Image Biometric Verification in Spatial Frequency Domain
Date and time:
Venue: 12.05.02 (Building 12, Level 5, Room 2)
Chair: Dr.
Lawrence Cavedon
Abstract:
Verifying a user’s identity is critical in many applications such as access
control to physical and virtual spaces. Most current authentication systems are
password-based or based on the use of swipe cards or RF ID tags. These authentication approaches based on
“what you know” and “what you have” are susceptible to problems such as
forgetting the password and cards being lost or stolen. One way to overcome
these problems is to employ biometrics (e.g., fingerprints, face images,
signatures, etc.) for authentication since they rely on “what you are”.
Biometrics are physiological or behavioral
characteristics that are unique to an individual. Some biometric modalities
produce images and biometric verification involves matching these images. Most
image biometric matching methods work in image domain, but there are advantages
to working in the spatial frequency domain. This talk will provide an overview
of spatial frequency domain image processing methods (simply called advanced
correlation filters) to authenticate a person’s identity based on their
biometrics. In particular, the application of correlation filters to verify the
identity based on face images and iris images will be discussed. Correlation
filters offer several advantages such as shift-invariance, closed-form designs
and graceful degradation. Although the focus of this talk is on verification,
we will also show results of applying these methods to the task of face
identification. We will also discuss the performance of correlation filters in
independent evaluations such as the face recognition grand challenge (FRGC) and
the iris challenge evaluation (ICE).
About the speaker:
Vijayakumar Bhagavatula
received his Ph.D. in Electrical Engineering from Carnegie Mellon University
(CMU),
Seminar Organisation
Seminars are free and open to the general public. No booking is necessary. If you are interested in giving a presentation in this seminar series, or to make suggestions for speakers, please contact Xiaodong Li, the seminar co-ordinator.