AGE ESTIMATION USING SPECIFIC DOMAIN TRANSFER LEARNING

Arwa Al-Shannaq; ,; Lamiaa Elrefaei; ,

Article Details

AGE ESTIMATION USING SPECIFIC DOMAIN TRANSFER LEARNING

Authors:

Arwa Al-Shannaq | , | Lamiaa Elrefaei | ,

Publisher:

Princess Sumaya University for Technology

Journal:

Jordanian Journal of Computers and Information Technology Vol.6 Issue 2, pp.0-0

Document Type:

Article

Publication Date:

1/2020

Document Language:

English

Document ID (Org No.):

2001936907

pISSN:

2413-9351

Keywords:

Abstract:

 Nowadays, the engagement of deep neural networks in computer vision increases the ability to achieve higher accuracy in many learning tasks, such as face recognition and detection. However, the automatic estimation of human age is still considered as the most challenging facial task that demands extra efforts to obtain an accepted accuracy for real application. In this paper, we attempt to obtain a satisfied model that overcomes the overfitting problem, by fine-tuning CNN model which was pre-trained on face recognition task to estimate the real age. To make the model more robust, we evaluated the model for real age estimation on two types of datasets: on the constrained FG_NET dataset, we achieved 3.446 of MAE, while on the unconstrained UTKFace dataset, we achieved 4.867 of MAE. The experimental results of our approach outperform other state-of-the-art age estimation models on the benchmark datasets. We also fine-tuned the model for age group classification task on Adience dataset and our model achieved an accuracy of 61.4%.

Article Details

AGE ESTIMATION USING SPECIFIC DOMAIN TRANSFER LEARNING

Authors:

Arwa Al-Shannaq | , | Lamiaa Elrefaei | ,

Publisher:

Princess Sumaya University for Technology

Journal:

Jordanian Journal of Computers and Information Technology Vol.6 Issue 2, pp.0-0

Document Type:

Article

Publication Date:

1/2020

Document Language:

English

Document ID (Org No.):

2001936907

pISSN:

2413-9351

Age estimation

Transfer learning

Classification

Regression

VGGFace

Convolutional neural network.

Issues

Article Details

AGE ESTIMATION USING SPECIFIC DOMAIN TRANSFER LEARNING

Authors: Arwa Al-Shannaq | , | Lamiaa Elrefaei | ,

Publisher: Princess Sumaya University for Technology

Journal: Jordanian Journal of Computers and Information Technology Vol.6 Issue 2, pp.0-0

Document Type: Article

Publication Date: 1/2020

Document Language: English

Document ID (Org No.): 2001936907

pISSN: 2413-9351

Age estimation

Transfer learning

Classification

Regression

VGGFace

Convolutional neural network.

Issues

Authors:

Arwa Al-Shannaq | , | Lamiaa Elrefaei | ,

Publisher:

Princess Sumaya University for Technology

Journal:

Jordanian Journal of Computers and Information Technology Vol.6 Issue 2, pp.0-0

Document Type:

Article

Publication Date:

1/2020

Document Language:

English

Document ID (Org No.):

2001936907

pISSN:

2413-9351