A novel generalized entropy and its application in image thresholding

被引:55
作者
Nie, Fangyan [1 ,2 ]
Zhang, Pingfeng [2 ]
Li, Jianqi [1 ]
Ding, Dehong [1 ,2 ]
机构
[1] Hunan Univ Arts & Sci, Hunan Prov Cooperat Innovat Ctr Construct & Dev, Dongting Lake Ecol Econ Zone, Changde 415000, Hunan, Peoples R China
[2] Hunan Univ Arts & Sci, Coll Comp Sci & Technol, Changde 415000, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Image segmentation; Histogram thresholding; Generalized entropy; Entropic parameter; TSALLIS ENTROPY; HISTOGRAM;
D O I
10.1016/j.sigpro.2016.11.004
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
As a technique for image segmentation, thresholding has been successfully utilized in various image processing tasks. In this paper, a novel generalized entropy, that can handle the additive/nonextensive information exist in physical system by a tunable entropic parameter r, is introduced in image segmentation. A new criterion for thresholding and algorithm based on this entropy are described in detail. The performance of the presented method is compared with the classical entropy-based thresholding methods and some state-of-the-art methods. Experiments on nondestructive testing images, infrared images, and some other real images are conducted. The experimental results show the effectiveness of the proposed method.
引用
收藏
页码:23 / 34
页数:12
相关论文
共 18 条
[11]   Threshold selection using Renyi's entropy [J].
Sahoo, P ;
Wilkins, C ;
Yeager, J .
PATTERN RECOGNITION, 1997, 30 (01) :71-84
[12]   Image thresholding using two-dimensional Tsallis-Havrda-Charvat entropy [J].
Sahoo, PK ;
Arora, G .
PATTERN RECOGNITION LETTERS, 2006, 27 (06) :520-528
[13]   A thresholding method based on two-dimensional Renyi's entropy [J].
Sahoo, PK ;
Arora, G .
PATTERN RECOGNITION, 2004, 37 (06) :1149-1161
[14]   Hyper-spectral image segmentation using Renyi entropy based multi-level thresholding aided with differential evolution [J].
Sarkar, Soham ;
Das, Swagatam ;
Chaudhuri, Sheli Sinha .
EXPERT SYSTEMS WITH APPLICATIONS, 2016, 50 :120-129
[15]   Multilevel Image Thresholding Based on 2D Histogram and Maximum Tsallis Entropy-A Differential Evolution Approach [J].
Sarkar, Soham ;
Das, Swagatam .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (12) :4788-4797
[16]   Survey over image thresholding techniques and quantitative performance evaluation [J].
Sezgin, M ;
Sankur, B .
JOURNAL OF ELECTRONIC IMAGING, 2004, 13 (01) :146-168
[17]   Median-based image thresholding [J].
Xue, Jing-Hao ;
Titterington, D. Michael .
IMAGE AND VISION COMPUTING, 2011, 29 (09) :631-637
[18]   Hierarchical fast two-dimensional entropic thresholding algorithm using a histogram pyramid [J].
Yang, CW ;
Chung, PC ;
Chang, C .
OPTICAL ENGINEERING, 1996, 35 (11) :3227-3241