A regularization method to improve adversarial robustness of neural networks for ECG signal classification
Ma L, Liang L. A regularization method to improve adversarial robustness of neural networks for ECG signal classification. Computers In Biology And Medicine 2022, 144: 105345. PMID: 35240379, DOI: 10.1016/j.compbiomed.2022.105345.Peer-Reviewed Original ResearchConceptsDeep neural networksECG signal classificationAdversarial noiseAdversarial attacksNeural networkAdversarial robustness of neural networksSignal classificationAccuracy of deep neural networksRobustness of neural networksField of computer visionImprove DNN robustnessSignal classification applicationsMIT-BIH datasetNovel regularization methodClass label predictionRegularization methodLife-critical applicationsInterpretation of electrocardiograms (ECGAdversarial perturbationsAdversarial robustnessComputer visionClassification applicationsReduction of accuracyPublic datasetsProjected Gradient