Publications

Stefan Bloemheuvel; Jurgen van den Hoogen; Dario Jozinovic; Alberto Michelini; Martin Atzmueller

Graph neural networks for multivariate time series regression with application to seismic data

In: International Journal of Data Science and Analytics, Pages 1-16, Springer, 8/2022.

Michael Meiser; Benjamin Duppe; Ingo Zinnikus

SynTiSeD - Synthetic Time Series Data Generator

In: 11th Workshop on Modelling and Simulation of Cyber-Physical Energy Systems (MSCPES) - Proceedings. Workshop on Modelling and Simulation of Cyber-Physical Energy Systems (MSCPES), located at Cyber-Physical Systems and Internet-of-Things Week, May 9, San Antonio, TX, USA, Pages 1-6, ISBN 979-8-3503-3682-5, IEEE Xplore, 5/2023.

Rustam Galljamov; Guoping Zhao; Boris Belousov; André Seyfarth; Jan Peters

Improving Sample Efficiency of Example-Guided Deep Reinforcement Learning for Bipedal Walking

In: IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2022), November 28-30, Ginowan, Okinawa, Japan, Pages 587-593, IEEE, 2022.

Fabian Kaufmann; Mahdi Chamseddine; Suresh Guttikonda; Christian Glock; Didier Stricker; Jason Raphael Rambach

Ontology-based Semantic Labeling for RGB-D and Point Cloud Datasets

In: Computing in Construction. European Conference on Computing in Construction (EC3-2023), 2023 European Conference on Computing in Construction, July 10-12, Heraklion, Crete, Greece, ISBN 978-0-701702-73-1, EC3, 2023.

Michael Lutter; Boris Belousov; Shie Mannor; Dieter Fox; Animesh Garg; Jan Peters

Continuous-Time Fitted Value Iteration for Robust Policies

In: IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Vol. 45, No. 5, Pages 5534-5548, IEEE, 2023.

Dayananda Herurkar; Timur Sattarov; Jörn Hees; Sebastian Palacio; Federico Raue; Andreas Dengel

Cross-Domain Transformation for Outlier Detection on Tabular Datasets

In: IJCNN 2023 : International Joint Conference on Neural Networks. International Joint Conference on Neural Networks (IJCNN-2023), located at IJCNN, June 18-23, Gold Coast Convention and Exhibition Centre, Queensland, Australia, DFKI Research Reports (RR), IEEE Xplore, 2023.

Nabeel Khalid; Fabian Schmeisser; Mohammadmahdi Koochali; Mohsin Munir; Christoffer Edlund; Rickard Sjögren; Andreas Dengel; Sheraz Ahmed

Point2Mask: A Weakly Supervised Approach for Cell Segmentation using Point Annotation

In: 2022 Annual Conference on Medical Image Understanding and Analysis. Medical Image Understanding and Analysis (MIUA-2022), July 25-29, Cambridge, United Kingdom, MIUA, 2022.

Mohammad Amin Rezaei; Arman Fathollahi; Sajad Rezaei; Jiefeng Hu; Meysam Gheisarnejad; Ali Reza Teimouri; Rituraj Rituraj; Amirhosein Mosavi; Mohammad-Hassan Khooban

Adaptation of A Real-Time Deep Learning Approach with An Analog Fault Detection Technique for Reliability Forecasting of Capacitor Banks Used in Mobile Vehicles

In: IEEE Access (IEEE), Vol. 10, Pages 132271-132287, IEEE, 12/2022.

Chihiro Maru; Boris Brandherm; Ichiro Kobayashi

Combining Transformer with a Discriminator for Anomaly Detection in Multivariate Time Series

In: 2022 Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems (SCIS&ISIS). Joint International Conference on Soft Computing and Intelligent Systems and International Symposium on Advanced Intelligent Systems (SCIS&ISIS-2022), November 29 - December 2, Ise, Japan, Pages 1-7, ISBN 978-1-6654-9924-8, IEEE, 11/2022.

Maria Luschkova; Christian Schorr; Tim Dahmen

Synthetic Training Data Generation for Deep Learning-Based Billet Detection in Rolling Mills

In: Proceedings of the International Conference on NDE 4.0. International Conference on NDE 4.0 (NDE 4.0), October 24-27, Berlin, Germany, DGzfP, 2022.