计算机辅助设计与图形学学报
計算機輔助設計與圖形學學報
계산궤보조설계여도형학학보
JOURNAL OF COMPUTER-AIDED DESIGN & COMPUTER GRAPHICS
2015年
6期
1017-1023
,共7页
卢涤非%叶修梓%吴吟%蔡文立
盧滌非%葉脩梓%吳吟%蔡文立
로조비%협수재%오음%채문립
胸部CT图像%三维图像分割%网格变形%仿射变换%图像边界
胸部CT圖像%三維圖像分割%網格變形%倣射變換%圖像邊界
흉부CT도상%삼유도상분할%망격변형%방사변환%도상변계
chest CT image%3D image segmentation%mesh deformation%affine transformation%image edge
针对癌变CT图像中各器官变形严重,传统分割算法无法有效、完整地分割整个腹腔的问题,提出基于三维网格的分割算法。首先借助肋骨和脊椎等骨架获得初始腹腔骨架;然后构造一个球形初始三角网格,并建立与腹腔骨架间的关联;再通过3个目标函数变形网格;最后在网格附近的边界点优化网格,获得腹腔分割结果。实验结果表明,该算法能够有效地对病变严重的CT图像进行腹腔分割,对噪声和器官变形有良好的鲁棒性。
針對癌變CT圖像中各器官變形嚴重,傳統分割算法無法有效、完整地分割整箇腹腔的問題,提齣基于三維網格的分割算法。首先藉助肋骨和脊椎等骨架穫得初始腹腔骨架;然後構造一箇毬形初始三角網格,併建立與腹腔骨架間的關聯;再通過3箇目標函數變形網格;最後在網格附近的邊界點優化網格,穫得腹腔分割結果。實驗結果錶明,該算法能夠有效地對病變嚴重的CT圖像進行腹腔分割,對譟聲和器官變形有良好的魯棒性。
침대암변CT도상중각기관변형엄중,전통분할산법무법유효、완정지분할정개복강적문제,제출기우삼유망격적분할산법。수선차조륵골화척추등골가획득초시복강골가;연후구조일개구형초시삼각망격,병건립여복강골가간적관련;재통과3개목표함수변형망격;최후재망격부근적변계점우화망격,획득복강분할결과。실험결과표명,해산법능구유효지대병변엄중적CT도상진행복강분할,대조성화기관변형유량호적로봉성。
The organs with cancers in CT image deform seriously and the traditional segmentation methods cannot segment the entire chest correctly. This paper presents a 3D mesh based segmentation method. Firstly, an initial chest skeleton is found using ribs and back bones; secondly a sphere triangle mesh is constructed and the correspondence between the mesh and the chest skeleton is created; thirdly the mesh is deformed according to three objective functions; finally the mesh is refined by edge voxels near the mesh and the segmentation result is refined. Experimental results show that the proposed method can efficiently segment the seriously-deformed chest in CT image, which is robust against the noise and deformation of organs.