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== Reference ==
[[Penousal Machado]], [[oão Correia]], [[Juan Romero]]: Expression-Based Evolution of Faces. In: [[Literatur_zur_Evolution%C3%A4ren_Kunst#EvoMUSART_2012_2 | EvoMUSART 2012]], S. 187-198.

== DOI ==
http://link.springer.com/10.1007/978-3-642-29142-5_17

== Abstract ==
The combination of a classifier system with an evolutionary image generation engine is explored. The framework is instantiated using an off-the-shelf face detection system and a general purpose, expression-based, genetic programming engine. By default, the classifier returns a binary output, which is inadequate to guide evolution. By retrieving information provided by intermediate results of the classification task, it became possible to develop a suitable fitness function. The experimental results show the ability of the system to evolve images that are classified as faces. A subjective analysis also reveals the unexpected nature and artistic potential of the evolved images.

== Extended Abstract ==

== Bibtex ==

== Used References ==
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Baluja, S., Pomerlau, D., Todd, J.: Towards automated artificial evolution for computer-generated images. Connection Science 6(2), 325–354 (1994)

DiPaola, S.R., Gabora, L.: Incorporating characteristics of human creativity into an evolutionary art algorithm. Genetic Programming and Evolvable Machines 10(2), 97–110 (2009)

Freund, Y., Schapire, R.E.: A Decision-Theoretic Generalization of on-Line Learning and an Application to Boosting (1995)

Frowd, C., Hancock, P.: Evolving human faces. In: Romero, J., Machado, P. (eds.) The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp. 189–210. Springer, Heidelberg (2007)

Johnston, V.S., Caldwell, C.: Tracking a criminal suspect through face space with a genetic algorithm. In: Bäck, T., Fogel, D.B., Michalewicz, Z. (eds.) Handbook of Evolutionary Computation, pp. G8.3:1–G8.3:8. Institute of Physics Publishing and Oxford University Press, Bristol (1997)

Lewis, M.: Evolutionary visual art and design. In: Romero, J., Machado, P. (eds.) The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp. 3–37. Springer, Heidelberg (2007)

Lienhart, R., Maydt, J.: An Extended Set of Haar-Like Features for Rapid Object Detection. In: IEEE ICIP 2002, pp. 900–903 (2002)

Machado, P., Cardoso, A.: All the truth about NEvAr. Applied Intelligence, Special Issue on Creative Systems 16(2), 101–119 (2002)

Machado, P., Romero, J., Manaris, B.: Experiments in computational aesthetics: An iterative approach to stylistic change in evolutionary art. In: Romero, J., Machado, P. (eds.) The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp. 381–415. Springer, Heidelberg (2007)

McCormack, J.: Facing the future: Evolutionary possibilities for human-machine creativity. In: Romero, J., Machado, P. (eds.) The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp. 417–451. Springer, Heidelberg (2007)

Nishio, K., et al.: Fuzzy fitness assignment in an interactive genetic algorithm for a cartoon face search. In: Sanchez, E., Shibata, T., Zadeh, L.A. (eds.) Genetic Algorithms and Fuzzy Logic Systems: Soft Computing Perspectives, vol. 7. World Scientific (1997)

Papageorgiou, C.P., Oren, M., Poggio, T.: A general framework for object detection. In: Sixth International Conference on Computer Vision, pp. 555–562 (January 1998)

Romero, J., Machado, P., Santos, A., Cardoso, A.: On the Development of Critics in Evolutionary Computation Artists. In: Raidl, G.R., Cagnoni, S., Cardalda, J.J.R., Corne, D.W., Gottlieb, J., Guillot, A., Hart, E., Johnson, C.G., Marchiori, E., Meyer, J.-A., Middendorf, M. (eds.) EvoWorkshops 2003. LNCS, vol. 2611, pp. 559–569. Springer, Heidelberg (2003)

Saunders, R., Gero, J.: The digital clockwork muse: A computational model of aesthetic evolution. In: Wiggins, G. (ed.) AISB 2001 Symposium on Artificial Intelligence and Creativity in Arts and Science, York, UK, pp. 12–21 (2001)

Sims, K.: Artificial evolution for computer graphics. ACM Computer Graphics 25, 319–328 (1991)

Spector, L., Alpern, A.: Criticism, culture, and the automatic generation of artworks. In: Proceedings of Twelfth National Conference on Artificial Intelligence, pp. 3–8. AAAI Press/MIT Press, Seattle, Washington, USA (1994)

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Viola, P., Jones, M.: Rapid object detection using a boosted cascade of simple features. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 1, p. 511 (2001)

World, L.: Aesthetic selection: The evolutionary art of steven Rooke. IEEE Computer Graphics and Applications 16(1) (1996)

== Links ==
=== Full Text ===
[http://fmachado.dei.uc.pt/wp-content/papercite-data/pdf/mjc12a.pdf extern file]

[[intern file]]

=== Sonstige Links ===

@@ Zeile 23: / Zeile 23: @@
   doi={10.1007/978-3-642-29142-5_17},
   title={Expression-Based Evolution of Faces},
-  url={http://dx.doi.org/10.1007/978-3-642-29142-5_17 },
+  url={http://dx.doi.org/10.1007/978-3-642-29142-5_17 http://de.evo-art.org/index.php?title=Expression-Based_Evolution_of_Faces },
   publisher={Springer Berlin Heidelberg},
   keywords={Evolutionary Art; Automatic Fitness Assignment; Face Detection},

← Nächstältere Version		Version vom 31. Oktober 2015, 15:43 Uhr
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	== Bibtex ==		== Bibtex ==
		+	@incollection{
		+	year={2012},
		+	isbn={978-3-642-29141-8},
		+	booktitle={Evolutionary and Biologically Inspired Music, Sound, Art and Design},
		+	volume={7247},
		+	series={Lecture Notes in Computer Science},
		+	editor={Machado, Penousal and Romero, Juan and Carballal, Adrian},
		+	doi={10.1007/978-3-642-29142-5_17},
		+	title={Expression-Based Evolution of Faces},
		+	url={http://dx.doi.org/10.1007/978-3-642-29142-5_17 },
		+	url={http://de.evo-art.org/index.php?title=Expression-Based_Evolution_of_Faces },
		+	publisher={Springer Berlin Heidelberg},
		+	keywords={Evolutionary Art; Automatic Fitness Assignment; Face Detection},
		+	author={Machado, Penousal and Correia, João and Romero, Juan},
		+	pages={187-198},
		+	language={English}
		+	}

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

@@ Zeile 62: / Zeile 62: @@
 == Links ==
 === Full Text ===
-[http://fmachado.dei.uc.pt/wp-content/papercite-data/pdf/mjc12a.pdf extern file]
+http://fmachado.dei.uc.pt/wp-content/papercite-data/pdf/mjc12a.pdf
 [[intern file]]
 === Sonstige Links ===

@@ Zeile 3: / Zeile 3: @@
 == Reference ==
-[[Penousal Machado]], [[oão Correia]], [[Juan Romero]]: Expression-Based Evolution of Faces. In: [[Literatur_zur_Evolution%C3%A4ren_Kunst#EvoMUSART_2012_2 | EvoMUSART 2012]], S. 187-198.
+[[Penousal Machado]], [[João Correia]], [[Juan Romero]]: Expression-Based Evolution of Faces. In: [[Literatur_zur_Evolution%C3%A4ren_Kunst#EvoMUSART_2012_2 | EvoMUSART 2012]], S. 187-198.
 == DOI ==

Expression-Based Evolution of Faces - Versionsgeschichte

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Gubachelier am 31. Oktober 2015 um 15:43 Uhr

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Gbachelier: Die Seite wurde neu angelegt: „ == Reference == Penousal Machado, oão Correia, Juan Romero: Expression-Based Evolution of Faces. In: Literatur_zur_Evolution%C3%A4ren_Kunst#E…“