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cs.SE2025
GAN-enhanced Simulation-driven DNN Testing in Absence of Ground Truth
Mohammed Attaoui, Fabrizio Pastore
The generation of synthetic inputs via simulators driven by search algorithms is essential for cost-effective testing of Deep Neural Network (DNN) components for safety-critical sy…
cs.SE2024
Search-based DNN Testing and Retraining with GAN-enhanced Simulations
Mohammed Oualid Attaoui, Fabrizio Pastore, Lionel Briand
In safety-critical systems (e.g., autonomous vehicles and robots), Deep Neural Networks (DNNs) are becoming a key component for computer vision tasks, particularly semantic segment…