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Proceedings Paper

Example-based automatic generation of image filters and classifiers based on image-value pairs
Author(s): Munehiro Doi; Yoshinori Dobashi; Hideaki Tamori; Tsuyoshi Yamamoto
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Paper 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.

Paper Details

Date Published: 4 March 2015
PDF: 8 pages
Proc. SPIE 9443, Sixth International Conference on Graphic and Image Processing (ICGIP 2014), 94431N (4 March 2015); doi: 10.1117/12.2178941
Show Author Affiliations
Munehiro Doi, Fixstars Corp. (Japan)
Hokkaido Univ. (Japan)
Yoshinori Dobashi, Hokkaido Univ. (Japan)
Hideaki Tamori, The Asahi Shimbun Co. (Japan)
Tsuyoshi Yamamoto, Hokkaido Univ. (Japan)


Published in SPIE Proceedings Vol. 9443:
Sixth International Conference on Graphic and Image Processing (ICGIP 2014)
Yulin Wang; Xudong Jiang; David Zhang, Editor(s)

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