Attended Relation Feature Representation of Facial Dynamics for Facial Authentication

You are here

Top Reasons to Join SPS Today!

1. IEEE Signal Processing Magazine
2. Signal Processing Digital Library*
3. Inside Signal Processing Newsletter
4. SPS Resource Center
5. Career advancement & recognition
6. Discounts on conferences and publications
7. Professional networking
8. Communities for students, young professionals, and women
9. Volunteer opportunities
10. Coming soon! PDH/CEU credits
Click here to learn more.

Attended Relation Feature Representation of Facial Dynamics for Facial Authentication

By: 
Seong Tae Kim; Yong Man Ro

In psychology, it is known that facial dynamics benefit the perception of identity. This paper proposes a novel deep network framework to capture identity information from facial dynamics and their relations. In the proposed method, facial dynamics occurred from a smile expression are analyzed and utilized for facial authentication. Detailed changes in the local regions of a face such as wrinkles and dimples are encoded in the facial dynamic feature representation. The latent relationships of the facial dynamic features are learned by the facial dynamic relational network. In the facial dynamic relational network, the relation features of the facial dynamic are encoded and the relational importance is encoded based on the relation features. As a result, the proposed method has more attention on the important relation features in facial authentication. Through comprehensive and comparative experiments, the effectiveness of the proposed method has been verified in facial authentication.

SPS on Twitter

  • The SPS Webinar Series continues on Monday, 22 August when Dr. Yu-Huan Wu and Dr. Shanghua Gao present “Towards Des… https://t.co/ZkHjQLLn7L
  • CALL FOR PAPERS: The IEEE/ACM Transactions on Audio, Speech, and Language Processing is now accepting submissions f… https://t.co/wkoVBKfE5j
  • DEADLINE EXTENDED: The IEEE Journal of Selected Topics in Signal Processing is now accepting submissions for a Spec… https://t.co/qoRbzFeMLL
  • Our Information Forensics and Security Webinar Series continues on Tuesday, 23 August when Dr. Anderson Rocha prese… https://t.co/q48hnIMfan
  • There is still time to submit your proposal to host the 2023 IEEE Workshop on Automatic Speech Recognition and Unde… https://t.co/y1VxOKiEwb

SPS Videos


Signal Processing in Home Assistants

 


Multimedia Forensics


Careers in Signal Processing             

 


Under the Radar