Michael Kirchhof

According to our database, Michael Kirchhof authored at least 25 papers between 2000 and 2024.

Collaborative distances:

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

2024

Uncertainties of Latent Representations in Computer Vision

Michael Kirchhof

PhD thesis, 2024

Uncertainties of Latent Representations in Computer Vision.

Michael Kirchhof

CoRR, 2024

Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized Tasks.

Bálint Mucsányi, Michael Kirchhof, Seong Joon Oh

CoRR, 2024

Pretrained Visual Uncertainties.

Michael Kirchhof, Mark Collier, Seong Joon Oh, Enkelejda Kasneci

CoRR, 2024

2023

Trustworthy Machine Learning.

Bálint Mucsányi, Michael Kirchhof, Elisa Nguyen, Alexander Rubinstein, Seong Joon Oh

CoRR, 2023

When are post-hoc conceptual explanations identifiable?

Tobias Leemann, Michael Kirchhof, Yao Rong, Enkelejda Kasneci, Gjergji Kasneci

Proceedings of the Uncertainty in Artificial Intelligence, 2023

URL: A Representation Learning Benchmark for Transferable Uncertainty Estimates.

Michael Kirchhof, Bálint Mucsányi, Seong Joon Oh, Enkelejda Kasneci

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguous Inputs.

Michael Kirchhof, Enkelejda Kasneci, Seong Joon Oh

Proceedings of the International Conference on Machine Learning, 2023

2022

Disentangling Embedding Spaces with Minimal Distributional Assumptions.

Tobias Leemann, Michael Kirchhof, Yao Rong, Enkelejda Kasneci, Gjergji Kasneci

CoRR, 2022

A Non-isotropic Probabilistic Take on Proxy-based Deep Metric Learning.

Michael Kirchhof, Karsten Roth, Zeynep Akata, Enkelejda Kasneci

Proceedings of the Computer Vision - ECCV 2022, 2022

2021

pRSL: Interpretable multi-label stacking by learning probabilistic rules.

Michael Kirchhof, Lena Schmid, Christopher Reining, Michael ten Hompel, Markus Pauly

Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021

Chances of Interpretable Transfer Learning for Human Activity Recognition in Warehousing.

Michael Kirchhof, Lena Schmid, Christopher Reining, Michael ten Hompel, Markus Pauly

Proceedings of the Computational Logistics - 12th International Conference, 2021

2011

Statistical Unbiased Background Modeling for Moving Platforms.

Michael Kirchhof, Uwe Stilla

Proceedings of the Photogrammetric Image Analysis - ISPRS Conference, 2011

2009

Automatic Evaluation of Landmarks for Image-Based Navigation Update.

Stefan Lang, Michael Kirchhof

EURASIP J. Adv. Signal Process., 2009

2008

The Accuracy of Scene Reconstruction From IR Images Based on Known Camera Positions - An Evaluation with the Aid of LiDAR Data.

Stefan Lang, Marcus Hebel, Michael Kirchhof

Proceedings of the VISAPP 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008, 2008

2007

Integrated Low-Cost eHome Systems: Prozesse und Infrastrukturen.

Michael Kirchhof

Softwaretechnik-Trends, 2007

2006

Modeling and Analysis of Functionality in eHome Systems: Dynamic Rule-based Conflict Detection.

Ibrahim Armac, Michael Kirchhof, Liviana Manolescu

Proceedings of the 13th Annual IEEE International Conference and Workshop on Engineering of Computer Based Systems (ECBS 2006), 2006

Process Support in eHome Systems: Empowering Providers to Handle a Future Mass Market.

Ibrahim Armac, Michael Kirchhof

Proceedings of the CAISE*06 Workshop on Ubiquitous Mobile Information and Collaboration Systems UMICS '06, 2006

2005

Integrierte Low-cost-eHome-Systeme: Prozesse und Infrastrukturen.

Michael Kirchhof

PhD thesis, 2005

Component-based development of Web-enabled eHome services.

Michael Kirchhof, Sebastian Linz

Pers. Ubiquitous Comput., 2005

Service Composition in eHome Systems: A Rule-based Approach.

Michael Kirchhof, Philipp Stinauer

Proceedings of the Ubiquitous Computing, 2005

2004

UML-based Modeling of Architectural Knowledge and Design.

Michael Kirchhof, Bodo Kraft

Proceedings of the ISCA 13th International Conference on Intelligent and Adaptive Systems and Software Engineering, 2004

Towards Automatic Deployment in eHome Systems: Description Language and Tool Support.

Michael Kirchhof, Ulrich Norbisrath, Christof Skrzypczyk

Proceedings of the On the Move to Meaningful Internet Systems 2004: CoopIS, 2004

2002

Retrieval of software components using a distributed web system.

Anita Behle, Michael Kirchhof, Manfred Nagl, Ralf Welter

J. Netw. Comput. Appl., 2002

2000

Inferring Structure Information from Typography.

Christian Fuß, Felix H. Gatzemeier, Michael Kirchhof, Oliver Meyer

Proceedings of the Digital Documents: Systems and Principles, 2000