49 citations · 50 across the 4 of their papers we have counts for
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cs.LG2023★ 1 cited
Deep Learning Safety Concerns in Automated Driving Perception
Stephanie Abrecht, Alexander Hirsch, Shervin Raafatnia +1
Recent advances in the field of deep learning and impressive performance of deep neural networks (DNNs) for perception have resulted in an increased demand for their use in automat…
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…