Local difference-based active contour model for medical image segmentation and bias correction
文献类型：期刊论文
| 作者 | Niu, Yuefeng1,2; Cao, Jianzhong2 |
| 刊名 | IET IMAGE PROCESSING
 |
| 出版日期 | 2019-08-22 |
| 卷号 | 13期号:10页码:1755-1762 |
| ISSN号 | 1751-9659 |
| 关键词 | image segmentation medical image processing two-phase model medical images LBDE model precise segmentation results comparative models local difference-based active contour model medical image segmentation bias correction local bias field difference estimation model smooth orthogonal basis functions clustering criterion function measured image local region accurate segmentation results level set evolution process |
| DOI | 10.1049/iet-ipr.2018.5230 |
| 通讯作者 | Niu, Yuefeng(niuyuefeng@opt.cn) |
| 英文摘要 | This study proposes a local bias field and difference estimation (LBDE) model for medical image segmentation and bias field correction. Firstly, the LBDE model uses a linear combination of a given set of smooth orthogonal basis functions, which is called Chebyshev polynomial, to estimate the bias field. Then, a clustering criterion function is defined by considering the difference between the measured image and approximated image in a small region. By applying this difference in the local region, the LBDE model can obtain accurate segmentation results and estimation of the bias field. Finally, the energy functional is incorporated into a level set formulation with a regularisation term, and it is minimised via the level set evolution process. The LBDE model first appears as a two-phase model and then extends to the multi-phase one. Extensive experiments on medical images demonstrate that the LBDE model achieves more precise segmentation results in terms of Jaccard similarity and dice similarity coefficient than the comparative models. Therefore the proposed model can increase the segmentation accuracy and robustness to noise. |
| WOS关键词 | LEVEL SET EVOLUTION ; INTENSITY INHOMOGENEITIES ; FITTING ENERGY ; FIELD ; INITIALIZATION ; DISTANCE ; TEXTURE |
| 资助项目 | CAS 'Light of West China' Program[XAB2015B21] ; Western Light of the Chinese Academy of Science[Y429611213] |
| WOS研究方向 | Computer Science ; Engineering ; Imaging Science & Photographic Technology |
| 语种 | 英语 |
| 出版者 | INST ENGINEERING TECHNOLOGY-IET |
| WOS记录号 | WOS:000484975000018 |
| 资助机构 | CAS 'Light of West China' Program ; Western Light of the Chinese Academy of Science |
| 源URL | [http://ir.ieecas.cn/handle/361006/13404]  |
| 专题 | 地球环境研究所_黄土与第四纪地质国家重点实验室（2010~） |
| 通讯作者 | Niu, Yuefeng |
| 作者单位 | 1.Univ Chinese Acad Sci, 19 Yuquan Rd, Beijing, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, 17 Xinxi Rd, Xian, Shaanxi, Peoples R China |
| 推荐引用方式 GB/T 7714 | Niu, Yuefeng,Cao, Jianzhong. Local difference-based active contour model for medical image segmentation and bias correction[J]. IET IMAGE PROCESSING,2019,13(10):1755-1762. |
| APA | Niu, Yuefeng,&Cao, Jianzhong.(2019).Local difference-based active contour model for medical image segmentation and bias correction.IET IMAGE PROCESSING,13(10),1755-1762. |
| MLA | Niu, Yuefeng,et al."Local difference-based active contour model for medical image segmentation and bias correction".IET IMAGE PROCESSING 13.10(2019):1755-1762. |
入库方式： OAI收割
来源：地球环境研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。