NIPS96 workshop on natural images
Bruno A. Olshausen
bruno at redwood.ucdavis.edu
Fri Nov 1 22:52:40 EST 1996
NIPS96 workshop announcement:
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The structure of natural images and efficient image coding
Organized by Dan Ruderman and Bruno Olshausen
This one-day workshop will cover recent work on natural image
statistics and their relation to visual system design. The discovery
of scaling in natural images (Burton and Moorhead 1987, Field 1987,
Tolhurst et al 1992, Ruderman and Bialek 1994, Dong and Atick 1995,
van der Schaaf and van Hateren 1996) has led to much interest in their
statistical structure as well as the constraints these statistics
place on efficient coding in the visual system. The work of Atick and
Redlich (1990) in particular has demonstrated how the statistics of
images may be combined with the efficiency principles of Attneave and
Barlow to make quantitative predictions about the properties of
ganglion cell receptive fields. Many researchers since have followed
suit with other optimization strategies, such as sparse coding
(Olshausen and Field 1996, Fyfe and Baddeley 1995) and information
maximization (Bell and Sejnowski 1996), in an attempt to relate the
response properties of cortical cells to the statistics of natural
images in terms of efficient coding. This forum will offer the first
open informal discussion of this rapidly-evolving approach toward
understanding the visual system.
Participants:
Roland Baddeley, Oxford University
Tony Bell, Salk Institute
Dawei Dong, Caltech
David Field, Cornell University
Jack Gallant, U.C. Berkeley
Hans van Hateren, University of Groningen
David Mumford, Harvard University
Penio Penev, Rockefeller University
Pam Reinagel, Caltech
Harel Shouval, Brown University
Michael Webster, University of Nevada, Reno
Tony Zador, Salk Institute
See the web site, http://redwood.ucdavis.edu/NIPS96/abstracts.html, for
abstracts and further information.
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