Deep learning-based multi-brain capsule network for Next-Gen Clinical Emotion recognition using EEG signals

Exploring foci of: Neuroscience Informatics • Vol 5 • No 2 Deep learning-based multi-brain capsule network for Next-Gen Clinical Emotion recognition using EEG signals April 2025 • Ravinder Dahiya, G Mamatha, Shila Jawale, Santanu Das, Sagar Choudhary, Vinod Rathod, Bhawna Janghel Rajput Deep learning techniques are crucial for next-generation clinical applications, particularly in Next-Gen Clinical Emotion recognition. To enhance classification accuracy, we propose an Attention mechanism based Capsule Network Model (At-CapNet) for Multi-Brain Region. EEG-tNIRS signals were collected using Next-Gen Clinical Emotion-inducing visual stimuli to construct the TYUT3.0 dataset, from which EEG and tNIRS features were extracted and mapped into matrices. A multi-brain region attention mechanism was applied… Open Article Page

Electroencephalography Computer Science Deep Learning Artificial Intelligence Neuroscience Open Article