Gbachelier: Die Seite wurde neu angelegt: „== Reference == Brian J. Ross, F. Fueten, and D.Y. Yashkir: Edge Detection of Petrographic Images Using Genetic Programming. GECCO 2000, ed. D. Whitley…“

2015-01-14T10:57:33Z

Die Seite wurde neu angelegt: „== Reference == Brian J. Ross, F. Fueten, and D.Y. Yashkir: Edge Detection of Petrographic Images Using Genetic Programming. GECCO 2000, ed. D. Whitley…“

Neue Seite

== Reference ==
[[Brian J. Ross]], F. Fueten, and D.Y. Yashkir: [[Edge Detection of Petrographic Images Using Genetic Programming]]. GECCO 2000, ed. D. Whitley et al., Morgan Kaufmann, 2000, pp. 658-665

== DOI ==

== Abstract ==
This paper discusses work in progress that
uses genetic programming to evolve edge de-
tectors for petrographic images. Microscopic
images of thin sections from mineral samples
are obtained using a rotating polarizer mi-
croscope. These images are then processed
using a number of lters, resulting in a set
of nine ltered image parameters. In order
to be useful for higher{level analysis, such
as automatic mineral identi cation, the grain
boundaries within these images must be iden-
ti ed. Using genetic programming, edge de-
tecting functions are evolved for this purpose.
The edge detectors may use as any of the l-
tered image parameters as input. Since the
source images are large, a subset of the im-
ages is sampled for training, and the remain-
der of the image is used for testing. This
training data is selected with a biased ran-
dom sampling strategy. The complexity of
the images dictates that a generic edge de-
tector for all mineral specimens is infeasible.
Rather, the most useful edge detectors will
be those that are specialized for particular
families of mineral specimens.

== Extended Abstract ==

== Bibtex ==

== Used References ==
Canny, J. (1986). A computational approach to edge
detection. IEEE Transactions on Pattern Analy-
sis and Machine Learning 8(6), 679{698.

Daida, J.M., T. F. Nersano-Begey, S.J. Ross and
J.F. Vesecky (1996). Computer-Assisted Design
of Image Classi cation Algorithms: Dynamic and
Static Fitness Evaluations in a Sca olded Ge-
netic Programming Environment. In: Proc. Ge-
netic Programming 1996 (J.R. Koza et al., Ed.).
MIT Press. pp. 279{284.

Fueten, F. (1997). A computer controlled rotating
polarizer stage for the petrographic microscope.
Computers and Geosciences 23, 203{208.

Fueten, F. and S. Thompson (2000). Petrographic im-
age edge detection using arti cial neural nets. In
preparation.

Gonzalez, R.C. and R.E. Woods (1992). Digital Image
Processing. Addison-Wesley.

Goodchild, J.S. and F. Fueten (1998). Edge detection
in petrographic images using the rotating polar-
izer stage. Computers and Geosciences 24, 745{
751.

Harris, C. and B. Buxton (1996). Evolving Edge De-
tectors with Genetic Programming. In: Proc. Ge-
netic Programming 1996 (J.R. Koza et al., Ed.).
MIT Press. pp. 309{314.

Koza, J.R. (1992). Genetic Programming. MIT Press.
Lucier, B.J., S. Mamillapalli and J. Palsberg (1998).
Program Optimization for Faster Genetic Pro-
gramming. In: Proc. Genetic Programming 1998
(J.R. Koza et al, Ed.). Morgan Kaufmann.
pp. 202{207.

Montana, D.J. (1995). Strongly Typed Genetic Pro-
gramming. Evolutionary Computation 3(2), 199{
230.

Poli, R. (1996). Genetic Programming for Image
Analysis. In: Proc. Genetic Programming 1996
(J.R. Koza et al., Ed.). MIT Press. pp. 363{368.

Ross, B.J. (2000). The E ects of Randomly Sampled
Training Data on Program Evolution. In: Proc.
GECCO 2000 (D. Whitley et al., Ed.). Morgan
Kaufmann.

Ross, B.J., F. Fueten and D.Y. Yashkir (1999). Auto-
matic Mineral Identi cation Using Genetic Pro-
gramming. Technical Report CS-99-04. Brock
University, Dept. of Computer Science.

Thompson, S., F. Fueten and D. Bockus (1999). Min-
eral identi cation using arti cial neural networks
and the rotating polarizer stage. In: Proceedings
Geovision 99: International Symposium on Imag-
ing Applications in Geology. pp. 225{228.

Winkeler, J.F. and B.S. Manjunath (1997). Genetic
Programming for Object Detection. In: Proc.
Genetic Programming 1997 (J.R. Koza et al,
Ed.). Morgan Kaufmann. Stanford University,
CA, USA. pp. 330{335.

Zongker, D. and B. Punch (1995). lil-gp 1.0 User's
Manual. Dept. of Computer Science, Michigan
State University.

== Links ==
=== Full Text ===
http://www.cosc.brocku.ca/~bross/research/rw047.ps

[[intern file]]

=== Sonstige Links ===

Edge Detection of Petrographic Images Using Genetic Programming - Versionsgeschichte

Gbachelier: Die Seite wurde neu angelegt: „== Reference == Brian J. Ross, F. Fueten, and D.Y. Yashkir: Edge Detection of Petrographic Images Using Genetic Programming. GECCO 2000, ed. D. Whitley…“