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Person Recognition using Facial Micro-Expressions with Deep Learning

Authors :
Kay, Tuval
Ringel, Yuval
Cohen, Khen
Azulay, Mor-Avi
Mendlovic, David
Publication Year :
2023

Abstract

This study investigates the efficacy of facial micro-expressions as a soft biometric for enhancing person recognition, aiming to broaden the understanding of the subject and its potential applications. We propose a deep learning approach designed to capture spatial semantics and motion at a fine temporal resolution. Experiments on three widely-used micro-expression databases demonstrate a notable increase in identification accuracy compared to existing benchmarks, highlighting the potential of integrating facial micro-expressions for improved person recognition across various fields.<br />Comment: First two authors contributed equally

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2306.13907
Document Type :
Working Paper