A Local Contrast Fusion Based 3D Otsu Algorithm for Multilevel Image Segmentation
文献类型：期刊论文
| 作者 | Ashish Kumar Bhandari; Arunangshu Ghosh; Immadisetty Vinod Kumar |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2020 |
| 卷号 | 7期号:1页码:200-213 |
| 关键词 | 1D Otsu 2D Otsu 3D Otsu image fusion local contrast multi-level image segmentation |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2019.1911843 |
| 英文摘要 | 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. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42933]  |
| 专题 | 自动化研究所_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. |
入库方式： OAI收割
来源：自动化研究所
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