A New Method for Age Estimation from Facial Images by Hierarchical Model

2013 ◽  
Author(s):  
Li Zhang ◽  
Xianmei Wang ◽  
Yuyu Liang ◽  
Lun Xie
Keyword(s):  
Hierarchical Model ◽  
Age Estimation ◽  
New Method ◽  
Facial Images

Towards Accuracy Enhancement of Age Group Classification Using Generative Adversarial Networks

2021 ◽  
pp. 1-17
Author(s):  
Khaled ELKarazle ◽  
Valliappan Raman ◽  
Patrick Then
Keyword(s):  
Age Estimation ◽  
Super Resolution ◽  
Generative Adversarial Networks ◽  
Generative Adversarial Network ◽  
Adversarial Network ◽  
Adversarial Networks ◽  
Original Dataset ◽  
Age Group Classification ◽  
Facial Images

Age estimation models can be employed in many applications, including soft biometrics, content access control, targeted advertising, and many more. However, as some facial images are taken in unrestrained conditions, the quality relegates, which results in the loss of several essential ageing features. This study investigates how introducing a new layer of data processing based on a super-resolution generative adversarial network (SRGAN) model can influence the accuracy of age estimation by enhancing the quality of both the training and testing samples. Additionally, we introduce a novel convolutional neural network (CNN) classifier to distinguish between several age classes. We train one of our classifiers on a reconstructed version of the original dataset and compare its performance with an identical classifier trained on the original version of the same dataset. Our findings reveal that the classifier which trains on the reconstructed dataset produces better classification accuracy, opening the door for more research into building data-centric machine learning systems.

Age estimation in facial images through transfer learning

2018 ◽  
Vol 30 (1) ◽  
pp. 177-187 ◽  
Author(s):  
F. Dornaika ◽  
I. Arganda-Carreras ◽  
C. Belver
Keyword(s):  
Transfer Learning ◽  
Age Estimation ◽  
Facial Images

Real-Time Age Estimation from Facial Images Using YOLO and EfficientNet

2021 ◽  
pp. 275-284
Author(s):  
Giovanna Castellano ◽  
Berardina De Carolis ◽  
Nicola Marvulli ◽  
Mauro Sciancalepore ◽  
Gennaro Vessio
Keyword(s):  
Real Time ◽  
Age Estimation ◽  
Facial Images

scholarly journals Comprehensive Analysis of the Literature for Age Estimation From Facial Images

IEEE Access ◽  
2019 ◽  
Vol 7 ◽  
pp. 93229-93249 ◽  
Author(s):  
Arwa S. Al-Shannaq ◽  
Lamiaa A. Elrefaei
Keyword(s):  
Age Estimation ◽  
Comprehensive Analysis ◽  
Facial Images
Sign in / Sign up

Export Citation Format

Share Document