Rule Induction Based-On Coevolutionary Algorithms for Image Annotation

被引:0
|
作者
Myszkowski, Pawel B. [1 ]
机构
[1] Wroclaw Univ Technol, Warsaw, Poland
关键词
data mining; evolutionary algorithms; rule induction; classification; image annotation; DISCOVERY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes our experiments in the field of evolutionary algorithms for rule extraction applied to automating image annotation and classification problems. Presented approach is based on classical evolutionary algorithm with binary representation of 'if-then' rules. We want to show that some search space reduction techniques make possible to get problem's solution. Paper shows that the gap between classification and image annotation problem can be bridged easily. Some experiments with EA parametrization in image annotation problem are presented. There are presented first results on ECCV 2002 dataset in image annotation problem.
引用
收藏
页码:232 / 241
页数:10
相关论文
共 50 条
  • [1] Automatic image annotation based-on model space
    Lu, J
    Ma, SP
    Zhang, M
    [J]. PROCEEDINGS OF THE 2005 IEEE INTERNATIONAL CONFERENCE ON NATURAL LANGUAGE PROCESSING AND KNOWLEDGE ENGINEERING (IEEE NLP-KE'05), 2005, : 455 - 460
  • [2] Feature selection based-on genetic algorithm for image annotation
    Lu, Jianjiang
    Zhao, Tianzhong
    Zhang, Yafei
    [J]. KNOWLEDGE-BASED SYSTEMS, 2008, 21 (08) : 887 - 891
  • [3] Automatic image annotation based-on rough set theory with visual keys
    Serata, Manabu
    Hatakeyama, Yutaka
    Hirota, Kaoru
    [J]. 2006 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS, VOLS 1 AND 2, 2006, : 489 - +
  • [4] Classifier Ensemble Based-on AdaBoost and Genetic Algorithm for Automatic Image Annotation
    Zhao, Tianzhong
    Lu, Jianjiang
    Zhang, Yafei
    Xiao, Qi
    Xu, Weiguang
    [J]. 2008 INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, VOLS 1-4, 2008, : 1469 - 1473
  • [5] AdaBoost Learning Based-on Sharing Features and Genetic Algorithm for Image Annotation
    Li, Ran
    Zhao, Tianzhong
    Lu, Jianjiang
    Zhang, Yafei
    Xu, Weiguang
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 5, PROCEEDINGS, 2008, : 402 - 406
  • [6] Classifier ensemble based-on bi-coded chromosome genetic algorithm for automatic image annotation
    Zhao, Tian-Zhong
    Li, Yan-Hui
    Lu, Jian-Jiang
    Zhang, Ya-Fei
    [J]. PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 22 - +
  • [7] An annotation rule extraction algorithm for image retrieval
    Chen, Zeng
    Hou, Jin
    Zhang, Dengsheng
    Qin, Xue
    [J]. PATTERN RECOGNITION LETTERS, 2012, 33 (10) : 1257 - 1268
  • [8] Archive-based cooperative coevolutionary algorithms
    Panait, Liviu
    Luke, Sean
    Harrison, Joseph F.
    [J]. GECCO 2006: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOL 1 AND 2, 2006, : 345 - +
  • [9] Automatically evolving rule induction algorithms
    Pappa, Gisele L.
    Freitas, Alex A.
    [J]. MACHINE LEARNING: ECML 2006, PROCEEDINGS, 2006, 4212 : 341 - 352
  • [10] A Framework for Evaluating Automatic Image Annotation Algorithms
    Athanasakos, Konstantinos
    Stathopoulos, Vassilios
    Jose, Joemon M.
    [J]. ADVANCES IN INFORMATION RETRIEVAL, PROCEEDINGS, 2010, 5993 : 217 - 228