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Title |
Exploiting Kronecker Product Structure in Image Restoration
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| Speaker |
James G. Nagy
Mathematics and Computer Science Department
Emory University
Atlanta, GA
nagy@mathcs.emory.edu |
| Date |
Wednesday, February 4, 2004 |
| Time |
10-11am (PT)
11-12am (MT)
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| Location |
Bldg. 921, Room 137 (Sandia - CA)
TBA (Sandia - NM)
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Abstract |
Image restoration is the process of minimizing or removing
degradations from an observed image, which may be distorted by such
things as blurring and noise. Such problems arise in applications
ranging from microscopy to astronomy. Computational methods for
restoring the image require solving large, very ill-conditioned linear
systems. The structure of the "blurring" matrix determines whether it
is feasible to use matrix factorizations, or whether iterative methods
are more appropriate for solving the linear systems. In this talk we
describe some aspects of image restoration algorithms, and show that
the blurring matrix can often be represented in terms of Kronecker
products. We also show how to exploit the Kronecker product structure
to improve computational efficiency. Examples from various
applications will be presented.
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About the Speaker |
James G. Nagy is Associate Professor and Director of Graduate
Studies in the Department of Mathematics and Computer Science at
Emory University in Atlanta, Georgia. His research
interests are numerical linear algebra, scientific computation,
and numerical solutions to discrete ill-posed problems in signal and
image processing. Last fall,
Dr. Nagy was featured on National Public Radio.
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| Host: |
Tammy Kolda, tgkolda@sandia.gov
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This seminar series is hosted by the Computational Sciences and
Mathematics Research Department at Sandia National Labs in
Livermore, CA.
This seminar is funded by the Computer Science Research
Institute (CSRI).
To schedule a time to meet with the speaker before or after the talk,
please make arrangements with the host listed above.
Visitors from outside Sandia require at least 3 days notice in order
to attend. For more information, see http://csmr.ca.sandia.gov/csri/visitor.html.
The exception is any U.S. Citizens with a valid DOE badge. In this
case, call for "key service" using the phone at the turnstile in front
of Building 921. Alternatively, have the badge activated for site
access by going to the badge office in buidling 911 (this access is
valid for a period of one year). Click here
for a site map.
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