A novel image enhancement method using fuzzy Sure entropy
Li, Ce1,2; Yang, Yang1; Xiao, Limei2; Li, Yongxin3; Zhou, Yannan2; Zhao, Jizhong1
2016-11-26
发表期刊NEUROCOMPUTING
ISSN0925-2312
卷号215页码:196-211
摘要Image enhancement is a very significant issue in image processing and analysis. In practice, many images (e.g.images captured from X-ray systems) are of low quality, such a slow-luminance and low-contrast, which must be enhanced before further processing. Fuzzy set theory is a useful tool for handling the ambiguity or uncertainty. Many researchers use the maximum Shannon entropy and fuzzy complement for image enhancement. But these methods are easy to be over-enhanced or under-enhanced or time-consuming. In this paper, a flexible method is proposed, which utilizes the maximum fuzzy Sure entropy, fuzzy c-partition and fuzzy complement (MSRM). Furthermore, a positive threshold value selection algorithm is developed to tune the enhancement performance of the proposed method. A variety of highly degraded images have been experimented by the proposed method. The comparisons of those experimental results show that the performance of our method overwhelms those of the existing ones. (C) 2016 Elsevier B.V. All rights reserved.
关键词Image enhancement Fuzzy set theory Shannon entropy Fuzzy Sure entropy
DOI10.1016/j.neucom.2015.07.156
收录类别SCI
语种英语
资助项目Gansu Province Basic Research Innovation Group Project[1506RJIA031]
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence
WOS记录号WOS:000387300700021
出版者ELSEVIER SCIENCE BV
引用统计
被引频次:17[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://ir.lut.edu.cn/handle/2XXMBERH/33539
专题新能源学院
电气工程与信息工程学院
通讯作者Yang, Yang
作者单位1.Xi An Jiao Tong Univ, Sch Elect & Informat Engn, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
2.Lanzhou Univ Technol, Coll Elect & Informat Engn, 287 Langongping Rd, Lanzhou 730050, Gansu, Peoples R China
3.Xi An Jiao Tong Univ, Affiliated Hosp 1, Xian, PR, Peoples R China
第一作者单位电气工程与信息工程学院
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GB/T 7714
Li, Ce,Yang, Yang,Xiao, Limei,et al. A novel image enhancement method using fuzzy Sure entropy[J]. NEUROCOMPUTING,2016,215:196-211.
APA Li, Ce,Yang, Yang,Xiao, Limei,Li, Yongxin,Zhou, Yannan,&Zhao, Jizhong.(2016).A novel image enhancement method using fuzzy Sure entropy.NEUROCOMPUTING,215,196-211.
MLA Li, Ce,et al."A novel image enhancement method using fuzzy Sure entropy".NEUROCOMPUTING 215(2016):196-211.
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