Multi-Objective Genetic Programming with Redundancy-Regulations for Automatic Construction of Image Feature Extractors

元データ 2010-09-01 Institute of Electronics, Information and Communication Engineers

概要

We propose a new multi-objective genetic programming (MOGP) for automatic construction of image feature extraction programs (FEPs). The proposed method was originated from a well known multi-objective evolutionary algorithm (MOEA), i.e., NSGA-II. The key differences are that redundancy-regulation mechanisms are applied in three main processes of the MOGP, i.e., population truncation, sampling, and offspring generation, to improve population diversity as well as convergence rate. Experimental results indicate that the proposed MOGP-based FEP construction system outperforms the two conventional MOEAs (i.e., NSGA-II and SPEA2) for a test problem. Moreover, we compared the programs constructed by the proposed MOGP with four human-designed object recognition programs. The results show that the constructed programs are better than two human-designed methods and are comparable with the other two human-designed methods for the test problem.

著者

大西 昇 名古屋大学大学院情報科学研究科
松本 哲也 名古屋大学大学院情報科学研究科メディア科学専攻
竹内 義則 名古屋大学情報連携統括本部情報戦略室
工藤 博章 名古屋大学大学院情報科学研究科メディア科学専攻
Matsumoto Tetsuya Department of Cardiovascular and Respiratory Medicine, Shiga University of Medical Science
WATCHAREERUETAI Ukrit Department of Media Science, Graduate School of Information Science, Nagoya University
TAKEUCHI Yoshinori Department of Media Science, Graduate School of Information Science, Nagoya University
KUDO Hiroaki Department of Media Science, Graduate School of Information Science, Nagoya University
OHNISHI Noboru Department of Media Science, Graduate School of Information Science, Nagoya University
Matsumoto Tetsuya Department Of Cardiovascular And Respiratory Medicine Shiga University Of Medical Science
大西 昇 名古屋大学 大学院 工学研究科 情報工学専攻
大西 昇 名古屋大学工学部
大西 昇 理研 名大工
Ohnishi N Bio-mimetic Control Research Center Riken
Ohnishi Noboru Graduate School Of Information Science Department Of Media Science Nagoya University
Ohnishi Noboru Department Of Media Science Graduate School Of Information Science Nagoya University
Watchareeruetai Ukrit Department Of Media Science Graduate School Of Information Science Nagoya University
Matsumoto Tetsuya Department Of Cardiovascular And Respiratory Medicine
Matsumoto Tetsuya Department Of Informatics Kyushu University
Takeuchi Yoshinori Department Of Informatics And Mathematical Science Graduate School Of Engineering Science Osaka Univ
Ohnishi Noboru Department Of Information Engineering School Of Engineering Nagoya University
Kudo H Department Of Media Science Graduate School Of Information Science Nagoya University
大西 昇 名古屋大学 大学院情報科学研究科 メディア科学専攻
Watchareeruetai Ukrit Dep. Of Media Sci. Graduate School Of Information Sci. Nagoya Univ.
Ohnishi N The Department Of Media Science Graduate School Of Information Science Nagoya University
竹内 義則 大同大学

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