Patrick Müller

14 papers Journal 5Unranked 8
YearRankTypeTitle / Venue / Authors
2026 J jnl
Examining the Impact of Optical Aberrations to Image Classification and Object Detection Models.
IEEE Trans. Pattern Anal. Mach. Intell.
Patrick Müller, Alexander Braun, Margret Keuper
2025 J jnl
Examining the Impact of Optical Aberrations to Image Classification and Object Detection Models.
CoRR
Patrick Müller, Alexander Braun, Margret Keuper
2025 — —
Impact of Visual Range Optical Blur Aberrations on Deep Learning based Models for Image Classification and Object Detection.
Patrick Müller
2024 J jnl
Analysis of the Impact of Lens Blur on Safety-Critical Automotive Object Detection.
IEEE Access
Dara Molloy, Patrick Müller, Brian M. Deegan, Darragh Mullins, Jonathan Horgan, Enda Ward, Edward Jones, Alexander Braun, Martin Glavin
2024 J jnl
Learning the essential in less than 2k additional weights - a simple approach to improve image classification stability under corruptions.
Trans. Mach. Learn. Res.
Kai Bäuerle, Patrick Müller, Syed Muhammad Kazim, Ivo Ihrke, Margret Keuper
2023 — conf
Classification robustness to common optical aberrations.
ICCV (Workshops)
Patrick Müller, Alexander Braun, Margret Keuper
2023 J jnl
Classification robustness to common optical aberrations.
CoRR
Patrick Müller, Alexander Braun, Margret Keuper
2023 — conf
MTF as a performance indicator for AI algorithms?
Autonomous Vehicles and Machines
Patrick Müller, Alexander Braun
2022 — conf
Original image noise reconstruction for spatially-varying filtered driving scenes.
Autonomous Vehicles and Machines
Luis Constantin Wohlers, Patrick Müller, Alexander Braun
2022 — conf
Simulating optical properties to access novel metrological parameter ranges and the impact of different model approximations.
MetroAutomotive
Patrick Müller, Alexander Braun
2022 — conf
Spatial precision and recall indices to assess the performance of instance segmentation algorithms.
Autonomous Vehicles and Machines
Mattis Brummel, Patrick Müller, Alexander Braun
2021 — conf
Impact of Windshield Optical Aberrations on Visual Range Camera Based Classification Tasks Performed by CNNs.
LIM
Christian Krebs, Patrick Müller, Alexander Braun
2021 — conf
Spatial recall index for machine learning algorithms.
LIM
Patrick Müller, Mattis Brummel, Alexander Braun
2020 — conf
Simulating tests to test simulation.
Autonomous Vehicles and Machines
Patrick Müller, Matthias Lehmann, Alexander Braun