Comparing Aesthetic Measures for Evolutionary Art - Versionsgeschichte

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== Reference ==
[[Eelco den Heijer | Heijer, Eelco den]]; [[A. E. Eiben | Eiben, A. E.]]: Comparing Aesthetic Measures for Evolutionary Art. In: [[Literatur_zur_Evolution%C3%A4ren_Kunst#EvoMUSART_2010_2 | EvoMUSART 2010]], S. 311-320.

== DOI ==
http://link.springer.com/10.1007/978-3-642-12242-2_32

== Abstract ==
In this paper we investigate and compare four aesthetic measures within the context of evolutionary art. We evolve visual art with an unsupervised evolutionary art system using genetic programming and an aesthetic measure as the fitness function. We perform multiple experiments with different aesthetic measures and examine their influence on the evolved images. To this end we store the 5 fittest individuals of each run and hand-pick the best 9 images after finishing the whole series. This way we create a portfolio of evolved art for each aesthetic measure for visual inspection. Additionally, we perform a cross-evaluation by calculating the aesthetic value of images evolved by measure i according to measure j. This way we investigate the flexiblity of each aesthetic measure (i.e., whether the aesthetic measure appreciates different types of images). The results show that aesthetic measures have a rather clear ”style” and that these styles can be very different. Furthermore we find that some aesthetic measures show very little flexibility and appreciate only a limited set of images.

== Extended Abstract ==

== Bibtex ==

== Used References ==
Bentley, P.J., Corne, D.W. (eds.): Creative Evolutionary Systems. Morgan Kaufmann, San Mateo (2001)

Birkhoff, G.D.: Aesthetic Measure. Harvard University Press, Cambridge (1933)

Deb, K.: Multi-objective Optimization using Evolutionary Algorithms. Wiley, Chichester (2001)

Greenfield, G.: On the origins of the term “computational aesthetics”. In: Neumann, et al. (eds.) [10], pp. 9–12

Hoenig, F.: Defining computational aesthetics. In: Neumann, et al. (eds.) [10], pp. 13–18

Klinger, A., Salingaros, N.A.: A pattern measure. Environment and Planning B: Planning and Design 27, 537–547 (2000)

Koza, J.R.: Genetic Programming: On the Programming of Computers by Means of Natural Selection. MIT Press, Cambridge (1992)

Machado, P., Cardoso, A.: Computing aesthetics. In: de Oliveira, F.M. (ed.) SBIA 1998. LNCS (LNAI), vol. 1515, pp. 219–228. Springer, Heidelberg (1998)

Machado, P., Cardoso, A.: All the truth about nevar. Applied Intelligence 16(2), 101–118 (2002)

Neumann, L., Sbert, M., Gooch, B., Purgathofer, W. (eds.): Computational Aesthetics 2005: Eurographics Workshop on Computational Aesthetics in Graphics, Visualization and Imaging 2005, Girona, Spain, May 18-20. Eurographics Association (2005)

Rigau, J., Feixas, M., Sbert, M.: Informational aesthetics measures. IEEE Computer Graphics and Applications 28(2), 24–34 (2008)

Romero, J., Machado, P. (eds.): The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music. Natural Computing Series. Springer, Heidelberg (2007)

Rooke, S.: Eons of genetically evolved algorithmic images. In: Bentley and Corne [1], pp. 339–365

Ross, B., Ralph, W., Zong, H.: Evolutionary image synthesis using a model of aesthetics. In: IEEE Congress on Evolutionary Computation, CEC 2006, pp. 1087–1094 (2006)

Sims, K.: Artificial evolution for computer graphics. In: SIGGRAPH 1991: Proceedings of the 18th annual conference on Computer graphics and interactive techniques, vol. 25, pp. 319–328. ACM Press, New York (1991)

Spehar, B., Clifford, C.W.G., Newell, B.R., Taylor, R.P.: Universal aesthetic of fractals. Computers & Graphics 27(5), 813–820 (2003)

== Links ==
=== Full Text ===
[http://www.few.vu.nl/~eelco/publications/E-den-Heijer-and-AE-Eiben-Comparing-aesthetic-Measures-for-Evolutionary-Art-2010.pdf extern file]

[[intern file]]

=== Sonstige Links ===

@@ Zeile 23: / Zeile 23: @@
   doi={10.1007/978-3-642-12242-2_32},
   title={Comparing Aesthetic Measures for Evolutionary Art},
-  url={http://dx.doi.org/10.1007/978-3-642-12242-2_32 },
+  url={http://dx.doi.org/10.1007/978-3-642-12242-2_32 http://de.evo-art.org/index.php?title=Comparing_Aesthetic_Measures_for_Evolutionary_Art },
   publisher={Springer Berlin Heidelberg},
   author={den Heijer, E. and Eiben, A.E.},

← Nächstältere Version		Version vom 31. Oktober 2015, 21:12 Uhr
Zeile 14:		Zeile 14:

	== Bibtex ==		== Bibtex ==
		+	@incollection{
		+	year={2010},
		+	isbn={978-3-642-12241-5},
		+	booktitle={Applications of Evolutionary Computation},
		+	volume={6025},
		+	series={Lecture Notes in Computer Science},
		+	editor={Di Chio, Cecilia and Brabazon, Anthony and Di Caro, GianniA. and Ebner, Marc and Farooq, Muddassar and Fink, Andreas and Grahl, Jörn and Greenfield, Gary and Machado, Penousal and O’Neill, Michael and Tarantino, Ernesto and Urquhart, Neil},
		+	doi={10.1007/978-3-642-12242-2_32},
		+	title={Comparing Aesthetic Measures for Evolutionary Art},
		+	url={http://dx.doi.org/10.1007/978-3-642-12242-2_32 },
		+	url={http://de.evo-art.org/index.php?title=Comparing_Aesthetic_Measures_for_Evolutionary_Art },
		+	publisher={Springer Berlin Heidelberg},
		+	author={den Heijer, E. and Eiben, A.E.},
		+	pages={311-320},
		+	language={English}
		+	}

	== Used References ==		== Used References ==

@@ Zeile 50: / Zeile 50: @@
 == Links ==
 === Full Text ===
-[http://www.few.vu.nl/~eelco/publications/E-den-Heijer-and-AE-Eiben-Comparing-aesthetic-Measures-for-Evolutionary-Art-2010.pdf extern file]
+http://www.few.vu.nl/~eelco/publications/E-den-Heijer-and-AE-Eiben-Comparing-aesthetic-Measures-for-Evolutionary-Art-2010.pdf
 [[intern file]]
 === Sonstige Links ===