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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Veröffentlicht in:Neurocomputing. - 1998. - 379(2020) vom: 28. Feb., Seite 370-378
1. Verfasser: Li, Yi (VerfasserIn)
Weitere Verfasser: Zhang, Huahong, Bermudez, Camilo, Chen, Yifan, Landman, Bennett A, Vorobeychik, Yevgeniy
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2020
Zugriff auf das übergeordnete Werk:Neurocomputing
Schlagworte:Journal Article