A thresholding method based on two-dimensional Renyi's entropy

被引:183
|
作者
Sahoo, PK [1 ]
Arora, G
机构
[1] Univ Louisville, Dept Math, Louisville, KY 40292 USA
[2] Xavier Univ, Dept Math, New Orleans, LA 70125 USA
关键词
Renyi entropy; Shannon entropy; image thresholding; maximum entropy sum method; entropic correlation method; two-dimensional histogram; two-dimensional entropic thresholding method;
D O I
10.1016/j.patcog.2003.10.008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a new thresholding technique based on two-dimensional Renyi's entropy. The two-dimensional Renyi's entropy was obtained from the two-dimensional histogram which was determined by using the gray value of the pixels and the local average gray value of the pixels. This new method extends a method due to Sahoo et al. (Pattern Recognition 30 (1997) 71) and includes a previously proposed global thresholding method due to Abutaleb (Pattern Recognition 47 (1989) 22). Further, Our method extends a global thresholding method due to Chang et at. (IEEE Trans. Image Process. 4 (1995) 370) to the two-dimensional setting. The effectiveness of the proposed method is demonstrated by using examples from the real-world and synthetic images. (C) 2003 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1149 / 1161
页数:13
相关论文
共 50 条
  • [31] An image segmentation method based on two-dimensional entropy and variance
    Xue, Juntao
    Liu, Zhengguang
    Che, Xiuge
    FOURTH INTERNATIONAL CONFERENCE ON PHOTONICS AND IMAGING IN BIOLOGY AND MEDICINE, PTS 1 AND 2, 2006, 6047
  • [32] A weighted harmonic mean Renyi entropy thresholding method with parameter selection
    Wu, L. (wll-2@tom.com), 1600, Binary Information Press, P.O. Box 162, Bethel, CT 06801-0162, United States (09):
  • [33] An efficient adaptive multilevel Renyi entropy thresholding method based on the energy curve with dynamic programming
    Lei, Bo
    He, Luhang
    Yang, Zhen
    Soft Computing, 2024, 28 (17-18) : 10403 - 10422
  • [34] Image thresholding segmentation based on two-dimensional MCC
    Chen, Xiu-Qiao
    Hu, Yi-Hua
    Huang, You-Rui
    Hongwai Yu Haomibo Xuebao/Journal of Infrared and Millimeter Waves, 2005, 24 (05): : 397 - 400
  • [35] Image thresholding segmentation based on two-dimensional MCC
    Chen, XQ
    Hu, YH
    Huang, YR
    JOURNAL OF INFRARED AND MILLIMETER WAVES, 2005, 24 (05) : 397 - 400
  • [36] AUTOMATIC THRESHOLDING OF GRAY-LEVEL PICTURES USING TWO-DIMENSIONAL ENTROPY
    ABUTALEB, AS
    COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 47 (01): : 22 - 32
  • [37] Image thresholding using two-dimensional Tsallis-Havrda-Charvat entropy
    Sahoo, PK
    Arora, G
    PATTERN RECOGNITION LETTERS, 2006, 27 (06) : 520 - 528
  • [38] A two-dimensional extension of minimum cross entropy thresholding for the segmentation of ultrasound images
    Zimmer, Y
    Tepper, R
    Akselrod, S
    ULTRASOUND IN MEDICINE AND BIOLOGY, 1996, 22 (09): : 1183 - 1190
  • [39] Fast maximum entropy thresholding based on two-dimensional histogram oblique segmentation in infrared imaging guidance
    Qiao, Liyong
    Xu, Lixin
    Gao, Min
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2013, 42 (07): : 1691 - 1699
  • [40] Two-dimensional minimum local cross-entropy thresholding based on co-occurrence matrix
    Nie, Fangyan
    Gao, Chao
    Guo, Yongcai
    Gan, Min
    COMPUTERS & ELECTRICAL ENGINEERING, 2011, 37 (05) : 757 - 767