AN ALGORITHM FOR SIMULTANEOUS IMAGE SEGMENTATION AND NONRIGID REGISTRATION, WITH CLINICAL APPLICATION IN IMAGE GUIDED RADIOTHERAPY

被引:0
|
作者
Lu, Chao [1 ,2 ,3 ]
Zhu, Jingjing [2 ]
Duncan, James S. [1 ,2 ,3 ]
机构
[1] Yale Univ, Dept Elect Engn, New Haven, CT 06520 USA
[2] Yale Univ, Biomed Engn, New Haven, CT 06520 USA
[3] Yale Univ, Dept Diagnost Radiol, New Haven, CT 06520 USA
来源
2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2011年
关键词
Image Segmentation; Nonrigid Registration; Radiotherapy; Prostate Cancer; Dose Delivery;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposed a new strategy to assess cumulative actual dose by nonrigidly mapping treatment day dose distributions to the planning day space. The mappings were achieved using a novel integrated segmentation and nonrigid registration algorithm used in external beam prostate radiotherapy. By combining segmentation and registration, we can recover the treatment fraction image regions that correspond to the organs of interest by incorporating transformed planning day organs to guide and constrain the segmentation process; and conversely, accurate knowledge of important soft tissue structures will enable us achieve more precise nonrigid registration. The novel algorithm allows the clinician to set tighter planning margins around the target volume in the treatment plan. Clinical application and evaluation of dose delivery show the superiority of proposed method to the procedure currently used in clinical practice, i.e. manual segmentation followed by rigid registration.
引用
收藏
页码:429 / 432
页数:4
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