Search Results for author: Audrey Galametz

Found 3 papers, 0 papers with code

Verification for Object Detection -- IBP IoU

no code implementations30 Jan 2024 Noémie Cohen, Mélanie Ducoffe, Ryma Boumazouza, Christophe Gabreau, Claire Pagetti, Xavier Pucel, Audrey Galametz

We introduce a novel Interval Bound Propagation (IBP) approach for the formal verification of object detection models, specifically targeting the Intersection over Union (IoU) metric.

Handwritten Digit Recognition Object +2

Surrogate Neural Networks Local Stability for Aircraft Predictive Maintenance

no code implementations11 Jan 2024 Mélanie Ducoffe, Guillaume Povéda, Audrey Galametz, Ryma Boumazouza, Marion-Cécile Martin, Julien Baris, Derk Daverschot, Eugene O'Higgins

Surrogate Neural Networks (NN) now routinely serve as substitutes for computationally demanding simulations (e. g., finite element).

Robustness Assessment of a Runway Object Classifier for Safe Aircraft Taxiing

no code implementations8 Jan 2024 Yizhak Elboher, Raya Elsaleh, Omri Isac, Mélanie Ducoffe, Audrey Galametz, Guillaume Povéda, Ryma Boumazouza, Noémie Cohen, Guy Katz

As deep neural networks (DNNs) are becoming the prominent solution for many computational problems, the aviation industry seeks to explore their potential in alleviating pilot workload and in improving operational safety.

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