A Method Based on Active Appearance Model and Gradient Orientation Pyramid of Face Verification as People Age
Joint Authors
Zhai, Chuan-Min
Du, Ji-Xiang
Wu, Xing
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-07-17
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Face verification in the presence of age progression is an important problem that has not been widely addressed.
In this paper, we propose to use the active appearance model (AAM) and gradient orientation pyramid (GOP) feature representation for this problem.
First, we use the AAM on the dataset and generate the AAM images; we then get the representation of gradient orientation on a hierarchical model, which is the appearance of GOP.
When combined with a support vector machine (SVM), experimental results show that our approach has excellent performance on two public domain face aging datasets: FGNET and MORPH.
Second, we compare the performance of the proposed methods with a number of related face verification methods; the results show that the new approach is more robust and performs better.
American Psychological Association (APA)
Du, Ji-Xiang& Wu, Xing& Zhai, Chuan-Min. 2014. A Method Based on Active Appearance Model and Gradient Orientation Pyramid of Face Verification as People Age. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-497303
Modern Language Association (MLA)
Du, Ji-Xiang…[et al.]. A Method Based on Active Appearance Model and Gradient Orientation Pyramid of Face Verification as People Age. Mathematical Problems in Engineering No. 2014 (2014), pp.1-11.
https://search.emarefa.net/detail/BIM-497303
American Medical Association (AMA)
Du, Ji-Xiang& Wu, Xing& Zhai, Chuan-Min. A Method Based on Active Appearance Model and Gradient Orientation Pyramid of Face Verification as People Age. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-497303
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-497303