Deep Transfer Learning for Parkinson's Disease Monitoring by Image-Based Representation of Resting-State EEG Using Directional Connectivity. - Emad Arasteh; Ailar Mahdizadeh; Maryam S. Mirian; Soojin Lee; Martin J. McKeown (Algorithms, 2022)

Ultra-Wideband Radar for Simultaneous and Unobtrusive Monitoring of Respiratory and Heart Rates in Early Childhood: A Deep Transfer Learning Approach. - Emad Arasteh; Esther S. Veldhoen; Xi Long; Maartje van Poppel; Marjolein van der Linden; Thomas Alderliesten; Joppe Nijman; Robbin de Goederen; Jeroen Dudink (Sensors, 2023)

Joint Learning for Visual Reconstruction from the Brain Activity: Hierarchical Representation of Image Perception with EEG-Vision Transformer. - Ali Akbari; Kosar Sanjar Arani; Tony Yousefnezhad; Maryam S. Mirian; Emad Arasteh (UniReps, 2025)

Interpretable EEG-to-Image Generation with Semantic Prompts. - Arshak Rezvani; Ali Akbari; Kosar Sanjar Arani; Maryam S. Mirian; Emad Arasteh; Martin J. McKeown (CoRR, 2025)