Publications by authors named "Serkan Musellim"
Prototype-based Domain Generalization Framework for Subject-Independent Brain-Computer Interfaces.
Annu Int Conf IEEE Eng Med Biol Soc
July 2022
Article Synopsis
- Brain-computer interfaces (BCIs) face challenges due to variability in EEG data across different subjects, requiring frequent calibration for each new user or session.
- A new approach using domain generalization aims to create an EEG classification framework that works with data from unknown subjects based on previously collected data from other individuals.
- The proposed framework utilizes open-set recognition to enhance feature extraction and improve generalization, potentially reducing the need for calibration and broadening applications in mental state monitoring tasks.