Evolving ambiguous images

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Referenz

Machado, P., Vinhas, A., Correia, J.A., Ekárt, A.: Evolving ambiguous images. In: Proceedings of the 24th International Conference on Artificial Intelligence, IJCAI 2015, pp. 2473–2479. AAAI Press (2015)

DOI

Abstract

This work explores the creation of ambiguous images, i.e., images that may induce multistable perception, by evolutionary means. Ambiguous images are created using a general purpose approach, composed of an expression-based evolutionary engine and a set of object detectors, which are trained in advance using Machine Learning techniques. Images are evolved using Genetic Programming and object detectors are used to classify them. The information gathered during classification is used to assign fitness. In a first stage, the system is used to evolve images that resemble a single object. In a second stage, the discovery of ambiguous images is promoted by combining pairs of object detectors. The analysis of the results highlights the ability of the system to evolve ambiguous images and the differences between computational and human ambiguous images.

Extended Abstract

Bibtex

@incollection{
year={2015},
isbn={},
booktitle={Proceedings of the 24th International Conference on Artificial Intelligence, IJCAI},
volume={},
series={},
editor={},
doi={},
title={Evolving ambiguous images},
url={http://ijcai.org/Proceedings/15/Papers/350.pdf http://de.evo-art.org/index.php?title=Evolving_ambiguous_images },
publisher={AAAI Press},
keywords={},
author={Machado, P., Vinhas, A., Correia, J.A., Ekárt, A.},
pages={2473–2479},
language={English}
}

Used References

[Baker, 1993] Ellie Baker. Evolving line drawings. Technical Report TR-21-93, Harvard University Center for Research in Computing Technology, 1993.

[Correia et al., 2013] Jo˜ao Correia, Penousal Machado, Juan Romero, and Adri´an Carballal. Evolving figurative images using expression-based evolutionary art. In Proceedings of the fourth International Conference on Computational Creativity (ICCC), pages 24–31, 2013.

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

[Frowd et al., 2004] Charlie D. Frowd, Peter J. B. Hancock, and Derek Carson. EvoFIT: A holistic, evolutionary facial imaging technique for creating composites. ACM Transactions on Applied Perception, 1(1):19–39, July 2004.

[Johnston and Caldwell, 1997] Victor S. Johnston and Craig Caldwell. Tracking a criminal suspect through face space with a genetic algorithm. In Thomas B¨ack, David B. Fogel, and Zbigniew Michalewicz, editors, Handbook of Evolutionary Computation, pages G8.3:1–8. Institute of Physics Publishing and Oxford University Press, Bristol, New York, 1997.

[Lewis, 2007] Matthew Lewis. Evolutionary visual art and design. In Juan Romero and Penousal Machado, editors, The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pages 3–37. Springer Berlin Heidelberg, 2007.

[Machado and Cardoso, 2002] Penousal Machado and Am´ılcar Cardoso. All the truth about NEvAr. Applied Intelligence, Special Issue on Creative Systems, 16(2):101–119, 2002.

[Machado et al., 2007] Penousal Machado, Juan Romero, and Bill Manaris. Experiments in computational aesthetics: an iterative approach to stylistic change in evolutionary art. In Juan Romero and Penousal Machado, editors, The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pages 381–415. Springer Berlin Heidelberg, 2007.

[Machado et al., 2012a] Penousal Machado, Jo˜ao Correia, and Juan Romero. Expression-based evolution of faces. In Evolutionary and Biologically Inspired Music, Sound, Art and Design First International Conference, EvoMUSART 2012,M´alaga, Spain, April 11-13, 2012. Proceedings, volume 7247 of Lecture Notes in Computer Science, pages 187–198. Springer, 2012.

[Machado et al., 2012b] Penousal Machado, Jo˜ao Correia, and Juan Romero. Improving face detection. In Alberto Moraglio, Sara Silva, Krzysztof Krawiec, Penousal Machado, and Carlos Cotta, editors, Genetic Programming - 15th European Conference, EuroGP 2012, Malaga, Spain, April 11-13, 2012. Proceedings, volume 7244 of Lecture Notes in Computer Science, pages 73–84. Springer, 2012.

[McCormack, 2007] Jon McCormack. Facing the future: Evolutionary possibilities for human-machine creativity. In Juan Romero and Penousal Machado, editors, The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pages 417–451. Springer Berlin Heidelberg, 2007.

[Nishio et al., 1997] Kenichi Nishio, Masayuki Murakami, Eiji Mizutani, and Nakaji Honda. Fuzzy fitness assignment in an interactive genetic algorithm for a cartoon face search. In Elie Sanchez, Takanori Shibata, and Lotfi A Zadeh, editors, Genetic Algorithms and Fuzzy Logic Systems: Soft Computing Perspectives, volume 7. World Scientific, 1997.

[Otsu, 1979] Nobuyuki Otsu. A Threshold Selection Method from Gray-level Histograms. IEEE Transactions on Systems, Man and Cybernetics, 9(1):62–66, 1979.

[Secretan et al., 2008] Jimmy Secretan, Nicholas Beato, David B. D Ambrosio, Adelein Rodriguez, Adam Campbell, and Kenneth O. Stanley. Picbreeder: Evolving pictures collaboratively online. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI ’08, pages 1759–1768, New York, NY, USA, 2008. ACM.

[Sims, 1991] Karl Sims. Artificial evolution for computer graphics. ACM Computer Graphics, 25:319–328, 1991.

[Ventrella, 2010] Jeffrey Ventrella. Self portraits with mandelbrot genetics. In Proceedings of the 10th international conference on Smart graphics, SG’10, pages 273–276, Berlin, Heidelberg, 2010. Springer-Verlag.

[Viola and Jones, 2001] Paul Viola and Michael Jones. Rapid object detection using a boosted cascade of simple features. Computer Vision and Pattern Recognition, IEEE Computer Society Conference on, 1:511, 2001.

[World, 1996] Linda World. Aesthetic selection: The evolutionary art of Steven Rooke. IEEE Computer Graphics and Applications, 16(1), 1996.

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