Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

FUSION NETWORK FOR FACE-BASED AGE ESTIMATION

Abstract: 

Convolutional Neural Networks (CNN) have been applied to age-related research as the core framework. Although faces are composed of numerous facial attributes, most works with CNNs still consider a face as a typical object and do not pay enough attention to facial regions that carry age-specific feature for this particular task. In this paper, we propose a novel CNN architecture called Fusion Network (FusionNet) to tackle the age estimation problem. Apart from the whole face image, the FusionNet successively takes several age-specific facial patches as part of the input to emphasize the age-specific features. Through experiments, we show that the FusionNet significantly outperforms other state-of-the-art models on the MORPH II benchmark.

up
0 users have voted:

Paper Details

Authors:
Haoyi Wang, Xingjie Wei, Victor Sanchez, and Chang-Tsun Li
Submitted On:
4 October 2018 - 1:40pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Haoyi Wang
Paper Code:
1359
Document Year:
2018
Cite

Document Files

FUSION NETWORK FOR FACE-BASED AGE ESTIMATION

(26 downloads)

Keywords

Subscribe

[1] Haoyi Wang, Xingjie Wei, Victor Sanchez, and Chang-Tsun Li, "FUSION NETWORK FOR FACE-BASED AGE ESTIMATION", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3458. Accessed: Dec. 12, 2018.
@article{3458-18,
url = {http://sigport.org/3458},
author = {Haoyi Wang; Xingjie Wei; Victor Sanchez; and Chang-Tsun Li },
publisher = {IEEE SigPort},
title = {FUSION NETWORK FOR FACE-BASED AGE ESTIMATION},
year = {2018} }
TY - EJOUR
T1 - FUSION NETWORK FOR FACE-BASED AGE ESTIMATION
AU - Haoyi Wang; Xingjie Wei; Victor Sanchez; and Chang-Tsun Li
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3458
ER -
Haoyi Wang, Xingjie Wei, Victor Sanchez, and Chang-Tsun Li. (2018). FUSION NETWORK FOR FACE-BASED AGE ESTIMATION. IEEE SigPort. http://sigport.org/3458
Haoyi Wang, Xingjie Wei, Victor Sanchez, and Chang-Tsun Li, 2018. FUSION NETWORK FOR FACE-BASED AGE ESTIMATION. Available at: http://sigport.org/3458.
Haoyi Wang, Xingjie Wei, Victor Sanchez, and Chang-Tsun Li. (2018). "FUSION NETWORK FOR FACE-BASED AGE ESTIMATION." Web.
1. Haoyi Wang, Xingjie Wei, Victor Sanchez, and Chang-Tsun Li. FUSION NETWORK FOR FACE-BASED AGE ESTIMATION [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3458