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Patrick Müller

Orcid: 0009-0007-9585-6723

Affiliations:
  • University of Siegen, Germany
  • Hochschule Düsseldorf, University of Applied Sciences, Department of Electrical Engineering, Germany


According to our database1, Patrick Müller authored at least 12 papers between 2020 and 2026.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of five.

Timeline

Legend:

Book  In proceedings  Article  PhD thesis  Dataset  Other 

Links

Online presence:

On csauthors.net:

Bibliography

2026
Examining the Impact of Optical Aberrations to Image Classification and Object Detection Models.
[BibTeX]
[DOI]
Patrick Müller
,
Alexander Braun
,
Margret Keuper
IEEE Trans. Pattern Anal. Mach. Intell., March, 2026

2025
Impact of Visual Range Optical Blur Aberrations on Deep Learning based Models for Image Classification and Object Detection.
[BibTeX]
[DOI]
Patrick Müller
PhD thesis, 2025

2024
Learning the essential in less than 2k additional weights - a simple approach to improve image classification stability under corruptions.
[BibTeX]
[DOI]
Kai Bäuerle
,
Patrick Müller
,
Syed Muhammad Kazim
,
Ivo Ihrke
,
Margret Keuper
Trans. Mach. Learn. Res., 2024

Analysis of the Impact of Lens Blur on Safety-Critical Automotive Object Detection.
[BibTeX]
[DOI]
Dara Molloy
,
Patrick Müller
,
Brian M. Deegan
,
Darragh Mullins
,
Jonathan Horgan
,
Enda Ward
,
Edward Jones
,
Alexander Braun
,
Martin Glavin
IEEE Access, 2024

2023
Classification robustness to common optical aberrations.
[BibTeX]
[DOI]
Patrick Müller
,
Alexander Braun
,
Margret Keuper
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

MTF as a performance indicator for AI algorithms?
[BibTeX]
[DOI]
Patrick Müller
,
Alexander Braun
Proceedings of the Autonomous Vehicles and Machines 2023, 2023

2022
Simulating optical properties to access novel metrological parameter ranges and the impact of different model approximations.
[BibTeX]
[DOI]
Patrick Müller
,
Alexander Braun
Proceedings of the IEEE International Workshop on Metrology for Automotive, 2022

Original image noise reconstruction for spatially-varying filtered driving scenes.
[BibTeX]
[DOI]
Luis Constantin Wohlers
,
Patrick Müller
,
Alexander Braun
Proceedings of the Autonomous Vehicles and Machines 2022, online, January 15-26, 2022, 2022

Spatial precision and recall indices to assess the performance of instance segmentation algorithms.
[BibTeX]
[DOI]
Mattis Brummel
,
Patrick Müller
,
Alexander Braun
Proceedings of the Autonomous Vehicles and Machines 2022, online, January 15-26, 2022, 2022

2021
Spatial recall index for machine learning algorithms.
[BibTeX]
[DOI]
Patrick Müller
,
Mattis Brummel
,
Alexander Braun
Proceedings of the London Imaging Meeting 2021: Imaging for Deep Learning, 2021

Impact of Windshield Optical Aberrations on Visual Range Camera Based Classification Tasks Performed by CNNs.
[BibTeX]
[DOI]
Christian Krebs
,
Patrick Müller
,
Alexander Braun
Proceedings of the London Imaging Meeting 2021: Imaging for Deep Learning, 2021

2020
Simulating tests to test simulation.
[BibTeX]
[DOI]
Patrick Müller
,
Matthias Lehmann
,
Alexander Braun
Proceedings of the Autonomous Vehicles and Machines 2020, 2020


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