Heatmap-based Explanation of YOLOv5 Object Detection with Layer-wise Relevance Propagation. - Apostolos Karasmanoglou; Marios Antonakakis; Michalis E. Zervakis (IST, 2022)

Unsupervised Detection of Seizure-Related Dynamic Alterations with Autoencoder-Derived Deep Features. - Apostolos Karasmanoglou; Marios Antonakakis; Michalis E. Zervakis (BIBE, 2023)

Emotion Recognition Based on EEG Signals and Deep Neural Networks Architectures. - Giorgos A. Giannakakis; Apostolos Karasmanoglou; Marios Antonakakis; Pelagia Vorgia; Michalis E. Zervakis (ACII (Workshops and Demos), 2024)

Pulsense: An AI-Driven Cardiovascular Monitoring and Arrhythmia Detection System. - Evangelos Katsoupis; Apostolos Karasmanoglou; Michalis E. Zervakis; Marios Antonakakis (BIBE, 2024)

Semi-Supervised anomaly detection for the prediction and detection of pediatric focal epileptic seizures on fused EEG and ECG data. - Apostolos Karasmanoglou; Giorgos A. Giannakakis; Pelagia Vorgia; Marios Antonakakis; Michalis E. Zervakis (Biomed. Signal Process. Control., 2025)