An Interface for Fitness Function Design

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Referenz

Penousal Machado, Tiago Martins, Hugo Amaro, Pedro H. Abreu; An Interface for Fitness Function Design. In: EvoMUSART 2014, S. 13-25.

DOI

http://link.springer.com/10.1007/978-3-662-44335-4_2


Abstract

Fitness assignment is one of the biggest challenges in evolutionary art. Interactive evolutionary computation approaches put a significant burden on the user, leading to human fatigue. On the other hand, autonomous evolutionary art systems usually fail to give the users the opportunity to express and convey their artistic goals and preferences. Our approach empowers the users by allowing them to express their intentions through the design of fitness functions. We present a novel responsive interface for designing fitness function in the scope of evolutionary ant paintings. Once the evolutionary runs are concluded, further control is given to the users by allowing them to specify the rendering details of selected pieces. The analysis of the experimental results highlights how fitness function design influences the outcomes of the evolutionary runs, conveying the intentions of the user and enabling the evolution of a wide variety of images.


Extended Abstract

Bibtex

@incollection{
year={2014},
isbn={978-3-662-44334-7},
booktitle={Evolutionary and Biologically Inspired Music, Sound, Art and Design},
volume={8601},
series={Lecture Notes in Computer Science},
editor={Romero, Juan and McDermott, James and Correia, João},
doi={10.1007/978-3-662-44335-4_2},
title={An Interface for Fitness Function Design},
url={http://dx.doi.org/10.1007/978-3-662-44335-4_2 http://de.evo-art.org/index.php?title=An_Interface_for_Fitness_Function_Design },
publisher={Springer Berlin Heidelberg},
keywords={Ant Paintings; Fitness Function; Autonomous Evolutionary Art},
author={Machado, Penousal and Martins, Tiago and Amaro, Hugo and Abreu, PedroH.},
pages={13-25},
language={English}
}

Used References

Aupetit, S., Bordeau, V., Monmarché, N., Slimane, C., Venturini, G.: Interactive Evolution of Ant Paintings. In: IEEE Congress on Evolutionary Computation, Canberra, December 8-12, vol. 2, pp. 1376–1383 (2003)

Collomosse, J.P.: Supervised genetic search for parameter selection in painterly rendering. In: Rothlauf, F., et al. (eds.) EvoWorkshops 2006. LNCS, vol. 3907, pp. 599–610. Springer, Heidelberg (2006)

Ekárt, A., Sharma, D., Chalakov, S.: Modelling human preference in evolutionary art. In: Di Chio, C., et al. (eds.) EvoApplications 2011, Part II. LNCS, vol. 6625, pp. 303–312. Springer, Heidelberg (2011)

Fernandes, C.M., Isidoro, C., Barata, F., Rosa, A.C., Guervós, J.J.M.: From pherographia to color pherographia: Color sketching with artificial ants. In: IEEE Congress on Evolutionary Computation. pp. 1124–1131 (2011)

Greenfield, G.: Evolutionary methods for ant colony paintings. In: Rothlauf, F., et al. (eds.) EvoWorkshops 2005. LNCS, vol. 3449, pp. 478–487. Springer, Heidelberg (2005)

Greenfield, G.: Ant Paintings using a Multiple Pheromone Model. In: Bridges, London, England (2006)

Hewgill, A., Ross, B.J.: Procedural 3d texture synthesis using genetic programming. Computers and Graphics 28, 569–584 (2003)

Karperien, A.: Fraclac for imagej, version 2.5 (2012), http://rsb.info.nih.gov/ij/plugins/fraclac/FLHelp/Introduction.htm

Lewis, M.: Aesthetic video filter evolution in an interactive real-time framework. In: Raidl, G.R., et al. (eds.) EvoWorkshops 2004. LNCS, vol. 3005, pp. 409–418. Springer, Heidelberg (2004)

Machado, P., Dias, A., Cardoso, A.: Learning to colour greyscale images. The Interdisciplinary Journal of Artificial Intelligence and the Simulation of Behaviour – AISB Journal 1(2), 209–219 (2002)

Machado, P., Amaro, H.: Fitness functions for ant colony paintings. In: Proceedings of the 4th International Conference on Computational Creativity, pp. 32–39 (2013)

Machado, P., Pereira, L.: Photogrowth: non-photorealistic renderings through ant paintings. In: Soule, T., Moore, J.H. (eds.) Genetic and Evolutionary Computation Conference, Philadelphia, PA, USA, July 7-11, pp. 233–240. ACM (2012)

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 (2007)

Monmarché, N., Mahnich, I., Slimane, M.: Artificial art made by artificial ants. In: Romero, J., Machado, P. (eds.) The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp. 227–247. Springer (2007)

Neufeld, C., Ross, B., Ralph, W.: The evolution of artistic filters. In: Romero, J., Machado, P. (eds.) The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp. 335–356. Springer (2007)

Perlin, K.: An image synthesizer. In: Cole, P., Heilman, R., Barsky, B.A. (eds.) Proceedings of the 12st Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH 1985, pp. 287–296. ACM (1985)

Ramos, V.: On the implicit and on the artificial - morphogenesis and emergent aesthetics in autonomous collective systems. In: ARCHITOPIA Book, Art, Architecture and Science, pp. 25–57 (2002)

Ramos, V., Almeida, F.: Artificial ant colonies in digital image habitats - a mass behaviour effect study on pattern recognition. In: From Ant Colonies to Artificial Ants - 2 nd Int. Wkshp on Ant Algorithms, pp. 113–116 (2000)

Ross, B.J., Ralph, W., Hai, Z.: Evolutionary image synthesis using a model of aesthetics. In: Proceedings of the 2006 IEEE Congress on Evolutionary Computation, pp. 1087–1094. IEEE Press, Vancouver (2006)

Schlechtweg, S., Germer, T., Strothotte, T.: Renderbots – multi agent systems for direct image generation. Computer Graphics Forum 24(2), 283–290 (2005)

Semet, Y., O’Reilly, U.M., Durand, F.: An interactive artificial ant approach to non-photorealistic rendering. In: Deb, K., Tari, Z. (eds.) GECCO 2004. LNCS, vol. 3102, pp. 188–200. Springer, Heidelberg (2004)

Tzafestas, E.: Integrating drawing tools with behavioral modeling in digital painting. In: Ghandeharizadeh, S., Chang, S.F., Fischer, S., Konstan, J.A., Nahrstedt, K. (eds.) ACM Multimedia Workshops, pp. 39–42. ACM Press (2000)

Urbano, P.: Playing in the pheromone playground: Experiences in swarm painting. In: Rothlauf, F., et al. (eds.) EvoWorkshops 2005. LNCS, vol. 3449, pp. 527–532. Springer, Heidelberg (2005)

Urbano, P.: The t. albipennis sand painting artists. In: Di Chio, C., et al. (eds.) EvoApplications 2011, Part II. LNCS, vol. 6625, pp. 414–423. Springer, Heidelberg (2011)

Yip, C.: Evolving Image Filters. Master’s thesis, Imperial College of Science, Technology, and Medicine (2004)


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