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Face recognition with Eigenfaces : a detailed study.Vawda, Nadeem. January 2012 (has links)
With human society becoming increasingly computerised, the use of biometrics to automatically
establish the identity of an individual is of great interest in a wide variety of
applications. Facial appearance is an appealing biometric, on account of its relatively
non-intrusive nature. As such, automated face recognition systems have been the subject
of much research in recent years.
This dissertation describes the development of a fully automatic face recognition
system, and provides an analysis of its performance under various di erent operating
conditions, in comparison with results published in prior literature. In addition to giving
a detailed description of the mathematical underpinnings of the techniques used by the
system, we discuss the practical considerations involved in implementing the described
techniques.
The system presented here uses the eigenface approach to representing facial features.
A number of di erent recognition techniques have been implemented and evaluated.
These include a number of variants of the original eigenface technique proposed by
Turk and Pentland, as well as a related technique based on the probabilistic approach of
Moghaddam et al.
Due to the wide range of datasets used to evaluate face recognition systems in
the literature, it is di cult to reliably compare the performance of di erent systems. The
system described here has been tested with datasets encompassing a wide range of di erent
conditions, allowing us to draw conclusions about how the characteristics of the test data
a ect the results that are obtained.
The performance of this system is comparable to other eigenface-based systems
documented in the literature, achieving success rates in the region of 85% for large datasets
under controlled conditions. However, performance was observed to degrade signi cantly
when testing with more free-form images; in particular, the e ects of ageing on facial
appearance were noted to cause problems for the system. This suggests that the matter
of ageing is still a fruitful direction for further research. / Thesis (M.Sc.)-University of KwaZulu-Natal, Westville, 2012.
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Automated face detection and recognition for a login system /Louw, Lloyd A. B. January 2007 (has links)
Thesis (MScIng)--University of Stellenbosch, 2007. / Bibliography. Also available via the Internet.
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Reliability of iris recognition as a means of identity verification and future impact on transportation worker identification credentialMcLaren, Simon R. January 1900 (has links) (PDF)
Thesis (M.S. in Computer Science)--Naval Postgraduate School, 2008. / Title from PDF title screen. "March 2008." "ADA 479955." Includes bibliographical references (p. 109-113). Also available online.
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Adaptive frame selection for enhanced face recognition in low-resolution videosJillela, Raghavender Reddy. January 1900 (has links)
Thesis (M.S.)--West Virginia University, 2008. / Title from document title page. Document formatted into pages; contains viii, 67 p. : ill. (some col.). Includes abstract. Includes bibliographical references (p. 62-67).
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Improved speaker verification with discrimination power weighting /Chan, Siu Man. January 2004 (has links)
Thesis (M. Phil.)--Hong Kong University of Science and Technology, 2004. / Includes bibliographical references (leaves 86-93). Also available in electronic version. Access restricted to campus users.
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Adding liveness detection to the hand geometry scannerCrihalmeanu, Musat C. January 2003 (has links)
Thesis (M.S.)--West Virginia University, 2003 / Title from document title page. Document formatted into pages; contains viii, 96 p. : ill. (some col.) Includes abstract. Includes bibliographical references (p. 72-74).
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Feature level fusion in multimodal biometricsGovindarajan, Rohin K. January 1900 (has links)
Thesis (M.S.)--West Virginia University, 2004. / Title from document title page. Document formatted into pages; contains xiii, 107 p. : ill. (some col.). Includes abstract. Includes bibliographical references (p. 101-107).
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Classifying speakers using voice biometrics In a multimodal worldRouse, Kenneth Arthur. Gilbert, Juan E., January 2009 (has links)
Thesis (Ph. D.)--Auburn University. / Abstract. Vita. Includes bibliographical references (p. 71-75).
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Estimation of image quality factors for face recognitionAkinbola, Akintunde A. January 2005 (has links)
Thesis (M.S.)--West Virginia University, 2005. / Title from document title page. Document formatted into pages; contains vi, 56 p. : ill. (some col.). Includes abstract. Includes bibliographical references (p. 52-56).
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Image quality assessment for iris biometricKalka, Nathan D. January 1900 (has links)
Thesis (M.S.)--West Virginia University, 2005. / Title from document title page. Document formatted into pages; contains ix, 50 p. : ill. (some col.). Includes abstract. Includes bibliographical references (p. 48-50).
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