Anti-carla: An adversarial testing framework for autonomous vehicles in carla

S Ramakrishna, B Luo, CB Kuhn… - 2022 IEEE 25th …, 2022 - ieeexplore.ieee.org
Despite recent advances in autonomous driving systems, accidents such as the fatal Uber
crash in 2018 show these systems are still susceptible to edge cases. Such systems must be …

Generation of Risky Scenarios for Testing Automated Driving Visual Perception Based on Causal Analysis

Z Jiang, J Liu, P Sun, M Sang, H Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Automated driving systems (ADS) have made remarkable progress in recent years, yet their
reliability and testability remain as significant challenges. The environmental conditions that …

Reliability Estimation of ML for Image Perception: A Lightweight Nonlinear Transformation Approach Based on Full Reference Image Quality Metrics

JV Zacchi, F Carella, P Upadhya… - 2023 IEEE 16th …, 2023 - ieeexplore.ieee.org
As machine learning (ML) models for image perception continue to advance, ensuring their
robustness and reliability under various real-world scenarios remains a significant …