State-of-the-Art Deep Learning Methods on Electrocardiogram Data: Systematic Review

Autor: Georgios Petmezas, Leandros Stefanopoulos, Vassilis Kilintzis, Andreas Tzavelis, John A Rogers, Aggelos K Katsaggelos, Nicos Maglaveras

Publikováno v: JMIR Medical Informatics, Vol 10, Iss 8, p e38454 (2022)

BackgroundElectrocardiogram (ECG) is one of the most common noninvasive diagnostic tools that can provide useful information regarding a patient’s health status. Deep learning (DL) is an area of intense exploration that leads the way in most attemp

Externí odkaz: https://doaj.org/article/17e9debfef874515b152f91e88c9c365

A Deep Learning Method for Predicting the COVID-19 ICU Patient Outcome Fusing X-Rays, Respiratory Sounds, And ICU Parameters

Autor: Yunan Wu, Bruno Machado Rocha, Evangelos Kaimakamis, Grigorios-Aris Cheimariotis, Georgios Petmezas, Evangelos Chatzis, Vassilis Kilintzis, Leandros Stefanopoulos, Diogo Pessoa, Alda Marques, Paulo Carvalho, Rui Pedro Paiva, Serafeim Kotoulas, Militsa Bitzani, Aggelos K. Katsaggelos, Nicos Maglaveras

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::76e4837a32495071610300a79db32157
https://doi.org/10.2139/ssrn.4395317

Automated Lung Sound Classification Using a Hybrid CNN-LSTM Network and Focal Loss Function

Autor: Aggelos K Katsaggelos, Rui Pedro Paiva, Georgios Petmezas, Bruno Miguel Machado Rocha, Nicos Maglaveras, GRIGORIOS - ARIS CHEIMARIOTIS, Leandros Stefanopoulos

Publikováno v: Special Issue Physiological Sound Acquisition and Processing II
Sensors, Vol 22, Iss 1232, p 1232 (2022)
Sensors; Volume 22; Issue 3; Pages: 1232

Respiratory diseases constitute one of the leading causes of death worldwide and directly affect the patient’s quality of life. Early diagnosis and patient monitoring, which conventionally include lung auscultation, are essential for the efficient

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::7f556e3a5ea2538b250aa462c6d0bb12
https://pubmed.ncbi.nlm.nih.gov/35161977

Respiratory image analysis

Autor: Inéz Frerichs, Zhanqi Zhao, Meng Dai, Fabian Braun, Martin Proença, Michaël Rapin, Josias Wacker, Mathieu Lemay, Kostas Haris, Georgios Petmezas, Aris Cheimariotis, Irini Lekka, Nicos Maglaveras, Claas Strodthoff, Barbara Vogt, Livia Lasarow, Norbert Weiler, Diogo Pessoa, Bruno Machado Rocha, Paulo de Carvalho, Rui Pedro Paiva, Andy Adler

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::db31552a8bb1b6d0d3064174378588df
https://doi.org/10.1016/b978-0-12-823447-1.00001-4

Automated Atrial Fibrillation Detection using a Hybrid CNN-LSTM Network on Imbalanced ECG Datasets

Autor: John A. Rogers, Vassilis Kilintzis, Georgios Petmezas, Andreas Tzavelis, Aggelos K. Katsaggelos, K. Haris, Nicos Maglaveras, Leandros Stefanopoulos

Publikováno v: Biomedical Signal Processing and Control. 63:102194

Atrial fibrillation is a heart arrhythmia strongly associated with other heart-related complications that can increase the risk of strokes and heart failure. Manual electrocardiogram (ECG) interpretation for its diagnosis is tedious, time-consuming,

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::6002bac8eead073dc42038b095a07063
https://doi.org/10.1016/j.bspc.2020.102194