Deep Learning Application: Child Facial Emotion Recognition Using Deep Learning - Softcover

DAS, SHIPLU; SANANDA DAS, ANUPAM MANDAL; AZAM, MD NICE

 
9786208443962: Deep Learning Application: Child Facial Emotion Recognition Using Deep Learning
Softcover
ISBN 10: 6208443962 ISBN 13: 9786208443962
Publisher: LAP LAMBERT Academic Publishing, 2025

Synopsis

Child Facial Emotion Recognition using Deep Learning is an emerging field in artificial intelligence that focuses on accurately identifying emotional expressions from children's facial features. Unlike adult emotion recognition, this task presents unique challenges due to the subtler and more dynamic nature of children’s emotional expressions, age-related facial changes, and limited availability of annotated datasets. Applications of child emotion recognition span across several domains including education (adaptive learning systems), healthcare (autism detection, mental health monitoring), and human-computer interaction (child-friendly AI companions). To enhance accuracy and generalization, many approaches also integrate techniques like data augmentation, facial landmark detection, and multimodal inputs (e.g., combining facial images with speech or physiological data).Despite advancements, the field still faces challenges such as dataset scarcity, ethical concerns, and the need for culturally and age-diverse training data. Future research aims to develop more robust, explainable, and privacy-preserving models tailored for real-world deployment in child-centered environments.

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Publisher
LAP LAMBERT Academic Publishing
Publication date
2025
Language
English
ISBN 10 
6208443962
ISBN 13 
9786208443962
Binding
Paperback
Number of pages
84