Research Center Machine Learning| 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, Pascal; Budziak, Guido; Fuchs, Georg; Hecker, Dirk; Weber, Hendrik; 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 | 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. 43rd DAGM German Conference, DAGM GCPR 2021. Proceedings | 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