Image segmentation by histogram thresholding using hierarchical cluster analysis

被引:147
|
作者
Arifin, Agus Zainal
Asano, Akira
机构
[1] Hiroshima Univ, Grad Sch Engn, Hiroshima 7398527, Japan
[2] Hiroshima Univ, Fac Integrated Arts & Sci, Div Math & Informat Sci, Higashihiroshima 7398521, Japan
关键词
image thresholding; clustering; inter-class variance; intra-class variance;
D O I
10.1016/j.patrec.2006.02.022
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 proposes a new method of image thresholding by using cluster organization from the histogram of an image. A new similarity measure proposed is based on inter-class variance of the clusters to be merged and the intra-class variance of the new merged cluster. Experiments on practical images illustrate the effectiveness of the new method. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:1515 / 1521
页数:7
相关论文
共 50 条
  • [21] Tsallis cross-entropy based framework for image segmentation with histogram thresholding
    Nie, Fangyan
    JOURNAL OF ELECTRONIC IMAGING, 2015, 24 (01)
  • [22] Hierarchical genetic image segmentation algorithm based on histogram dichotomy
    Peng, HC
    Hong, F
    Chi, ZR
    Feng, DD
    Siu, WC
    ELECTRONICS LETTERS, 2000, 36 (10) : 872 - 874
  • [23] Color image segmentation using acceptable histogram segmentation
    Delon, J
    Desolneux, A
    Lisani, JL
    Petro, AB
    PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 2, PROCEEDINGS, 2005, 3523 : 239 - 246
  • [24] A Preliminary Method for Tracking In-Season Grapevine Cluster Closure Using Image Segmentation and Image Thresholding
    Trivedi, Manushi
    Zhou, Yuwei
    Moon, Jonathan Hyun
    Meyers, James
    Jiang, Yu
    Lu, Guoyu
    Vanden Heuvel, Justine
    AUSTRALIAN JOURNAL OF GRAPE AND WINE RESEARCH, 2023, 2023
  • [25] Histogram constraint based fast FCM cluster image segmentation
    Tian Junwei
    Huang Yongxuan
    Tian Junwei
    2007 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, PROCEEDINGS, VOLS 1-8, 2007, : 1623 - 1627
  • [26] An Automated system for platelet segmentation using histogram-based thresholding
    Roy, Kaushiki
    Dey, Ratnadeep
    Bhattacharjee, Debotosh
    Nasipuri, Mita
    Ghosh, Pramit
    2016 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATION, & AUTOMATION (ICACCA) (FALL), 2016, : 290 - 296
  • [27] Shearlet Transform Based Image Denoising Using Histogram Thresholding
    Anju, T. S.
    Raj, Nelwin N. R.
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS AND NETWORKS (COMNET), 2016, : 162 - 166
  • [28] Blood Vessels Segmentation using Thresholding Approach for Fundus Image Analysis
    Joshi, Shilpa
    Karule, P. T.
    PROCEEDINGS OF 2017 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL (I2C2), 2017,
  • [29] SAR Image Segmentation Using Morphological Thresholding
    Poodanchi, Mehdi
    Akbarizadeh, Gholamreza
    Sobhanifar, Elham
    Ansari-Asl, Karim
    2014 6TH CONFERENCE ON INFORMATION AND KNOWLEDGE TECHNOLOGY (IKT), 2014, : 33 - 36
  • [30] Segmentation of infrared image using adaptive thresholding
    Wang, QQ
    Liu, JH
    Youna, L
    ELECTRONIC IMAGING AND MULTIMEDIA TECHNOLOGY III, 2002, 4925 : 265 - 269