A novel automatically initialized level set approach based on region correlation for lumbar vertebrae CT image segmentation
文献类型：会议论文
| 作者 | Li Y(李杨) ; Liang W(梁炜); Tan JD(谈金东); Zhang YL(张吟龙)
|
| 出版日期 | 2015 |
| 会议名称 | 2015 IEEE International Symposium on Medical Measurements and Applications, MeMeA 2015 |
| 会议日期 | May 7-9, 2015 |
| 会议地点 | Torino, Italy |
| 关键词 | image-guided surgery vertebrae segmentation level set method hybrid morphological filter region correlation |
| 页码 | 291-296 |
| 中文摘要 | Despite recent advances, robust automatic segmentation for vertebrae computed tomography (CT) image still presents considerable challenges, mainly due to its inherent limitations, such as topological variation, irregular boundaries (double boundary, weak boundary) and image noises, etc. Therefore, this paper proposes a novel automatically initialized level set approach based on region correlation, which is able to deal with these problems in the segmentation. First, an automatically initialized level set function (AILSF) is designed to automatically generate a smooth initial contour. This AILSF comprises hybrid morphological filter (HMF) and Gaussian mixture model (GMM), which can guarantee the initial contour precisely adjacent to the object boundary. Second, we introduce a region correlation based level set formulation, which simultaneously consider the histogram information of inside and outside the level set contour, to overcome the weak boundary leaking and image noises problem. Experimental results on clinical lumbar vertebrae CT images demonstrate that our proposed approach is more accurate in segmenting with irregular boundaries and more robust to different levels of salt-and-pepper noises. |
| 收录类别 | EI ; CPCI（ISTP） |
| 产权排序 | 1 |
| 会议主办者 | Institute of Electrical and Electronics Engineers Inc. |
| 会议录 | 2015 IEEE International Symposium on Medical Measurements and Applications, MeMeA 2015 - Proceedings
 |
| 会议录出版者 | IEEE |
| 会议录出版地 | Piscataway, NJ, USA |
| 语种 | 英语 |
| ISBN号 | 978-1-4799-6476-5 |
| WOS记录号 | WOS:000380610600054 |
| 源URL | [http://ir.sia.cn/handle/173321/16891]  |
| 专题 | 沈阳自动化研究所_工业控制网络与系统研究室 |
| 推荐引用方式 GB/T 7714 | Li Y,Liang W,Tan JD,et al. A novel automatically initialized level set approach based on region correlation for lumbar vertebrae CT image segmentation[C]. 见:2015 IEEE International Symposium on Medical Measurements and Applications, MeMeA 2015. Torino, Italy. May 7-9, 2015. |
入库方式： OAI收割
来源：沈阳自动化研究所
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。