Facial expression deep learning algorithms in the detection of neurological disorders: a systematic review and meta-analysis

Facial expression deep learning algorithms in the detection of neurological disorders: a systematic review and meta-analysis

Abstract Background Neurological disorders, ranging from common conditions like Alzheimer’s disease that is a progressive neurodegenerative disorder and remains the most common cause of dementia worldwide to rare disorders such as Angelman syndrome, impose a significant global health burden. Altered...

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Main Authors: Shania Yoonesi, Ramila Abedi Azar, Melika Arab Bafrani, Shayan Yaghmayee, Haniye Shahavand, Majid Mirmazloumi, Narges Moazeni Limoudehi, Mohammadreza Rahmani, Saina Hasany, Fatemeh Zahra Idjadi, Mohammad Amin Aalipour, Hossein Gharedaghi, Sadaf Salehi, Mahsa Asadi Anar, Mohammad Saeed Soleimani
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BioMedical Engineering OnLine
Subjects:
Deep learning
Facial expression recognition
Neurological disorders
Meta-analysis
Convolutional neural networks
Online Access:https://doi.org/10.1186/s12938-025-01396-3
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https://doi.org/10.1186/s12938-025-01396-3

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