NLUUG: voorjaarsconferentie 2023

Description

Validation of AI: Towards a Driving Exam for OpenPilot

Abstract
We present practical results of testing the OpenPilot ADAS software (the core of the Comma3 [https://comma.ai/]). OpenPilot consists of C/C++ and Python code to handle most of the logic involved in driving a car. Also, Machine Learning models are employed for various detection tasks, such as road line detection.
To test the functional behavior (“Is OpenPilot able to handle certain traffic situations?”), we are implementing a framework that generates test scenarios from traffic laws. For the non-functional aspect, we have looked at the robustness of the implemented ML models, as part of analysis for Trustworthy AI (“Can OpenPilot be fooled by modifying the input images?”).
We will present the outcomes, discuss the results, and give pointers for further research on ADAS testing.

Period	11 May 2023
Event type	Conference
Location	Utrecht, NetherlandsShow on map
Degree of Recognition	National