most citedDeep Learning for Computer Vision based Activity Recognition and Fall Detection of the Elderly: a Systematic Review

87 citations · 107 across the 6 of their papers we have counts for

collaborators

8 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…

cs.CV2024★ 3 cited

Automated facial recognition system using deep learning for pain assessment in adults with cerebral palsy

Álvaro Sabater-Gárriz, F. Xavier Gaya-Morey, José María Buades-Rubio +3

Background: Pain assessment in individuals with neurological conditions, especially those with limited self-report ability and altered facial expressions, presents challenges. Exis…

cs.CV2024★ 1 cited

Assessing the Efficacy of Deep Learning Approaches for Facial Expression Recognition in Individuals with Intellectual Disabilities

F. Xavier Gaya-Morey, Silvia Ramis, Jose M. Buades-Rubio +1

Facial expression recognition has gained significance as a means of imparting social robots with the capacity to discern the emotional states of users. The use of social robotics i…

cs.CV2024★ 15 cited

Unveiling the Human-like Similarities of Automatic Facial Expression Recognition: An Empirical Exploration through Explainable AI

F. Xavier Gaya-Morey, Silvia Ramis-Guarinos, Cristina Manresa-Yee +1

Facial expression recognition is vital for human behavior analysis, and deep learning has enabled models that can outperform humans. However, it is unclear how closely they mimic h…