncertainty Optimization
Sicking, Joachim; Akila, Maram; Pintz, Maximilian; Wirtz, Tim; Fischer, Asja; Wrobel, Stefan
Konferenzbeitrag
Conference Paper
2021 A study of person re-identification design characteristics for aerial data
Moritz, Lennart; Specker, Andreas; Schumann, Arne
Konferenzbeitrag
Conference Paper
2021 A Survey on the Explainability of Supervised Machine Learning
Burkart, Nadia; Huber, Marco F.
Zeitschriftenaufsatz
Journal Article
2021 Adaptive wavelet pooling for convolutional neural networks
Wolter, Moritz; Garcke, Jochen
Konferenzbeitrag
Conference Paper
2021 ALiBERT: Improved automated list inspection (ALI) with BERT
Ramamurthy, Rajkumar; Pielka, Maren; Stenzel, Marc Robin; Bauckhage, Christian; Sifa, Rafet; Khameneh, Tim Dilmaghani; Warning, Ulrich; Kliem, Bernd; Loitz, Rüdiger
Konferenzbeitrag
Conference Paper
2021 An Integrated Approach to a Safety Argumentation for AI-Based Perception Functions in Automated Driving
Mock, Michael; Scholz, Stefan; Blank, Frederik; Hüger, Fabian; Rohatschek, Andreas; Schwarz, Loren; Stauner, Thomas
Konferenzbeitrag
Conference Paper
2021 An Occlusion-Aware Multi-Target Multi-Camera Tracking System
Specker, Andreas; Stadler, Daniel; Florin, Lucas; Beyerer, Jürgen
Konferenzbeitrag
Conference Paper
2021 An Optimization for Convolutional Network Layers Using the Viola-Jones Framework and Ternary Weight Networks
Agombar, Rhys; Bauckhage, Christian; Lübbering, Max; Sifa, Rafet
Konferenzbeitrag
Conference Paper
2021 Appearance and Motion Based Persistent Multiple Object Tracking in Wide Area Motion Imagery
Sommer, Lars; Krüger, Wolfgang; Teutsch, Michael
Konferenzbeitrag
Conference Paper
2021 Application of LSTM Networks for Water Demand Prediction in Optimal Pump Control
Kühnert, Christian; Gonuguntla, Naga; Krieg, Helene; Nowak, Dimitri; Thomas, Jorge A.
Zeitschriftenaufsatz
Journal Article
2021 Are you sure? Prediction revision in automated decision-making
Burkart, Nadia; Robert, Sebastian; Huber, Marco
Zeitschriftenaufsatz
Journal Article
2021 Auto Encoding Explanatory Examples with Stochastic Paths
Ojeda, César; Sánchez, Ramsés J.; Cvejoski, Kostadin; Schücker, Jannis; Bauckhage, Christian; Georgiev, Bogdan
Konferenzbeitrag
Conference Paper
2021 Automatic Indexing of Financial Documents via Information Extraction
Ramamurthy, Rajkumar; Lübbering, Max; Bell , Thiago; Gebauer, Michael; Ulusay, Bilge; Uedelhoven, Daniel; Dilmaghani, Tim; Loitz, Rüdiger; Pielka, Maren; Bauckhage, Christian; Sifa, Rafet
Konferenzbeitrag
Conference Paper
2021 CLEP: A hybrid data- and knowledge-driven framework for generating patient representations
Bharadhwaj, Vinay Srinivas; Ali, Mehdi; Birkenbihl, Colin; Mubeen, Sarah; Lehmann, Jens; Hofmann-Apitius, Martin; Hoyt, Charles Tapley; Domingo-Fernández, Daniel
Zeitschriftenaufsatz
Journal Article
2021 Communication efficient distributed learning of neural networks in Big Data environments using Spark
Alkhoury, Fouad; Wegener, Dennis; Sylla, Karl-Heinz; Mock, Michael
Konferenzbeitrag
Conference Paper
2021 Constructing Spaces and Times for Tactical Analysis in Football
Andrienko, Gennady; Andrienko, Natalia; Anzer, Gabriel; Bauer, P.; Budziak, G.; Fuchs, Georg; Hecker, Dirk; Weber, H.; Wrobel, Stefan
Zeitschriftenaufsatz
Journal Article
2021 Decision Snippet Features
Welke, Pascal; Alkhoury, Fouad; Bauckhage, Christian; Wrobel, Stefan
Konferenzbeitrag
Conference Paper
2021 Decoupling Autoencoders for Robust One-vs-Rest Classification
Lübbering, Max; Gebauer, Michael; Ramamurthy, Rajkumar; Bauckhage, Christian; Sifa, Rafet
Konferenzbeitrag
Conference Paper
2021 Deep learning based person search in aerial imagery
Sommer, Lars; Specker, Andreas; Schumann, Arne
Konferenzbeitrag
Conference Paper
2021 Deep learning based UAV type classification
Sommer, Lars; Schumann, Arne
Konferenzbeitrag
Conference Paper
2021 Deep learning-based video analysis pipeline for person detection and re-identification in aerial imagery
Specker, Andreas; Moritz, Lennart; Sommer, Lars
Konferenzbeitrag
Conference Paper
2021 Double Head Predictor based Few-Shot Object Detection for Aerial Imagery
Wolf, Stefan; Meier, Jonas; Sommer, Lars; Beyerer, Jürgen
Konferenzbeitrag
Conference Paper
2021 Drone vs. Bird Detection: Deep Learning Algorithms and Results from a Grand Challenge
Coluccia, Angelo; Fascista, Alessio; Schumann, Arne; Sommer, Lars; Dimou, Anastasios T.; Zarpalas, Dimitrios; Mendez, Miguel; Iglesia, David de la; Gonzalez, Iago; Mercier, Jean Philippe; Gagne, Guillaume; Mitra, Arka; Rajashekar, Shobha
Zeitschriftenaufsatz
Journal Article
2021 Evaluation of Interpretable Association Rule Mining Methods on Time-Series in the Maritime Domain
Veerappa, Manjunatha; Anneken, Mathias; Burkart, Nadia
Konferenzbeitrag
Conference Paper
2021 Explanation Framework for Intrusion Detection
Burkart, Nadia; Franz, Maximilian; Huber, Marco F.
Konferenzbeitrag
Conference Paper
2021 Exploitation of data augmentation strategies for improved UAV detection
Freudenmann, Lucas; Sommer, Lars; Schumann, Arne
Konferenzbeitrag
Conference Paper
2021 Fast Pedestrian Detection for Real-World Crowded Scenarios on Embedded GPU
Cormier, Mickael; Wolf, Stefan; Sommer, Lars; Schumann, Arne; Beyerer, Jürgen
Konferenzbeitrag
Conference Paper
2021 FastAER Det: Fast Aerial Embedded Real-Time Detection
Wolf, Stefan; Sommer, Lars; Schumann, Arne
Zeitschriftenaufsatz
Journal Article
2021 First Approaches to Automatically Diagnose and Reconfigure Hybrid Cyber-Physical Systems
Diedrich, Alexander; Balzereit, Kaja; Niggemann, Oliver
Konferenzbeitrag
Conference Paper
2021 Frequency Domain Methods in Recurrent Neural Networks for Sequential Data Processing
Wolter, Moritz
Dissertation
Doctoral Thesis
2021 Generating Synthetic Training Data for Deep Learning-Based UAV Trajectory Prediction
Becker, Stefan; Hug, Ronny; Hübner, Wolfgang; Arens, Michael; Morris, Brendan T.
Konferenzbeitrag
Conference Paper
2021 Handling Missing Observations with an RNN-based Prediction-Update Cycle
Becker, Stefan; Hug, Ronny; Hübner, Wolfgang; Arens, Michael; Morris, Brendan T.
Konferenzbeitrag
Conference Paper
2021 Improving Attribute-Based Person Retrieval by Using a Calibrated, Weighted, and Distribution-Based Distance Metric
Specker, Andreas; Beyerer, Jürgen
Konferenzbeitrag
Conference Paper
2021 Information modeling and knowledge extraction for machine learning applications in industrial production systems
Windmann, Stefan; Kühnert, Christian
Konferenzbeitrag
Conference Paper
2021 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
2021 Learning Weakly Convex Sets in Metric Spaces
Stadtländer, Eike; Horvath, Tamas; Wrobel, Stefan
Konferenzbeitrag
Conference Paper
2021 Maximum Margin Separations in Finite Closure Systems
Seiffahrt, Florian; Horvath, Tamas; Wrobel, Stefan
Konferenzbeitrag
Conference Paper
2021 Modeling Clinical Practice Guidelines for Interactive Decision Support Exemplified by Primary Myelofibrosis and Immune Thrombocytopenia
Philipp, Patrick; Hempel, Louisa; Hempel, Dirk; Beyerer, Jürgen
Konferenzbeitrag
Conference Paper
2021 Monte Carlo Tree Search for high precision manufacturing
Weichert, Dorina; Horchler, Felix; Kister, Alexander; Trost, Marcus; Hartung, Johannes; Risse, Stefan
Paper
2021 Multi-Pedestrian Tracking with Clusters
Stadler, Daniel; Beyerer, Jürgen
Konferenzbeitrag
Conference Paper
2021 New active learning algorithms for near-infrared spectroscopy in agricultural applications
Krause, Julius; Günder, Maurice; Schulz, Daniel; Gruna, Robin
Zeitschriftenaufsatz
Journal Article
2021 Pattern Recognition
Tagungsband
Conference Proceeding
2021 Plants Don't Walk on the Street: Common-Sense Reasoning for Reliable Semantic Segmentation
Adilova, Linara; Schulz, Elena; Akila, Maram; Houben, Sebastian; Schneider, Jan David; Hüger, Fabian; Wirtz, Tim
Konferenzbeitrag
Conference Paper
2021 Quantifying the Complexity of Standard Benchmarking Datasets for Long-Term Human Trajectory Prediction
Hug, Ronny; Becker, Stefan; Hübner, Wolfgang; Arens, Michael
Zeitschriftenaufsatz
Journal Article
2021 ReS2tAC - UAV-borne real-time SGM stereo optimized for embedded ARM and CUDA devices
Ruf, Boitumelo; Mohrs, Jonas; Weinmann, Martin; Hinz, Stefan; Beyerer, Jürgen
Zeitschriftenaufsatz
Journal Article
2021 Semantic Concept Testing in Autonomous Driving by Extraction of Object-Level Annotations from CARLA
Gannamaneni, Sujan Sai; Houben, Sebastian; Akila, Maram
Konferenzbeitrag
Conference Paper
2021 Street-Map Based Validation of Semantic Segmentation in Autonomous Driving
Rüden, Laura von; Wirtz, Tim; Hueger, Fabian; Schneider, Jan David; Piatkowski, Nico; Bauckhage, Christian
Konferenzbeitrag
Conference Paper
2021 Supported Decision-Making by Explainable Predictions of Ship Trajectories
Burkart, Nadia; Huber, Marco; Anneken, Mathias
Konferenzbeitrag
Conference Paper
2021 Switching Dynamical Systems with Deep Neural Networks
Ojeda, César; Georgiev, Bogdan; Cvejoski, Kostadin; Schücker, Jannis; Bauckhage, Christian; Sánchez, Ramsés J.
Konferenzbeitrag
Conference Paper
2021 tanh Neurons are Bayesian Decision Makers
Bauckhage, Christian; Sifa, Rafet; Hecker, Dirk
Konferenzbeitrag
Conference Paper
2021 Towards the Detection and Visual Analysis of COVID-19 Infection Clusters
Antweiler, Dario; Sessler, David; Ginzel, Sebastian; Kohlhammer, Jörn
Konferenzbeitrag
Conference Paper
2021 Using temporal information for improved UAV type classification
Sommer, Lars; Schumann, Arne
Konferenzbeitrag
Conference Paper
2021 Variant Approach for Identifying Spurious Relations that Deep Learning Models Learn
Tesch, Tobias; Kollert, Stefan; Garcke, Jochen
Zeitschriftenaufsatz
Journal Article
2021 X3SEG: Model-Agnostic Explanations for the Semantic Segmentation of 3D Point Clouds with Prototypes and Criticism
Heide, Nina Felicitas; Müller, Erik; Petereit, Janko; Heizmann, Michael
Konferenzbeitrag
Conference Paper
2021 Übertragung eines Vorgehensmodells zur KI-Integration von der Industrie auf Umweltinformationssysteme
Hilbring, Desiree; Pfrommer, Julius
Konferenzbeitrag
Conference Paper
Diese Liste ist ein Auszug aus der Publikationsplattform Fraunhofer-Publica

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