Image Segmentation Based on Cumulative Residual Entropy

被引：0

作者：

Abo-Eleneen, Z. A. ^{[1
]}

Almohaimeed, Bader ^{[2
]}

Abdel-Azim, Gamil ^{[3
]}

机构：

[1] Zagazig Univ, Zagazig 44519, Egypt

[2] Qassim Univ, P Box 6644, Buraydah 51452, Al Qassim, Saudi Arabia

[3] Canal Suez Univ, Suez, Egypt

来源：

PROCEEDINGS OF THE FUTURE TECHNOLOGIES CONFERENCE (FTC) 2019, VOL 1 | 2020年 / 1069卷

关键词：

Image segmentation; Histogram; Cumulative residual entropy; Information theory;

D O I：

10.1007/978-3-030-32520-6_3

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Cumulative residual entropy (CRE) is an essential concept in information theory and have more general mathematical properties in contrast to entropy. However, it is observed that research on CRE has relatively little consideration in image processing. Image thresholding technique plays a crucial role in several of the tasks needed for pattern recognition and computer vision. In this paper, we study, implement, and apply the CRE measure for image thresholding. Firstly, we have defined a thresholding criterion, which is based on the CRE measure that related and based on the image. Secondly, the optimal solution of CRE function found. Finally, the proposed method is applied over data set of image such as nondestructive testing (NDT) images. Moreover, we compare this with several classic segmentation techniques on the same data set.

引用

下载

页码：27 / 35

页数：9

共 50 条

[1] Image Threshold Segmentation Method Based on Cumulative Residual Information Energy
Jing, Liu
Yue, Tian
Fan Jiulun
LASER & OPTOELECTRONICS PROGRESS, 2023, 60 (16)
[2] Effective Subspace Detection based on Cross Cumulative Residual Entropy for Hyperspectral Image Classification
Hossain, Md. Ali
Ahmed, Boshir
Ghosh, Suhrid Shakhar
Mondal, Md. Nazrul Islam
2017 INTERNATIONAL CONFERENCE ON ELECTRICAL, COMPUTER AND COMMUNICATION ENGINEERING (ECCE), 2017, : 548 - 551
[3] Some Properties of Fractional Cumulative Residual Entropy and Fractional Conditional Cumulative Residual Entropy
Dong, Keqiang
Li, Shushu
Li, Dan
FRACTAL AND FRACTIONAL, 2022, 6 (07)
[4] Testing exponentiality of the residual life, based on dynamic cumulative residual entropy
Chahkandi, M.
Noughabi, H. Alizadeh
STATISTICS & PROBABILITY LETTERS, 2016, 117 : 1 - 11
[5] Characterizations based on generalized cumulative residual entropy functions
Navarro, Jorge
Psarrakos, Georgios
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2017, 46 (03) : 1247 - 1260
[6] Multimodal remote sensing image registration based on cross-cumulative residual entropy and NSCT
Jia, Z.-H. (jzhh@xju.edu.cn), 1600, Board of Optronics Lasers, No. 47 Yang-Liu-Qing Ying-Jian Road, Tian-Jin City, 300380, China (24):
[7] On the dynamic cumulative residual entropy
Asadi, Majid
Zohrevand, Younes
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2007, 137 (06) : 1931 - 1941
[8] On the Discrete Cumulative Residual Entropy
Baratpour, S.
Bami, Z.
JIRSS-JOURNAL OF THE IRANIAN STATISTICAL SOCIETY, 2012, 11 (02): : 203 - 215
[9] Fractional cumulative residual entropy
Xiong, Hui
Shang, Pengjian
Zhang, Yali
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2019, 78
[10] On weighted cumulative residual entropy
Mirali, M.
Baratpour, S.
Fakoor, V.
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2017, 46 (06) : 2857 - 2869

← 1 2 3 4 5 →