Konstantin Kirchheim

According to our database, Konstantin Kirchheim authored at least 17 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of four.

2024

Out-of-Distribution Detection with Logical Reasoning.

Konstantin Kirchheim, Tim Gonschorek, Frank Ortmeier

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

Continuous Development and Safety Assurance Pipeline for ML-Based Systems in the Railway Domain.

Marc Zeller, Thomas Waschulzik, Carmen Carlan, Marat Serahlazau, Claus Bahlmann, Zhiliang Wu, Sigurd Spieckermann, Denis Krompass, Simon Geerkens, Christian Sieberichs, Konstantin Kirchheim, Batu Kaan Özen, Lucia Diez Robles

Proceedings of the Computer Safety, Reliability, and Security. SAFECOMP 2024 Workshops, 2024

Language Models as Reasoners for Out-of-Distribution Detection.

Konstantin Kirchheim, Frank Ortmeier

Proceedings of the Computer Safety, Reliability, and Security. SAFECOMP 2024 Workshops, 2024

Out-of-Distribution Detection with Logical Reasoning (Extended Abstract).

Konstantin Kirchheim, Tim Gonschorek, Frank Ortmeier

Proceedings of the KI 2024: Advances in Artificial Intelligence, 2024

2023

Evaluating and Increasing Segmentation Robustness in CARLA.

Venkatesh Thirugnana Sambandham, Konstantin Kirchheim, Frank Ortmeier

Proceedings of the Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops, 2023

Towards Deep Anomaly Detection with Structured Knowledge Representations.

Konstantin Kirchheim

Proceedings of the Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops, 2023

Measuring the Robustness of ML Models Against Data Quality Issues in Industrial Time Series Data.

Marcel Dix, Gianluca Manca, Kenneth Chigozie Okafor, Reuben Borrison, Konstantin Kirchheim, Divyasheel Sharma, Chandrika K. R., Deepti Maduskar, Frank Ortmeier

Proceedings of the 21st IEEE International Conference on Industrial Informatics, 2023

2022

Towards Transformer-based Homogenization of Satellite Imagery for Landsat-8 and Sentinel-2.

Venkatesh Thirugnana Sambandham, Konstantin Kirchheim, Sayan Mukhopadhaya, Frank Ortmeier

CoRR, 2022

Addressing Randomness in Evaluation Protocols for Out-of-Distribution Detection.

Konstantin Kirchheim, Tim Gonschorek, Frank Ortmeier

CoRR, 2022

On Challenging Aspects of Reproducibility in Deep Anomaly Detection.

Konstantin Kirchheim, Marco Filax, Frank Ortmeier

Proceedings of the Reproducible Research in Pattern Recognition, 2022

Promoting Reproducibility of Research Results in International Events (Report from the 4^th RRPR).

Bertrand Kerautret, Konstantin Kirchheim, Daniel P. Lopresti, Phuc Ngo, Paulina Tomaszewska

Proceedings of the Reproducible Research in Pattern Recognition, 2022

Multi-Class Hypersphere Anomaly Detection.

Konstantin Kirchheim, Marco Filax, Frank Ortmeier

Proceedings of the 26th International Conference on Pattern Recognition, 2022

PyTorch-OOD: A Library for Out-of-Distribution Detection based on PyTorch.

Konstantin Kirchheim, Marco Filax, Frank Ortmeier

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

2019

Multi-disciplinary Engineering of Production Systems - Challenges for Quality of Control Software.

Arndt Lüder, Johanna-Lisa Pauly, Konstantin Kirchheim

Proceedings of the Software Quality: The Complexity and Challenges of Software Engineering and Software Quality in the Cloud, 2019

Supporting the Data Model Integrator in an Engineering Network by Automating Data Integration.

Arndt Lüder, Konstantin Kirchheim, Johanna-Lisa Pauly, Stefan Biffl, Felix Rinker, Laura Waltersdorfer

Proceedings of the 17th IEEE International Conference on Industrial Informatics, 2019

2018

Model-based generation of run-time data collection systems exploiting AutomationML.

Alexandra Mazak, Arndt Lüder, Sabine Wolny, Manuel Wimmer, Dietmar Winkler, Konstantin Kirchheim, Ronald Rosendahl, Hessamedin Bayanifar, Stefan Biffl

Autom., 2018

Towards Smart Factory: Multi-Agent Integration on Industrial Standards for Service-oriented Communication and Semantic Data Exchange.

Ronald Rosendahl, Ambra Calà, Konstantin Kirchheim, Arndt Lüder, Nikolai D'Agostino

Proceedings of the 19th Workshop "From Objects to Agents", 2018