Adversarial training and deep k-nearest neighbors improves adversarial defense of glaucoma severity detection

Adversarial training and deep k-nearest neighbors improves adversarial defense of glaucoma severity detection

Glaucoma is an eye disease that can cause irreversible blindness to people if not treated properly. Although deep learning models have shown that they can provide good results in identifying diseases from medical imagery, they suffer from the vulnerability of adversarial attacks, making them perform...

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Bibliographic Details
Main Authors: Lalu M. Riza Rizky, Suyanto Suyanto
Format: Article
Language:English
Published: Elsevier 2022-12-01
Series:Heliyon
Subjects:
Glaucoma severity
Multiclass classification
Deep learning
Adversarial training
Adversarial attack
Nearest neighbors
Online Access:http://www.sciencedirect.com/science/article/pii/S2405844022035630

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http://www.sciencedirect.com/science/article/pii/S2405844022035630

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