automated driving 1confidence thresholding 1image quality assessment 1normalizing flows 1object detection 1robustness 1
From the 1 of 6 linked papers with an AI index.
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cs.CV2026
Image Quality Dependent Degradation for AI Systems
Yannick Kees, Elena Hoemann, Frank Köster +1
The paper proposes a method to estimate image quality using normalizing flows and adjust object detection confidence thresholds, enabling safer AI-driven perception in low-quality…
cs.CV2026
Learning to Reason: Targeted Knowledge Discovery and Fuzzy Logic Update for Robust Image Recognition
Gurucharan Srinivas, Joshua Niemeijer, Frank Köster
Integrating domain knowledge into deep neural networks is a promising way to improve generalization. Existing methods either encode prior knowledge in the loss function or apply po…