Example-based automatic generation of image filters and classifiers based on image-value pairs

Munehiro Doi; Yoshinori Dobashi; Hideaki Tamori; Tsuyoshi Yamamoto

doi:10.1117/12.2178941

4 March 2015 Example-based automatic generation of image filters and classifiers based on image-value pairs

Munehiro Doi, Yoshinori Dobashi, Hideaki Tamori, Tsuyoshi Yamamoto

Proceedings Volume 9443, Sixth International Conference on Graphic and Image Processing (ICGIP 2014); 94431N (2015) https://doi.org/10.1117/12.2178941
Event: Sixth International Conference on Graphic and Image Processing (ICGIP 2014), 2014, Beijing, China

Abstract

We propose a novel method for the automatic generation of the spatial image filter sequences based on Genetic Programming (GP). In this method, the filter sequences consist of the filters which process Image-Value Pairs. This idea allows the filter sequences to contain not only image processing, but also numerical operations. And we exploit the popular method of the multi-objective optimization to generate the robust filter sequences. We demonstrate the generation of the background elimination filter from the pictures of flowers and also demonstrate the generation of the image classification filters.

Citation Download Citation

Munehiro Doi, Yoshinori Dobashi, Hideaki Tamori, and Tsuyoshi Yamamoto "Example-based automatic generation of image filters and classifiers based on image-value pairs", Proc. SPIE 9443, Sixth International Conference on Graphic and Image Processing (ICGIP 2014), 94431N (4 March 2015); https://doi.org/10.1117/12.2178941

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