Title :
Linear measurement of polyps in CT colonography using level sets on 3D surfaces
Author :
Tan, Sovira ; Yao, Jianhua ; Ward, Michael M. ; Summers, Ronald M.
Author_Institution :
Clinical Center, Nat. Inst. of Arthritis & Musculoskeletal & Skin diseases, Bethesda, MD, USA
Abstract :
CT colonography has emerged as a minimally invasive alternative to optical colonoscopy for the screening of polyps which are the precursors to colon cancer. Accurate polyp measurement is crucial as the size of a polyp is considered an indication of its potential for malignancy. We present a novel method for the automatic measurement of polyps. It is based on a level set algorithm capable of evolving on the surface of a 3D object represented by a triangular mesh. It is guided by curvature features and is capable of segmenting the polyp neck, that is, the ridgeline/crestline formed around the polyp by its merging to the colon wall. Our method was validated on 40 polyp surfaces obtained from real clinical data. A 3D manual measurement was used as the reference standard. A correlation of 0.825 was found between polyp measurements from our new method and the reference standard.
Keywords :
biological organs; biomedical measurement; cancer; computerised tomography; diagnostic radiography; feature extraction; image representation; image segmentation; medical image processing; mesh generation; set theory; tumours; 3D object represention; 3D surfaces; CT colonography; automatic measurement; colon cancer; curvature features; level set algorithm; linear polyp measurement; minimally invasive method; polyp neck segmentation; polyp screening; triangular mesh; Algorithms; Automation; Cluster Analysis; Colonic Polyps; Colonography, Computed Tomographic; Colonoscopy; Humans; Imaging, Three-Dimensional; Linear Models; Models, Statistical; Pattern Recognition, Automated; Radiographic Image Interpretation, Computer-Assisted; Reference Values; Software; Tomography, X-Ray Computed;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5334027