3 papers
cs.CV2025
Bridging the gap in FER: addressing age bias in deep learning
F. Xavier Gaya-Morey, Julia Sanchez-Perez, Cristina Manresa-Yee +1
Facial Expression Recognition (FER) systems based on deep learning have achieved impressive performance in recent years. However, these models often exhibit demographic biases, par…
cs.CV2025
Evaluating Facial Expression Recognition Datasets for Deep Learning: A Benchmark Study with Novel Similarity Metrics
F. Xavier Gaya-Morey, Cristina Manresa-Yee, Célia Martinie +1
This study investigates the key characteristics and suitability of widely used Facial Expression Recognition (FER) datasets for training deep learning models. In the field of affec…
cs.CV2025
Deep Learning-Based Facial Expression Recognition for the Elderly: A Systematic Review
F. Xavier Gaya-Morey, Jose M. Buades-Rubio, Philippe Palanque +2
The rapid aging of the global population has highlighted the need for technologies to support elderly, particularly in healthcare and emotional well-being. Facial expression recogn…