Anatomical Context Protects Deep Learning from Adversarial Perturbations in Medical Imaging

Deep learning has achieved impressive performance across a variety of tasks, including medical image processing. However, recent research has shown that deep neural networks are susceptible to small adversarial perturbations in the image. We study the impact of such adversarial perturbations in medi...

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Publié dans:Neurocomputing. - 1998. - 379(2020) vom: 28. Feb., Seite 370-378
Auteur principal: Li, Yi (Auteur)
Autres auteurs: Zhang, Huahong, Bermudez, Camilo, Chen, Yifan, Landman, Bennett A, Vorobeychik, Yevgeniy
Format: Article en ligne
Langue:English
Publié: 2020
Accès à la collection:Neurocomputing
Sujets:Journal Article