Automated Atrial Fibrillation Detection using a Hybrid CNN-LSTM Network on Imbalanced ECG Datasets. - Georgios Petmezas; Kostas Haris; Leandros Stefanopoulos; Vassilis Kilintzis; Andreas Tzavelis; John A. Rogers; Aggelos K. Katsaggelos; Nicos Maglaveras (Biomed. Signal Process. Control., 2021)

Automated Lung Sound Classification Using a Hybrid CNN-LSTM Network and Focal Loss Function. - Georgios Petmezas; Grigorios-Aris Cheimariotis; Leandros Stefanopoulos; Bruno Miguel Machado Rocha; Rui Pedro Paiva; Aggelos K. Katsaggelos; Nicos Maglaveras (Sensors, 2022)

Pediatric Respiratory Sound Classification Using a Dual Input Deep Learning Architecture. - Diogo Pessoa; Georgios Petmezas; Vasileios E. Papageorgiou; Bruno M. Rocha; Leandros Stefanopoulos; Vassilis Kilintzis; Nicos Maglaveras; Inéz Frerichs; Paulo de Carvalho 001; Rui Pedro Paiva (BioCAS, 2023)

BRACETS: Bimodal repository of auscultation coupled with electrical impedance thoracic signals. - Diogo Pessoa; Bruno Moraes Rocha; Claas Strodthoff; Maria Gomes; Guilherme Silva Rodrigues; Georgios Petmezas; Grigorios-Aris Cheimariotis; Vassilis Kilintzis; Evangelos Kaimakamis; Nicos Maglaveras; Alda Marques; Inéz Frerichs; et al. (Comput. Methods Programs Biomed., 2023)

Recent advancements and applications of deep learning in heart failure: Α systematic review. - Georgios Petmezas; Vasileios E. Papageorgiou; Vassilios Vassilikos; Efstathios Pagourelias; George Tsaklidis; Aggelos K. Katsaggelos; Nicos Maglaveras (Comput. Biol. Medicine, 2024)

Ensemble deep learning model for dimensionless respiratory airflow estimation using respiratory sound. - Diogo Pessoa; Bruno Miguel Machado Rocha; Maria Gomes; Guilherme Silva Rodrigues; Georgios Petmezas; Grigorios-Aris Cheimariotis; Nicos Maglaveras; Alda Marques; Inéz Frerichs; Paulo de Carvalho 001; Rui Pedro Paiva (Biomed. Signal Process. Control., 2024)

A deep learning method for predicting the COVID-19 ICU patient outcome fusing X-rays, respiratory sounds, and ICU parameters. - Yunan Wu; Bruno Miguel Machado Rocha; Evangelos Kaimakamis; Grigorios-Aris Cheimariotis; Georgios Petmezas; Evangelos Chatzis; Vassilis Kilintzis; Leandros Stefanopoulos; Diogo Pessoa; Alda Marques; Paulo Carvalho 001; Rui Pedro Paiva; et al. (Expert Syst. Appl., 2024)

ReenactFaces: A Specialized Dataset for Reenactment-Based Deepfake Detection. - Vazgken Vanian; Georgios Petmezas; Konstantinos Konstantoudakis; Dimitrios Zarpalas (AINA (8), 2025)

MGAMNET: A Mask-Guided Attention Network for Deepfake Detection. - Vazgken Vanian; Georgios Petmezas; Eleana E. I. Almaloglou; Dimitrios Zarpalas (DSP, 2025)

Efficient Lung Ultrasound Severity Scoring Using Dedicated Feature Extractor. - Jiaqi Guo; Yunnan Wu; Evangelos Kaimakamis; Georgios Petmezas; Vasileios E. Papageorgiou; Nicos Maglaveras; Aggelos K. Katsaggelos (ISBI, 2025)

XDF: A Large-Scale Dataset for Evaluating Video Deepfake Detection Across Multiple Manipulation Techniques. - Vazgken Vanian; Georgios Petmezas; Konstantinos Konstantoudakis; Dimitrios Zarpalas (MAD@ICMR, 2025)

Enhanced heart failure mortality prediction through model-independent hybrid feature selection and explainable machine learning. - Georgios Petmezas; Vasileios E. Papageorgiou; Vassilios Vassilikos; Efstathios Pagourelias; Dimitrios Tachmatzidis; George Tsaklidis; Aggelos K. Katsaggelos; Nicos Maglaveras (J. Biomed. Informatics, 2025)