4 March 2015 An integrated modeling approach to age invariant face recognition
Author Affiliations +
Proceedings Volume 9443, Sixth International Conference on Graphic and Image Processing (ICGIP 2014); 94430A (2015) https://doi.org/10.1117/12.2179506
Event: Sixth International Conference on Graphic and Image Processing (ICGIP 2014), 2014, Beijing, China
Abstract
This Research study proposes a novel method for face recognition based on Anthropometric features that make use of an integrated approach comprising of a global and personalized models. The system is aimed to at situations where lighting, illumination, and pose variations cause problems in face recognition. A Personalized model covers the individual aging patterns while a Global model captures general aging patterns in the database. We introduced a de-aging factor that de-ages each individual in the database test and training sets. We used the k nearest neighbor approach for building a personalized model and global model. Regression analysis was applied to build the models. During the test phase, we resort to voting on different features. We used FG-Net database for checking the results of our technique and achieved 65 percent Rank 1 identification rate.
© (2015) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Fahad Bashir Alvi, Fahad Bashir Alvi, Russel Pears, Russel Pears, "An integrated modeling approach to age invariant face recognition", Proc. SPIE 9443, Sixth International Conference on Graphic and Image Processing (ICGIP 2014), 94430A (4 March 2015); doi: 10.1117/12.2179506; https://doi.org/10.1117/12.2179506
PROCEEDINGS
7 PAGES


SHARE
RELATED CONTENT

A review on face recognition techniques
Proceedings of SPIE (January 27 2013)
Hierarchical approach to feature indexing
Proceedings of SPIE (March 31 1992)
Novel SOM-PCA network for face identification
Proceedings of SPIE (November 13 2001)
Uniform design based SVM model selection for face recognition
Proceedings of SPIE (February 26 2010)

Back to Top