2 papers
cs.LG2024
Safety Monitoring of Machine Learning Perception Functions: a Survey
Raul Sena Ferreira, Joris Guérin, Kevin Delmas +2
Machine Learning (ML) models, such as deep neural networks, are widely applied in autonomous systems to perform complex perception tasks. New dependability challenges arise when ML…
cs.AI2021
Benchmarking Safety Monitors for Image Classifiers with Machine Learning
Raul Sena Ferreira, Jean Arlat, Jeremie Guiochet +1
High-accurate machine learning (ML) image classifiers cannot guarantee that they will not fail at operation. Thus, their deployment in safety-critical applications such as autonomo…