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Adversarial attack on deep learning-based dermatoscopic image recognition systems: Risk of misdiagnosis due to undetectable image perturbations

Deep learning algorithms have shown excellent performances in the field of medical image recognition, and practical applications have been made in several medical domains. Little is known about the feasibility and impact of an undetectable adversarial attacks, which can disrupt an algorithm by modif...

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Detalhes bibliográficos
Publicado no:Medicine (Baltimore)
Main Authors: Allyn, Jérôme, Allou, Nicolas, Vidal, Charles, Renou, Amélie, Ferdynus, Cyril
Formato: Artigo
Idioma:Inglês
Publicado em: Lippincott Williams & Wilkins 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7738012/
https://ncbi.nlm.nih.gov/pubmed/33327315
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1097/MD.0000000000023568
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