Comparing Offline and Online Testing of Deep Neural Networks: An
Autonomous Car Case Study

Comparing Offline and Online Testing of Deep Neural Networks: An Autonomous Car Case Study

28 November 2019

Lionel C. Briand

Papers citing "Comparing Offline and Online Testing of Deep Neural Networks: An Autonomous Car Case Study"

10 / 10 papers shown

Title
Predicting Safety Misbehaviours in Autonomous Driving Systems using Uncertainty Quantification Ruben Grewal Paolo Tonella Andrea Stocco 48 12 0 29 Apr 2024
Uncertainty Quantification for Deep Neural Networks: An Empirical Comparison and Usage Guidelines Michael Weiss Paolo Tonella BDL UQCV 30 11 0 14 Dec 2022
Intersection focused Situation Coverage-based Verification and Validation Framework for Autonomous Vehicles Implemented in CARLA Zaid Tahir R. Alexander 16 9 0 24 Dec 2021
Mind the Gap! A Study on the Transferability of Virtual vs Physical-world Testing of Autonomous Driving Systems Andrea Stocco Brian Pulfer Paolo Tonella 27 68 0 21 Dec 2021
Collaborative Artificial Intelligence Needs Stronger Assurances Driven by Risks Jubril Gbolahan Adigun Matteo Camilli Michael Felderer Andrea Giusti D. Matt A. Perini B. Russo A. Susi 17 5 0 01 Dec 2021
Efficient and Effective Generation of Test Cases for Pedestrian Detection -- Search-based Software Testing of Baidu Apollo in SVL Hamid Ebabi M. H. Moghadam Markus Borg Gregory Gay Afonso Fontes Kasper Socha 11 31 0 16 Sep 2021
Towards Risk Modeling for Collaborative AI Matteo Camilli Michael Felderer Andrea Giusti D. Matt A. Perini B. Russo A. Susi 25 4 0 12 Mar 2021
A Software Engineering Perspective on Engineering Machine Learning Systems: State of the Art and Challenges G. Giray 33 120 0 14 Dec 2020
Digital Twins Are Not Monozygotic -- Cross-Replicating ADAS Testing in Two Industry-Grade Automotive Simulators Markus Borg Raja Ben Abdessalem S. Nejati Francois-Xavier Jegeden Donghwan Shin 33 32 0 12 Dec 2020
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Objective Search (Experience Paper) Fitash Ul Haq Donghwan Shin Lionel C. Briand Thomas Stifter Jun Wang AAML 21 19 0 11 Dec 2020