Contour Propagation Using Feature-based Deformable Registration for Lung Cancer
文献类型:期刊论文
作者 | Yuhan Yang; Shoujun Zhou; Peng Shang; En Qi; Shibin Wu; Yaoqin Xie |
刊名 | BIOMED RESEARCH INTERNATIONAL
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出版日期 | 2013 |
英文摘要 | Accurate target delineation of CT image is a critical step in radiotherapy treatment planning. This paper describes a novel strategy for automatic contour propagation, based on deformable registration, for CT images of lung cancer. The proposed strategy starts with a manual-delineated contour in one slice of a 3D CT image. By means of feature-based deformable registration, the initial contour in other slices of the image can be propagated automatically, and then refined by active contour approach. Three algorithms are employed in the strategy: the Speeded-Up Robust Features (SURF), Thin-Plate Spline (TPS), and an adapted active contour (Snake), used to refine and modify the initial contours. Five pulmonary cancer cases with about 400 slices and 1000 contours have been used to verify the proposed strategy. Experiments demonstrate that the proposed strategy can improve the segmentation performance in the pulmonary CT images. Jaccard similarity (JS) mean is about 0.88 and the maximum of Hausdorff distance (HD) is about 90%. In addition, delineation time has been considerably reduced. The proposed feature-based deformable registration method in the automatic contour propagation improves the delineation efficiency significantly. |
收录类别 | SCI |
原文出处 | http://www.hindawi.com/journals/bmri/2013/701514/abs/ |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/4875] ![]() |
专题 | 深圳先进技术研究院_医工所 |
作者单位 | BIOMED RESEARCH INTERNATIONAL |
推荐引用方式 GB/T 7714 | Yuhan Yang,Shoujun Zhou,Peng Shang,et al. Contour Propagation Using Feature-based Deformable Registration for Lung Cancer[J]. BIOMED RESEARCH INTERNATIONAL,2013. |
APA | Yuhan Yang,Shoujun Zhou,Peng Shang,En Qi,Shibin Wu,&Yaoqin Xie.(2013).Contour Propagation Using Feature-based Deformable Registration for Lung Cancer.BIOMED RESEARCH INTERNATIONAL. |
MLA | Yuhan Yang,et al."Contour Propagation Using Feature-based Deformable Registration for Lung Cancer".BIOMED RESEARCH INTERNATIONAL (2013). |
入库方式: OAI收割
来源:深圳先进技术研究院
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