3 papers
cs.CV2024
Decoupling of neural network calibration measures
Dominik Werner Wolf, Prasannavenkatesh Balaji, Alexander Braun +1
A lot of effort is currently invested in safeguarding autonomous driving systems, which heavily rely on deep neural networks for computer vision. We investigate the coupling of dif…
eess.IV2023
Sensitivity analysis of AI-based algorithms for autonomous driving on optical wavefront aberrations induced by the windshield
Dominik Werner Wolf, Markus Ulrich, Nikhil Kapoor
Autonomous driving perception techniques are typically based on supervised machine learning models that are trained on real-world street data. A typical training process involves c…
cs.CV2023
Windscreen Optical Quality for AI Algorithms: Refractive Power and MTF not Sufficient
Dominik Werner Wolf, Markus Ulrich, Alexander Braun
Windscreen optical quality is an important aspect of any advanced driver assistance system, and also for future autonomous driving, as today at least some cameras of the sensor sui…