Calibration free meta learning based approach for subject independent EEG emotion recognition

• Published in: Biomedical signal processing and control Vol. 72; p. 103289
• Main Authors: Bhosale, Swapnil, Chakraborty, Rupayan, Kopparapu, Sunil Kumar
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2022
• Subjects: EEG emotion detection; Episodic training; Few-shot learning; Support sampling; Zero calibration setup; EEG emotion detection; Support sampling; Zero calibration setup; Few-shot learning; Episodic training

•Proposed a few-shot adaptation for EEG based Emotion Recognition which limits the number of samples required for calibration samples to a minimum.•Devised and demonstrated the efficacy of three sampling strategies for support sets during our training for scenarios when reference samples from the su...