Example-Based Automatic Generation of Image Filters and Classifiers based on Image-Value Pairs.

被引：0

作者：

Doi, Munehiro ^{[1
,2
]}

Dobashi, Yoshinori ^{[2
]}

Tamori, Hideaki ^{[3
]}

Yamamoto, Tsuyoshi ^{[2
]}

机构：

[1] Fixstars Corp, Sunnyvale, CA 94085 USA

[2] Hokkaido Univ, Sapporo, Hokkaido 060, Japan

[3] Asahi Shimbun Co, Media Lab, Tokyo, Japan

来源：

SIXTH INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2014) | 2015年 / 9443卷

关键词：

image processing; numeric operations; classification; genetic programming; automatic generation;

D O I：

10.1117/12.2178941

中图分类号：

O43 [光学];

学科分类号：

070207 ; 0803 ;

摘要：

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.

引用

页数：8

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