Publications 2019

Jahr Year	Titel/Autor:in Title/Author	Publikationstyp Publication Type
2019	3D Face Reconstruction from Low-Resolution Images with Convolutional Neural Networks Winkler, Rouven; Qu, Chengchao; Voth, Sascha; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2019	3D Object Trajectory Reconstruction using Instance-Aware Multibody Structure from Motion and Stereo Sequence Constraints Bullinger, Sebastian; Bodensteiner, Christoph; Arens, Michael; Stiefelhagen, Rainer	Konferenzbeitrag Conference Paper
2019	3D Object Trajectory Reconstruction using Stereo Matching and Instance Flow based Multiple Object Tracking Bullinger, Sebastian; Bodensteiner, Christoph; Arens, Michael	Konferenzbeitrag Conference Paper
2019	A Hybrid AI Tool to Extract Key Performance Indicators from Financial Reports for Benchmarking Brito, Eduardo; Sifa, Rafet; Bauckhage, Christian; Loitz, Rüdiger; Lohmeier, Uwe; Pünt, Christin	Konferenzbeitrag Conference Paper
2019	A QUBO Formulation of the k-Medoids Problem Bauckhage, Christian; Piatkowski, Nico; Sifa, Rafet; Hecker, Dirk; Wrobel, Stefan	Konferenzbeitrag Conference Paper
2019	A review of machine learning for the optimization of production processes Weichert, Dorina; Link, Patrick; Stoll, Anke; Rüping, Stefan; Ihlenfeldt, Steffen; Wrobel, Stefan	Zeitschriftenaufsatz Journal Article
2019	A Study on Trust in Black Box Models and Post-hoc Explanations El Bekri, Nadia; Kling, J.; Huber, M.	Konferenzbeitrag Conference Paper
2019	An Interactive Framework for Cross-modal Attribute-based Person Retrieval Specker, Andreas; Schumann, Arne; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2019	An RNN-Based IMM Filter Surrogate Becker, Stefan; Hug, Ronny; Hübner, Wolfgang; Arens, Michael	Konferenzbeitrag Conference Paper
2019	Analysis of Control Flow Graphs Using Graph Convolutional Neural Networks Philipp, Patrick; Morales Georgi, Rafael X.; Robert, Sebastian; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2019	Analysis of Deep Fusion Strategies for Multi-modal Gesture Recognition Roitberg, Alina; Pollert, Tim; Haurilet, Monica; Martin, Manuel; Stiefelhagen, Rainer	Konferenzbeitrag Conference Paper
2019	Analysis of flight variability: A systematic approach Andrienko, Natalia; Andrienko, Gennady; Garcia, J.M.C.; Scarlatti, David	Zeitschriftenaufsatz Journal Article
2019	Analysis of Turbulent Flow Data Based on a Spectral Basis Representation Garcke, J.; Iza Teran, R.; Gscheidle, C.; Berger, L.	Konferenzbeitrag Conference Paper
2019	Applicability of AI methods to JISR resource planning Rodenbeck, Roland; Reinert, Frank; Sander, Jennifer; Jackwerth, Andre	Konferenzbeitrag Conference Paper
2019	Applying OPC-UA for Factory-Wide Industrial Assistance Systems Barig, Björn; Balzereit, Katja; Hutschenreuther, Tino	Konferenzbeitrag Conference Paper
2019	Assistance systems for industry 4.0 environments Barig, Björn; Balzereit, Kaja	Konferenzbeitrag Conference Paper
2019	Augmentation techniques for video surveillance in the visible and thermal spectral range Buhrmester, Vanessa; Grosselfinger, Ann-Kristin; Münch, David; Arens, Michael	Konferenzbeitrag Conference Paper
2019	Automated Reconfiguration of Cyber-Physical Production Systems using Satisfiability Modulo Theories Balzereit, Kaja; Niggemann, Oliver	Konferenzbeitrag Conference Paper
2019	Automatic visual inspection based on trajectory data Maier, Georg; Mürdter, N.; Gruna, Robin; Längle, Thomas; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2019	Beyond the individual: Understanding social structures of an online player matchmaking website Wallner, Günter; Schinnerl, Christopher; Schiller, Michael H.; Monte Calvo, Alexander; Pirker, Johanna; Sifa, Rafet; Drachen, Anders	Zeitschriftenaufsatz Journal Article
2019	BioKEEN: a library for learning and evaluating biological knowledge graph embeddings Ali, M.; Hoyt, C.T.; Domingo-Fernandez, D.; Lehmann, J.; Jabeen, H.	Zeitschriftenaufsatz Journal Article
2019	CNN-based Image Denoising for Outdoor Active Stereo Qu, Chengchao; Moiseikin, Maksin; Voth, Sascha; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2019	Cognitive Systems and Robotics Bauckhage, Christian; Bauernhansl, Thomas; Beyerer, Jürgen; Garcke, Jochen	Aufsatz in Buch Book Article
2019	Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction Wunderlich, Paul; Hranisavljevic, Nemanja	Konferenzbeitrag Conference Paper
2019	Comprehensive Analysis of Deep Learning-based Vehicle Detection in Aerial Images Sommer, L.; Schuchert, Tobias; Beyerer, Jürgen	Zeitschriftenaufsatz Journal Article
2019	Computer Vision for Medical Infant Motion Analysis: State of the Art and RGB-D Data Set Hesse, Nikolas; Bodensteiner, Christoph; Arens, Michael; Hofmann, Ulrich G.; Weinberger, Raphael; Schroeder, Sebastian A.	Konferenzbeitrag Conference Paper
2019	Controlling and regulation of integrated aquaponic production systems - An approach for a management execution system (MES) Witzel, Olaf; Wilm, Stefan; Karimanzira, Divas; Baganz, Daniela	Zeitschriftenaufsatz Journal Article
2019	COPE: Interactive exploration of co-occurrence patterns in spatial time series Li, Jie; Chen, Siming; Zhang, K.; Andrienko, Gennady; Andrienko, Natalia	Zeitschriftenaufsatz Journal Article
2019	Data-driven Identification of Causal Dependencies in Cyber-Physical Production Systems Balzereit, Kaja; Maier, Alexander; Barig, Björn; Hutschenreuther, Tino; Niggemann, Oliver	Konferenzbeitrag Conference Paper
2019	Detection of Directed Connectivities in Dynamic Systems for Different Excitation Signals using Spectral Granger Causality Kühnert, Christian; Frey, Christian; Seyboldt, Ruben	Konferenzbeitrag Conference Paper
2019	Drive&Act: A Multi-Modal Dataset for Fine-Grained Driver Behavior Recognition in Autonomous Vehicles Martin, Manuel; Roitberg, Alina; Haurilet, Monica; Horne, Matthias; Reiß, Simon; Voit, Michael; Stiefelhagen, Rainer	Konferenzbeitrag Conference Paper
2019	Dynamic scheduling in modern processing systems using expert-guided distributed reinforcement learning Qu, Shuhui; Wang, Jie; Jasperneite, Jürgen	Konferenzbeitrag Conference Paper
2019	Echo State Networks for Named Entity Recognition Ramamurthy, Rajkumar; Stenzel, Robin; Sifa, Rafet; Ladi, Anna; Bauckhage, Christian	Konferenzbeitrag Conference Paper
2019	Effcient Decentralized Deep Learning by Dynamic Model Averaging Kamp, Michael; Adilova, Linara; Sicking, Joachim; Hüger, Fabian; Schlicht, Peter; Wirtz, Tim; Wrobel, Stefan	Konferenzbeitrag Conference Paper
2019	Enhancing aquaponics management with IoT-based Predictive Analytics for efficient information utilization Karimanzira, Divas; Rauschenbach, Thomas	Zeitschriftenaufsatz Journal Article
2019	Evaluating the Impact of Color Information in Deep Neural Networks Buhrmester, Vanessa; Münch, David; Bulatov, Dimitri; Arens, Michael	Konferenzbeitrag Conference Paper
2019	Feature-Aided Multitarget Tracking for Optical Belt Sorters Kronauer, Tobias; Pfaff, Florian; Noack, Benjamin; Tian, Wei; Maier, Georg; Hanebeck, Uwe D.	Konferenzbeitrag Conference Paper
2019	Forcing Interpretability for Deep Neural Networks through Rule-based Regularization Burkart, Nadia; Huber, Marco; Faller, Philipp M.	Konferenzbeitrag Conference Paper
2019	Gaussian Process based Dynamic Facial Emotion Tracking Dunau, Patrick; Huber, Marco; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2019	Gesteigerte Wertschöpfung in modularen Systemen: Fehlerursachenanalyse für Produktionsanlagen Balzereit, Kaja; Maier, Alexander; Barig, Björn	Zeitschriftenaufsatz Journal Article
2019	GPU GEMM-Kernel Autotuning for scalable machine learners Sailer, Johannes; Frey, Christian; Kühnert, Christian	Konferenzbeitrag Conference Paper
2019	Handling Work Complexity with AR/Deep Learning Dhiman, Hitesh; Büttner, Sebastian; Röcker, Carsten; Reisch, Raphael	Konferenzbeitrag Conference Paper
2019	Human Pose Estimation for Real-World Crowded Scenarios Golda, Thomas; Kalb, Tobias M.; Schumann, Arne; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2019	Imposing Category Trees Onto Word-Embeddings Using a Geometric Construction Dong, Tiansi; Bauckhage, Christian; Jin, Hailong; Li, J.; Cremers, O.; Speicher, D.; Cremers, Armin B.; Zimmermann, J.	Konferenzbeitrag Conference Paper
2019	Improving Word Embeddings Using Kernel PCA Gupta, Vishwani; Giesselbach, Sven; Rüping, Stefan; Bauckhage, Christian	Konferenzbeitrag Conference Paper
2019	Informed Machine Learning - A Taxonomy and Survey of Integrating Knowledge into Learning Systems Rüden, Laura von; Mayer, Sebastian; Beckh, Katharina; Georgiev, Bogdan; Giesselbach, Sven; Heese, Raoul; Kirsch, Birgit; Pfrommer, Julius; Pick, Annika; Ramamurthy, Rajkumar; Schuecker, Jannis; Garcke, Jochen; Bauckhage, Christian; Walczak, Michal	Paper
2019	Informed Machine Learning for Industry Bauckhage, Christian; Schulz, Daniel; Hecker, Dirk	Zeitschriftenaufsatz Journal Article
2019	Innenraumbeobachtung für die kooperative Übergabe zwischen hochautomatisierten Fahrzeugen und Fahrer Martin, Manuel; Voit, Michael; Ludwig, J.; Roitberg, A.; Flad, M.; Hohmann, S.; Stiefelhagen, Rainer	Konferenzbeitrag Conference Paper
2019	Inside the Group: Investigating Social Structures in Player Groups and their Influence on Activity Schiller, Michael H.; Wallner, Günter; Schinnerl, Christopher; Monte Calvo, Alexander; Pirker, Johanna; Sifa, Rafet; Drachen, Anders	Zeitschriftenaufsatz Journal Article
2019	Investigation on Combining 3D Convolution of Image Data and Optical Flow to Generate Temporal Action Proposals Schlosser, Patrick; Münch, David; Arens, Michael	Vortrag Presentation
2019	Joint Selection of Central and Extremal Prototypes Based on Kernel Minimum Enclosing Balls Bauckhage, Christian; Sifa, Rafet	Konferenzbeitrag Conference Paper
2019	Lernende Systeme in menschenfeindlichen Umgebungen. Künstliche Intelligenz zur Unterstützung und zum Schutz des Menschen Beyerer, Jürgen; Tchouchenkov, Igor	Zeitschriftenaufsatz Journal Article
2019	Leveraging Domain Knowledge for Reinforcement Learning using MMC Architectures Ramamurthy, Rajkumar; Bauckhage, Christian; Sifa, Rafet; Schücker, Jannis; Wrobel, Stefan	Konferenzbeitrag Conference Paper
2019	Machine learning for assistance systems: Pattern-based approach to online step recognition Fullen, Marta; Maier, Alexander; Nazarenko, Arthur; Aksu, Volkan; Jenderny, Sascha; Röcker, Carsten	Konferenzbeitrag Conference Paper
2019	Max-Sum Dispersion via Quantum Annealing Bauckhage, Christian; Sifa, Rafet; Hecker, Dirk; Wrobel, Stefan	Konferenzbeitrag Conference Paper
2019	Model-Based Diagnosis of Hybrid Systems Using Satisfiability Modulo Theory Diedrich, Alexander; Maier, Alexander; Niggemann, Oliver	Konferenzbeitrag Conference Paper
2019	Model-based routing in flexible manufacturing systems Windmann, Stefan; Balzereit, Kaja; Niggemann, Oliver	Zeitschriftenaufsatz Journal Article
2019	Modeling continuous-time stochastic processes using N-Curve mixtures Hug, Ronny; Hübner, Wolfgang; Arens, Michael	Paper
2019	Modeling of Medical Treatment Processes for an Interactive Assistance Based on the Translation of UML Activities into PROforma Philipp, Patrick; Becker, Silvia; Robert, Sebastian; Hempel, Dirk; Beyerer, Jürgen	Konferenzbeitrag Conference Paper
2019	Noise Reduction in Distant Supervision for Relation Extraction Using Probabilistic Soft Logic Kirsch, Birgit; Niyazova, Zamira; Mock, Michael; Rüping, Stefan	Konferenzbeitrag Conference Paper
2019	Partizipation und Künstliche Intelligenz Mucha, Henrik; Jacobi, Ricarda; Robert, Sebastian	Konferenzbeitrag Conference Paper
2019	Patch-based facial texture super-resolution by fitting 3D face models Qu, Chengchao; Monari, Eduardo; Schuchert, Tobias; Beyerer, Jürgen	Zeitschriftenaufsatz Journal Article
2019	Predicting Missing Links Using PyKEEN Ali, Mehdi; Hoyt, Charles Tapley; Domingo-Fernandez, Daniel; Lehmann, Jens	Konferenzbeitrag Conference Paper
2019	Probabilistic and exact frequent subtree mining in graphs beyond forests Welke, Pascal; Horvath, Tamas; Wrobel, Stefan	Zeitschriftenaufsatz Journal Article
2019	Probabilistic Estimation of Human Interaction Needs in Context of a Robotic Assistance in Geriatrics Philipp, Patrick; Bommersheim, Marie; Robert, Sebastian; Beyerer, Jürgen	Zeitschriftenaufsatz Journal Article
2019	Product Quality Prediction in Batch Processes with Small Sample Sizes using Siamese Networks Kühnert, Christian; Sailer, Johannes; Weiß, Patrick	Zeitschriftenaufsatz Journal Article
2019	Prototypes within Minimum Enclosing Balls Bauckhage, Christian; Sifa, Rafet; Dong, Tiansi	Konferenzbeitrag Conference Paper
2019	RatVec: A General Approach for Low-dimensional Distributed Vector Representations via Rational Kernels Brito, Eduardo; Georgiev, Bogdan; Domingo-Fernández, Daniel; Hoyt, Charles Tapley; Bauckhage, Christian	Konferenzbeitrag Conference Paper
2019	Readiness of Quantum Optimization Machines for Industrial Applications Perdomo-Ortiz, Alejandro; Feldman, Alexander; Ozaeta, Asier; Isakov, Sergei V.; Zhu, Zheng; O'Gorman, Brian; Katzgraber, Helmut G.; Diedrich, Alexander; Neven, Hartmut; Kleer, Johan de; Lackey, Brad; Biswas, Rupak	Zeitschriftenaufsatz Journal Article
2019	Recurrent Adversarial Service Times Ojeda, César; Cvejosky, Kostadin; Sánchez, Ramsés J.; Schücker, Jannis; Georgiev, Bogdan; Bauckhage, Christian	Paper
2019	RED: A simple but effective Baseline Predictor for the TrajNet Benchmark Becker, Stefan; Hug, Ronny; Hübner, Wolfgang; Arens, Michael	Konferenzbeitrag Conference Paper
2019	RNN-based Prediction of Pedestrian Turning Maneuvers Becker, Stefan	Konferenzbeitrag Conference Paper
2019	Scalable Analytics Platform for Machine Learning in Smart Production Systems Al-Gumaei, Khaled; Müller, Arthur; Weskamp, Jan Nicolas; Longo, Claudio Santo; Pethig, Florian; Windmann, Stefan	Konferenzbeitrag Conference Paper
2019	Simultaneous Localization and Mapping for Exploration with Stochastic Cloning EKF Emter, Thomas; Petereit, Janko	Konferenzbeitrag Conference Paper
2019	SkyScapes Fine-Grained Semantic Understanding of Aerial Scenes Azimi, Seyed M.; Henry, Crentin; Sommer, Lars; Schumann, Arne; Vig, Eleonora	Konferenzbeitrag Conference Paper
2019	Stochastic Cloning for Robust Fusion of Multiple Relative and Absolute Measurements Emter, Thomas; Schirg, Anton; Woock, Philipp; Petereit, Janko	Konferenzbeitrag Conference Paper
2019	Support Estimation in Frequent Itemset Mining by Locality Sensitive Hashing Pick, Annika; Horvath, Tamas; Wrobel, Stefan	Konferenzbeitrag Conference Paper
2019	The Virtual Caliper: Rapid Creation of Metrically Accurate Avatars from 3D Measurements Pujades, Sergi; Mohler, Betty; Thaler, Anne; Tesch, Joachim; Mahmood, Naureen; Hesse, Nikolas; Bülthoff, Heinrich H.; Black, Michael J.	Zeitschriftenaufsatz Journal Article
2019	Towards Automated Auditing with Machine Learning Sifa, Rafet; Ladi, Anna; Pielka, Maren; Ramamurthy, Rajkumar; Hillebrand, Lars Patrick; Kirsch, Birgit; Biesner, David; Stenzel, Robin; Bell, Thiago; Lübbering, Max; Nütten, Ulrich; Bauckhage, Christian; Warning, U.; Fürst, Benedikt; Khameneh, Tim Dilmaghani; Thom, D.; Huseynov, I.; Kahlert, R.; Schlums, J.; Ismail, H.; Kliem, B.; Loitz, Rüdiger	Konferenzbeitrag Conference Paper
2019	Towards Contradiction Detection in German: A Translation-Driven Approach Sifa, Rafet; Pielka, Maren; Ramamurthy, Rajkumar; Ladi, Anna; Hillebrand, Lars Patrick; Bauckhage, Christian	Konferenzbeitrag Conference Paper
2019	Triple Classification Using Regions and Fine-Grained Entity Typing Dong, Tiansi; Wang, Zhigang; Li, Juanzi; Bauckhage, Christian; Cremers, Armin B.	Konferenzbeitrag Conference Paper
2019	Two Attempts to Predict Author Gender in Cross-Genre Settings in Dutch Brito, Eduardo; Sifa, Rafet; Bauckhage, Christian	Konferenzbeitrag Conference Paper
2019	UAV-Net: A Fast Aerial Vehicle Detector for Mobile Platforms Ringwald, Tobias; Sommer, Lars; Schumann, Arne; Beyerer, Jürgen; Stiefelhagen, Rainer	Konferenzbeitrag Conference Paper
2019	Uncertainty quantification of nonlinear distributed parameter systems using generalized polynomial chaos Chettapong, J.; Bernard, Thomas; Beyerer, Jürgen	Zeitschriftenaufsatz Journal Article
2019	Understanding User Behaviour through Action Sequences: From the Usual to the Unusual Nguyen, Phong H.; Turkay, Cagatay; Andrienko, Gennady; Andrienko, Natalia; Thonnard, Oliver; Zouaoui, J.	Zeitschriftenaufsatz Journal Article
2019	Using neural networks to detect objects in MLS point clouds based on local point neighborhoods Borgmann, Björn; Hebel, Marcus; Arens, Michael; Stilla, Uwe	Konferenzbeitrag Conference Paper
2019	VisDrone-DET2018: The vision meets drone object detection in image challenge results Zhu, P.; Wen, L.; Du, D.; Bian, X.; Ling, H.; Hu, Q.; Nie, Q.; Cheng, H.; Liu, C.; Liu, X.; Ma, W.; Wu, H.; Wang, L.; Schumann, Arne; Brown, C.; Qian, C.; Li, C.; Li, D.; Michail, E.; Zhang, F.; Sommer, L.; Acatay, O.; et al.	Konferenzbeitrag Conference Paper
2019	Web-based Machine Learning Platform for Condition-Monitoring Bernard, Thomas; Kühnert, Christian; Campbell, Enrique	Konferenzbeitrag Conference Paper
2019	What goes around comes around: Cycle-Consistency-based Short-Term Motion Prediction for Anomaly Detection using Generative Adversarial Networks Golda, Thomas; Murzyn, Nils A.; Qu, Chengchao; Kroschel, Kristian	Konferenzbeitrag Conference Paper

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