A Local Contrast Fusion Based 3D Otsu Algorithm for Multilevel Image Segmentation

doi:10.1109/JAS.2019.1911843

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	A Local Contrast Fusion Based 3D Otsu Algorithm for Multilevel Image Segmentation
	Ashish Kumar Bhandari; Arunangshu Ghosh; Immadisetty Vinod Kumar
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2020
卷号	7 期号:1 页码:200-213
摘要	To overcome the shortcomings of 1D and 2D Otsu’s thresholding techniques, the 3D Otsu method has been developed. Among all Otsu’s methods, 3D Otsu technique provides the best threshold values for the multi-level thresholding processes. In this paper, to improve the quality of segmented images, a simple and effective multilevel thresholding method is introduced. The proposed approach focuses on preserving edge detail by computing the 3D Otsu along the fusion phenomena. The advantages of the presented scheme include higher quality outcomes, better preservation of tiny details and boundaries and reduced execution time with rising threshold levels. The fusion approach depends upon the differences between pixel intensity values within a small local space of an image; it aims to improve localized information after the thresholding process. The fusion of images based on local contrast can improve image segmentation performance by minimizing the loss of local contrast, loss of details and gray-level distributions. Results show that the proposed method yields more promising segmentation results when compared to conventional 1D Otsu, 2D Otsu and 3D Otsu methods, as evident from the objective and subjective evaluations.
关键词	1D Otsu 2D Otsu 3D Otsu image fusion local contrast multi-level image segmentation
DOI	10.1109/JAS.2019.1911843
引用统计	被引频次：29[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/42933
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Ashish Kumar Bhandari,Arunangshu Ghosh,Immadisetty Vinod Kumar. A Local Contrast Fusion Based 3D Otsu Algorithm for Multilevel Image Segmentation[J]. IEEE/CAA Journal of Automatica Sinica,2020,7(1):200-213.
APA	Ashish Kumar Bhandari,Arunangshu Ghosh,&Immadisetty Vinod Kumar.(2020).A Local Contrast Fusion Based 3D Otsu Algorithm for Multilevel Image Segmentation.IEEE/CAA Journal of Automatica Sinica,7(1),200-213.
MLA	Ashish Kumar Bhandari,et al."A Local Contrast Fusion Based 3D Otsu Algorithm for Multilevel Image Segmentation".IEEE/CAA Journal of Automatica Sinica 7.1(2020):200-213.

条目包含的文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
JAS-2019-0155.pdf（55615KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览