57 citations · 304 across the 27 of their papers we have counts for
3 papers · 2 filters
Automotive Perception Software Development: An Empirical Investigation into Data, Annotation, and Ecosystem Challenges
Hans-Martin Heyn, Khan Mohammad Habibullah, Eric Knauss +4
Software that contains machine learning algorithms is an integral part of automotive perception, for example, in driving automation systems. The development of such software, speci…
Requirements Engineering for Automotive Perception Systems: an Interview Study
Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay +6
Background: Driving automation systems (DAS), including autonomous driving and advanced driver assistance, are an important safety-critical domain. DAS often incorporate perception…
An investigation of challenges encountered when specifying training data and runtime monitors for safety critical ML applications
Hans-Martin Heyn, Eric Knauss, Iswarya Malleswaran +1
Context and motivation: The development and operation of critical software that contains machine learning (ML) models requires diligence and established processes. Especially the t…