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An Analysis of the Vulnerability of Two Common Deep Learning-Based Medical Image Segmentation Techniques to Model Inversion Attacks

Recent research in computer vision has shown that original images used for training of deep learning models can be reconstructed using so-called inversion attacks. However, the feasibility of this attack type has not been investigated for complex 3D medical images. Thus, the aim of this study was to...

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Detalhes bibliográficos
Publicado no:Sensors (Basel)
Main Authors: Subbanna, Nagesh, Wilms, Matthias, Tuladhar, Anup, Forkert, Nils D.
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI 2021
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC8199987/
https://ncbi.nlm.nih.gov/pubmed/34199735
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/s21113874
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