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
来源：
PATTERN RECOGNITION LETTERS | 2006年 / 27卷 / 13期
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
  • [31] IMAGE SEGMENTATION USING A DYNAMIC THRESHOLDING PYRAMID
    SPANN, M
    HORNE, C
    PATTERN RECOGNITION, 1989, 22 (06) : 719 - 732
  • [32] Eigenstructure involving the histogram for image thresholding
    Ameer, Salah
    IET IMAGE PROCESSING, 2020, 14 (13) : 3084 - 3088
  • [33] Color image segmentation using multi-objective swarm optimizer and multi-level histogram thresholding
    Naderi Boldaji, Mohammad Reza
    Hosseini Semnani, Samaneh
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (21) : 30647 - 30661
  • [34] Multi-Threshold Image Segmentation Using Histogram Thresholding-Bayesian Honey Bee Mating Algorithm
    Jiang, Yunzhi
    Huang, Chia-Ling
    Deng, Song
    Yang, Jun
    Wang, Yinglong
    He, Huojiao
    2015 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2015, : 2729 - 2736
  • [35] Color image segmentation using multi-objective swarm optimizer and multi-level histogram thresholding
    Mohammad Reza Naderi Boldaji
    Samaneh Hosseini Semnani
    Multimedia Tools and Applications, 2022, 81 : 30647 - 30661
  • [36] Using Fuzzy c-Means Cluster for Histogram-Based Color Image Segmentation
    Huang, Zhi-Kai
    Xie, Yun-Ming
    Liu, De-Hui
    Hou, Ling-Ying
    2009 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND COMPUTER SCIENCE, VOL 1, PROCEEDINGS, 2009, : 597 - 600
  • [37] The hierarchical cluster model for image region segmentation.
    Randall, J
    Guan, L
    Zhang, X
    Li, W
    IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL I AND II, PROCEEDINGS, 2002, : 693 - 696
  • [38] Histogram Based Thresholding for Automated Nucleus Segmentation Using Breast Imprint Cytology
    Saha, Monjoy
    Agarwal, Sanjit
    Arun, Indu
    Ahmed, Rosina
    Chatterjee, Sanjoy
    Mitra, Pabitra
    Chakraborty, Chandan
    ADVANCEMENTS OF MEDICAL ELECTRONICS, 2015, : 49 - 57
  • [39] Segmentation of Infrared Image Using Fuzzy Thresholding via Local Region Analysis
    Xia, Chao
    Huang, Hong
    Wang, Tao
    Lin, Zhiwei
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 706 - 710
  • [40] SEGMENTATION OF SATELLITE IMAGERY USING HIERARCHICAL THRESHOLDING AND NEURAL NETWORKS
    PEAK, JE
    TAG, PM
    JOURNAL OF APPLIED METEOROLOGY, 1994, 33 (05): : 605 - 616
12345