RobustMap : Visual Exploration of DNN Adversarial Robustness in Generative Latent Space

The article presents a novel approach to visualizing adversarial robustness (called robustness below) of deep neural networks (DNNs). Traditional tests only return a value reflecting a DNN's overall robustness across a fixed number of test samples. Unlike them, we use test samples to train a ge...

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Détails bibliographiques
Publié dans:IEEE transactions on visualization and computer graphics. - 1996. - 31(2025), 9 vom: 01. Aug., Seite 5801-5815
Auteur principal: Li, Jie (Auteur)
Autres auteurs: Kuang, Jielong
Format: Article en ligne
Langue:English
Publié: 2025
Accès à la collection:IEEE transactions on visualization and computer graphics
Sujets:Journal Article