Twins 3D face recognition challenge

Vijayan, V., Bowyer, K. W., Flynn, P. J., Huang , D. S., Chen , L., Hansen, M. F., Ocegueda, O., Shah , S. K. and Kakadiaris , I. (2011) Twins 3D face recognition challenge. In: International Joint Conference on Biometrics, Washington DC, USA, 11th - 13th October 2011. IEEE International Joint Conference on Biometrics: IEEE, pp. 1-7

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Abstract

Existing 3D face recognition algorithms have achieved high enough performances against public datasets like FRGC v2, that it is difficult to achieve further significant increases in recognition performance. However, the 3D TEC dataset is a more challenging dataset which consists of 3D scans of 107 pairs of twins that were acquired in a single session, with each subject having a scan of a neutral expression and a smiling expression. The combination of factors related to the facial similarity of identical twins and the variation in facial expression makes this a challenging dataset. We conduct experiments using state of the art face recognition algorithms and present the results. Our results indicate that 3D face recognition of identical twins in the presence of varying facial expressions is far from a solved problem, but that good performance is possible.

Item Type:Conference or Workshop Item (Paper)
Additional Information:© 2011 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Uncontrolled Keywords:3D TEC dataset , FRGC v2 , neutral expression , public datasets , smiling expression , twins 3D face recognition challenge
ID Code:17660
Deposited By: Dr M. Hansen
Deposited On:08 Nov 2012 14:59
Last Modified:12 Aug 2013 08:08

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