Image retrieval using mixture models and EM algorithm

被引:0
|
作者
Najjar, M [1 ]
Ambroise, C [1 ]
Cocquerez, JP [1 ]
机构
[1] Univ Technol Compiegne, CNRS, Heudiasyc UMR 6599, F-60205 Compiegne, France
来源
IMAGE ANALYSIS, PROCEEDINGS | 2003年 / 2749卷
关键词
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 presents an original system for interactive content-based image retrieval (CBIR). A novel approach for searching by similarity is introduced. It is based on a classification of the index database using mixture models and the EM algorithm. The presented retrieval system is evaluated and validated using a medical image database and the Washington University heterogeneous database (ANN).
引用
收藏
页码:1114 / 1121
页数:8
相关论文
共 50 条
  • [41] Image retrieval with embeded sub-class information using Gaussian mixture models
    Muneesawang, P
    Guan, L
    [J]. 2003 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL I, PROCEEDINGS, 2003, : 769 - 772
  • [42] Compressed domain image retrieval using JPEG2000 and Gaussian mixture models
    Teynor, A
    Müller, W
    Kowarschick, W
    [J]. VISUAL INFORMATION AND INFORMATION SYSTEMS, 2006, 3736 : 132 - 142
  • [43] Applying the extended mass-constraint EM algorithm to image retrieval
    He, Daan
    Cercone, Nick
    Gu, Zhenmei
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2008, 56 (04) : 1010 - 1024
  • [44] Fast Search and Estimation of Bayesian Nonparametric Mixture Models Using a Classification Annealing EM Algorithm
    Karabatsos, George
    [J]. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 2021, 30 (01) : 236 - 247
  • [45] Estimation of mixture models using Co-EM
    Bickel, S
    Scheffer, T
    [J]. MACHINE LEARNING: ECML 2005, PROCEEDINGS, 2005, 3720 : 35 - 46
  • [46] Gaussian mixture models of texture and colour for image database retrieval
    Permuter, H
    Francos, J
    Jermyn, IH
    [J]. 2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL III, PROCEEDINGS: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING SIGNAL, PROCESSING EDUCATION, 2003, : 569 - 572
  • [47] Digital Image Forensics Using EM Algorithm
    Lin, Tim-kun
    Huang, Chung-Lin
    [J]. ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2009, 2009, 5879 : 994 - 998
  • [48] Initializing the EM algorithm in Gaussian mixture models with an unknown number of components
    Melnykov, Volodymyr
    Melnykov, Igor
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2012, 56 (06) : 1381 - 1395
  • [49] A simple parallel EM algorithm for statistical learning via mixture models
    Lee, Sharon X.
    Leemaqz, Kaleb L.
    McLachlan, Geoffrey J.
    [J]. 2016 INTERNATIONAL CONFERENCE ON DIGITAL IMAGE COMPUTING: TECHNIQUES AND APPLICATIONS (DICTA), 2016, : 295 - 302
  • [50] TLS-EM algorithm of Mixture Density Models for exponential families
    Han, Feiyang
    Wei, Yimin
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2022, 403