In this paper the effects of introducing novelty search in evolutionary art are explored. Our algorithm combines fitness and novelty metrics to frame image evolution as a multi-objective optimisation problem, promoting the creation of images that are both suitable and diverse. The method is illustrated by using two evolutionary art engines for the evolution of figurative objects and context free design grammars. The results demonstrate the ability of the algorithm to obtain a larger set of fit images compared to traditional fitness-based evolution, regardless of the engine used.
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Bard Coll, Div Sci Math & Comp, Annandale On Hudson, NY 12504 USA
Natl Zool Pk, Migratory Bird Ctr, Smithsonian Conservat Biol Inst, Washington, DC 20008 USABard Coll, Div Sci Math & Comp, Annandale On Hudson, NY 12504 USA
Robertson, Bruce A.
Rehage, Jennifer S.
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Florida Int Univ, Earth & Environm Dept, Southeast Environm Res Ctr, Miami, FL 33199 USABard Coll, Div Sci Math & Comp, Annandale On Hudson, NY 12504 USA
Rehage, Jennifer S.
Sih, Andrew
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Univ Calif Davis, Dept Environm Sci & Policy, Davis, CA 95616 USABard Coll, Div Sci Math & Comp, Annandale On Hudson, NY 12504 USA
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Univ Chicago, Dept Organismal Biol & Anat, Chicago, IL 60637 USA
Field Museum Nat Hist, Chicago, IL 60605 USAUniv Chicago, Dept Organismal Biol & Anat, Chicago, IL 60637 USA
Shubin, Neil
Tabin, Cliff
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Harvard Univ, Sch Med, Dept Genet, Boston, MA 02115 USAUniv Chicago, Dept Organismal Biol & Anat, Chicago, IL 60637 USA
Tabin, Cliff
Carroll, Sean
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Univ Wisconsin, Howard Hughes Med Inst, Madison, WI 53706 USAUniv Chicago, Dept Organismal Biol & Anat, Chicago, IL 60637 USA
机构:
Natl Museum Nat Hist, Dept Paleobiol, MRC 121,POB 37012, Washington, DC 20013 USA
Santa Fe Inst, 1399 Hyde Pk Rd, Santa Fe, NM 87501 USANatl Museum Nat Hist, Dept Paleobiol, MRC 121,POB 37012, Washington, DC 20013 USA
机构:
Smithsonian Inst, Natl Museum Nat Hist, Dept Paleobiol MRC 121, POB 37012, Washington, DC 20013 USA
Santa Fe Inst, 1399 Hyde Pk Rd, Santa Fe, NM 87501 USASmithsonian Inst, Natl Museum Nat Hist, Dept Paleobiol MRC 121, POB 37012, Washington, DC 20013 USA