An Active Learning and Deep Attention Framework for Robust Driver Emotion Recognition

Driver emotion recognition is vital for intelligent driver assistance systems, where the accurate detection of emotional states enhances both safety and user experience. Current approaches, however, require extensive labeled datasets, perform poorly under real-world conditions, and degrade with clas...

Full description

Bibliographic Details

Published in:	Algorithms
Main Authors:	Bashar Sami Nayyef Al-dabbagh, Agapito Ledezma Espino, Araceli Sanchis de Miguel
Format:	Article
Language:	English
Published:	MDPI AG 2025-10-01
Subjects:	driver emotion recognition deep learning active learning attention mechanism facial expression recognition imbalanced data
Online Access:	https://www.mdpi.com/1999-4893/18/10/669