Generative Art via Grammatical Evolution
Created by W.Langdon from
gp-bibliography.bib Revision:1.7047
- @InProceedings{Fredericks:2023:GI,
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author = "Erik M. Fredericks and Abigail C. Diller and
Jared M. Moore",
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title = "Generative Art via Grammatical Evolution",
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booktitle = "12th International Workshop on Genetic Improvement
@ICSE 2023",
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year = "2023",
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editor = "Vesna Nowack and Markus Wagner and Gabin An and
Aymeric Blot and Justyna Petke",
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address = "Melbourne, Australia",
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month = "20 " # may,
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publisher = "IEEE",
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note = "Accepted",
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keywords = "genetic algorithms, genetic programming, Genetic
Improvement, grammatical evolution, generative art,
evolutionary algorithms, Lexicase Selection,
GenerativeGI, Flow field grammar production, Novelty
score",
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size = "8 pages",
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abstract = "Generative art produces artistic output via
algorithmic design. Common examples include flow
fields, particle motion, and mathematical formula
visualization. Typically an art piece is generated with
the artist/programmer acting as a domain expert to
create the final output. A large amount of effort is
often spent manipulating and/or refining parameters or
algorithms and observing the resulting changes in
produced images. Small changes to parameters of the
various techniques can substantially alter the final
product. We present GenerativeGI, a proof of concept
evolutionary framework for creating generative art
based on an input suite of artistic techniques and
desired aesthetic preferences for outputs. GenerativeGI
encodes artistic techniques in a grammar, thereby
enabling multiple techniques to be combined and
optimized via a many-objective evolutionary algorithm.
Specific combinations of evolutionary objectives can
help refine outputs reflecting the aesthetic
preferences of the designer. Experimental results
indicate that GenerativeGI can successfully produce
more visually complex outputs than those found by
random search.",
-
notes = "Python’s Pillow library python-pillow.org
GI @ ICSE 2023",
- }
Genetic Programming entries for
Erik M Fredericks
Abigail C Diller
Jared M Moore
Citations