Robust convolutional neural networks against adversarial attacks on medical images
Shi X, Peng Y, Chen Q, Keenan T, Thavikulwat A, Lee S, Tang Y, Chew E, Summers R, Lu Z. Robust convolutional neural networks against adversarial attacks on medical images. Pattern Recognition 2022, 132: 108923. DOI: 10.1016/j.patcog.2022.108923.Peer-Reviewed Original ResearchConvolutional neural networkMedical imagesAdversarial attacksAdversarial perturbationsNeural networkRobust convolutional neural networkNovel defense methodMedical image modalitiesReal-world scenariosSignificant security risksDefense methodsFeature representationSecurity risksHuman expertsNoisy featuresAttacking methodImage modalitiesAttacksImagesNetworkMedical applicationsOriginal performanceSparsityPerformance deteriorationApplications