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  1. A500 情報学部/情報学研究科・情報文化学部・情報科学研究科
  2. A500a 雑誌掲載論文
  3. 学術雑誌

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

http://hdl.handle.net/2237/15004
http://hdl.handle.net/2237/15004
4a5b3ed0-3638-404e-9424-7bf82bb280d0
名前 / ファイル ライセンス アクション
480.pdf 480.pdf (1.1 MB)
Item type 学術雑誌論文 / Journal Article(1)
公開日 2011-07-01
タイトル
タイトル Multi-Objective Genetic Programming with Redundancy-Regulations for Automatic Construction of Image Feature Extractors
言語 en
著者 WATCHAREERUETAI, Ukrit

× WATCHAREERUETAI, Ukrit

WEKO 41271

en WATCHAREERUETAI, Ukrit

Search repository
MATSUMOTO, Tetsuya

× MATSUMOTO, Tetsuya

WEKO 41272

en MATSUMOTO, Tetsuya

Search repository
TAKEUCHI, Yoshinori

× TAKEUCHI, Yoshinori

WEKO 41273

en TAKEUCHI, Yoshinori

Search repository
KUDO, Hiroaki

× KUDO, Hiroaki

WEKO 41274

en KUDO, Hiroaki

Search repository
OHNISHI, Noboru

× OHNISHI, Noboru

WEKO 41275

en OHNISHI, Noboru

Search repository
アクセス権
アクセス権 open access
アクセス権URI http://purl.org/coar/access_right/c_abf2
権利
言語 en
権利情報 Copyright (C) 2010 IEICE
キーワード
主題Scheme Other
主題 multi-objective optimization
キーワード
主題Scheme Other
主題 genetic programming
キーワード
主題Scheme Other
主題 redundancy regulation
キーワード
主題Scheme Other
主題 image feature extraction
キーワード
主題Scheme Other
主題 non-dominated sorting
抄録
内容記述 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.
言語 en
内容記述タイプ Abstract
出版者
言語 en
出版者 Institute of Electronics, Information and Communication Engineers
言語
言語 eng
資源タイプ
資源タイプresource http://purl.org/coar/resource_type/c_6501
タイプ journal article
出版タイプ
出版タイプ VoR
出版タイプResource http://purl.org/coar/version/c_970fb48d4fbd8a85
関連情報
関連タイプ isVersionOf
識別子タイプ URI
関連識別子 http://www.ieice.org/jpn/trans_online/index.html
ISSN
収録物識別子タイプ PISSN
収録物識別子 0916-8532
書誌情報 en : IEICE Transactions on Information and Systems

巻 E93-D, 号 9, p. 2614-2625, 発行日 2010-09-01
著者版フラグ
値 publisher
URI
識別子 http://www.ieice.org/jpn/trans_online/index.html
識別子タイプ URI
URI
識別子 http://hdl.handle.net/2237/15004
識別子タイプ HDL
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