SafeSens - Uncertainty Quantification of Complex Perception Systems
Iwo Kurzidem,
Simon Burton,
Philipp Schleiss
Abstract:Safety testing and validation of complex autonomous systems requires a comprehensive and reliable analysis of performance and uncertainty. Especially uncertainty quantification plays a vital part in perception systems operating in open context environments that are neither foreseeable nor deterministic. Therefore, safety assurance based on field tests or corner cases alone is not a feasible option as effort and potential risks are high. Simulations offer a way out. They allow, for example, simulation of potent… Show more
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