Cross-dataset emotion recognition from facial expressions through convolutional neural networks

W Dias, F Andalo, R Padilha, G Bertocco… - Journal of Visual …, 2022‏ - Elsevier
The face is the window to the soul. This is what the 19th-century French doctor Duchenne de
Boulogne thought. Using electric shocks to stimulate muscular contractions and induce …

[HTML][HTML] Improved digital therapy for developmental pediatrics using domain-specific artificial intelligence: machine learning study

P Washington, H Kalantarian, J Kent… - JMIR pediatrics and …, 2022‏ - pediatrics.jmir.org
Background: Automated emotion classification could aid those who struggle to recognize
emotions, including children with developmental behavioral conditions such as autism …

Deep adaptation of adult-child facial expressions by fusing landmark features

MA Witherow, MD Samad, N Diawara… - IEEE Transactions …, 2023‏ - ieeexplore.ieee.org
Imaging of facial affects may be used to measure psychophysiological attributes of children
through their adulthood for applications in education, healthcare, and entertainment, among …

Statistical, spectral and graph representations for video-based facial expression recognition in children

NI Abbasi, S Song, H Gunes - ICASSP 2022-2022 IEEE …, 2022‏ - ieeexplore.ieee.org
Child facial expression recognition is a relatively less investigated area within affective
computing. Children's facial expressions differ significantly from adults; thus, it is necessary …

Recognition of children's facial expressions using deep learned features

U Laraib, A Shaukat, RA Khan, Z Mustansar, MU Akram… - Electronics, 2023‏ - mdpi.com
The emotional well-being of a child is crucial for their successful integration into society as a
productive individual. While technology has made significant strides in enabling machines to …

Contrastive learning based facial action unit detection in children with hearing impairment for a socially assistive robot platform

C Gurpinar, S Takir, E Bicer, P Uluer, N Arica… - Image and Vision …, 2022‏ - Elsevier
This paper presents a contrastive learning-based facial action unit detection system for
children with hearing impairments to be used on a socially assistive humanoid robot …

Deep-learning based classification of engagement for child-robot interaction

G Simões, A Lopes, C Carona… - … Robot Systems and …, 2023‏ - ieeexplore.ieee.org
This work aims to describe the research and development of an engagement classification
system based on emotion recognition through the use of facial expressions, to be used in …

Effectiveness of using artificial intelligence for early child development screening

ML Gau, HY Ting, TH Toh, PY Wong… - Green Intelligent …, 2023‏ - tecnoscientifica.com
This study presents a novel approach to recognizing emotions in infants using machine
learning models. To address the lack of infant-specific datasets, a custom dataset of infants' …

Proposal of New Dataset for Child Face Expression Recognition and Comparison of Deep Learning Models on The Proposed Dataset

İ Sayın, B Aksoy - Türk Doğa ve Fen Dergisi, 2023‏ - dergipark.org.tr
With the develo** technology, smart systems have started to take place in our daily lives.
Accordingly, it is very important for the systems that will actively participate in social life to …

Learning latent expression labels of child facial expression images through data-limited domain adaptation and transfer learning

MA Witherow, WJ Shields, MD Samad… - Applications of …, 2020‏ - spiedigitallibrary.org
State-of-the-art deep learning models have demonstrated success in classifying facial
expressions of adults by relying on large datasets of labeled images. Unfortunately, there is …