DocumentCode :
2166336
Title :
Genetic programming as an integration platform for visual routines
Author :
Ziemeck, Patrick ; Ritter, Helge
Author_Institution :
Dept. of Comput. Sci., Bielefeld Univ., Germany
Volume :
3
fYear :
1998
fDate :
11-14 Oct 1998
Firstpage :
2360
Abstract :
Genetic programming (GP) is emerging as a promising technique for an impressive variety of computational tasks. An important prerequisite for exploring new applications of GP is a versatile and distributed simulation environment for evolving genetic programs with flexibly specifiable processing primitives and types. We consider the field of computer vision as a particularly interesting and challenging domain and analyze some requirements for the application of GP to the example-based synthesis of computer vision algorithms. We then present an outline of the GENCODER2 (GENetic COde DEvelopeR) distributed simulation environment, which was designed with particular attention to these demands. As an application example, we report results for the genetic construction of algorithms for the detection and classification of cell bodies in microscopic images. The generated segmentation operators allow accurate viability determination for suspension cultures, which plays a fundamental role in cell culture technology
Keywords :
biology computing; cellular biophysics; computer vision; digital simulation; distributed algorithms; genetic algorithms; GENCODER2; cell bodies; cell culture; distributed simulation environment; example-based synthesis; flexibly specifiable processing primitives; genetic programming; integration platform; microscopic images; segmentation operators; suspension cultures; visual routines; Application software; Biological information theory; Computational modeling; Computer science; Computer vision; Genetic programming; Image processing; Machine vision; Testing; Visual system;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
Conference_Location :
San Diego, CA
ISSN :
1062-922X
Print_ISBN :
0-7803-4778-1
Type :
conf
DOI :
10.1109/ICSMC.1998.725009
Filename :
725009
Link To Document :
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