Application Research of Ensemble Learning Algorithm in Image Annotation

被引:0
|
作者
Lin, Zhenxiang [1 ]
Guo, Jinlin [1 ]
Lao, Songyang [1 ]
机构
[1] Natl Univ Def Technol, Coll Informat Syst & Management, Changsha 410005, Peoples R China
关键词
Ensemble learning algorithm; Image annotation; Machine learning;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Automatic image annotation is a fundamental and challenging task in the field of image retrieval. This paper introduces the concept and process of random forest algorithm. According to the characteristics of the current annotation model, the random forest algorithm is applied in image annotation field. The experimental results show that the machine learning algorithm used in this paper is more effective than traditional algorithms, which has a higher accuracy and a short processing time.
引用
收藏
页码:131 / 134
页数:4
相关论文
共 50 条
  • [41] Application and Research of the Image Segmentation Algorithm in Remote Sensing Image Buildings
    Wu, Sichao
    Huang, Xiaoyu
    Zhang, Juan
    SCIENTIFIC PROGRAMMING, 2022, 2022
  • [42] Application and Research of the Image Segmentation Algorithm in Remote Sensing Image Buildings
    Wu, Sichao
    Huang, Xiaoyu
    Zhang, Juan
    SCIENTIFIC PROGRAMMING, 2022, 2022
  • [43] Application and Research of the Image Segmentation Algorithm in Remote Sensing Image Buildings
    Wu, Sichao
    Huang, Xiaoyu
    Zhang, Juan
    SCIENTIFIC PROGRAMMING, 2022, 2022
  • [44] A Few Shot Image Ensemble Classification Algorithm Based on Meta-Learning
    Peng, He
    Qun, Liu
    PROCEEDINGS OF 2021 2ND INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INFORMATION SYSTEMS (ICAIIS '21), 2021,
  • [45] A new online learning algorithm with application to image segmentation
    Li, M
    Sethi, IK
    IMAGE PROCESSING: ALGORITHMS AND SYSTEMS IV, 2005, 5672 : 277 - 286
  • [46] A new online learning algorithm with application to image segmentation
    Li, Mingkun
    Sethi, Ishwar K.
    Proc SPIE Int Soc Opt Eng, (277-286):
  • [47] Algorithm and Application Research on Suppression of DR Image Halo
    Le, Jianwei
    Jin, Songyang
    Li, Xiangdong
    Wang, Xintu
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS, VOLS 1-4, 2009, : 103 - 106
  • [48] Research and Application of the Image Search Algorithm Based on LIRE
    Liu Dong-Fei
    Chen Wei
    Chen Gen-Peng
    PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), 2012, : 811 - 815
  • [49] Image Annotation Using Label Propagation Algorithm
    Marukatat, Sanparith
    ECTI-CON 2008: PROCEEDINGS OF THE 2008 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2008, : 57 - 60
  • [50] An annotation rule extraction algorithm for image retrieval
    Chen, Zeng
    Hou, Jin
    Zhang, Dengsheng
    Qin, Xue
    PATTERN RECOGNITION LETTERS, 2012, 33 (10) : 1257 - 1268