Inherent Diverse Redundant Safety Mechanisms for AI-based Software Elements in Automotive Applications

no code implementations • 13 Feb 2024 • Mandar Pitale, Alireza Abbaspour, Devesh Upadhyay

While various distribution-based methods exist to provide safety mechanisms for AI models, there is a noted lack of systematic assessment of these methods, especially in the context of safety-critical automotive applications.

Autonomous Driving Decision Making +1

Practical Solutions for Machine Learning Safety in Autonomous Vehicles

no code implementations • 20 Dec 2019 • Sina Mohseni, Mandar Pitale, Vasu Singh, Zhangyang Wang

Autonomous vehicles rely on machine learning to solve challenging tasks in perception and motion planning.

Autonomous Vehicles BIG-bench Machine Learning +1