110 citations · 186 across the 9 of their papers we have counts for
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cs.LG2022★ 6 cited
Parametric and Multivariate Uncertainty Calibration for Regression and Object Detection
Fabian Küppers, Jonas Schneider, Anselm Haselhoff
Reliable spatial uncertainty evaluation of object detection models is of special interest and has been subject of recent work. In this work, we review the existing definitions for…
cs.LG2021★ 49 cited
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety
Sebastian Houben, Stephanie Abrecht, Maram Akila +38
The use of deep neural networks (DNNs) in safety-critical applications like mobile health and autonomous driving is challenging due to numerous model-inherent shortcomings. These s…