Image Filter Design with Interactive Evolutionary Computation

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Rudolf Jakvsa, Shota Nakano, and Hideyuki Takagi: Image Filter Design with Interactive Evolutionary Computation. International Conference on Computational Cybernetics, Si\'{o}fok, Hungary (August 29-31, 2003).



We apply an interactive evolutionary computa- tion technique to processing images in medical and other fields, analyze the performance of the image enhancement, and dis- cuss its capabilities and possibilities for further improvement. We first show our system scheme and the design of the user interface and then show experimental results of the image en- hancement. Next, we also propose an idea for a new interactive genetic programming method that, in addition to the arith- metic operators, also has image processing operators in gen- erated mathematical equations to increase its performance for image processing.

Extended Abstract


Used References

[1] Hayashida, N. and Takagi, H., “Acceleration of EC Con- vergence with Landscape Visualization and Human In- tervention,” Applied Soft Computing, Elsevier Science, Vol. 1, No. 4F, pp. 245-256 (2002).

[2] Mutoh, T. Komagata, N. and Ueda, Y., “An experimen- tal study for automatically generating image filter se- quence by using simulated breeding”, in Workshop on Interactive Evolutionary Computation, Fukuoka, Japan, pp. 7-12, (Mar., 1998) (in Japanese).

[3] Otoba, K. Tanaka, K. and Hitafuji, M., “Image process- ing and interactive selection with Java based on genetic algorithms.” in 3rd IFAC/CIGR Workshop on Artificial Intelligence in Agriculture Makuhari, Japan, pp. 83-88, (Apr., 1998).

[4] Poli, R. and Cagnoni, S., “Genetic programming with user-driven selection: Experiments on the evolution of algorithms for image enhancement,” in 2nd Annual Conf. on Genetic Programming, Palo Alto, CA, USA, pp. 269-277, (1997).

[5] Takagi, H., “Interactive Evolutionary Computation: Fu- sion of the Capacities of EC Optimization and Hu- man Evaluation,” Proceedings of the IEEE, vol.89, no.9, pp.1275–1296 (Sept., 2001).

[6] Takagi, H. and Hayashida, N., “Interactive EC-based Signal Processing,” 4th Asia-Pacific Conference on Simulated Evolution and Learning (SEAL2002), Singa- pore, pp. 375-379 (Nov., 2002).


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