Title :
A spinning tangent based CAD system for detection of flat lesions in CT colonography
Author :
Ferraro, Francis O. ; Kawaler, Emily ; Suzuki, Kenji
Author_Institution :
Dept. of Comput. Sci., Univ. of Rochester, Rochester, WI, USA
fDate :
March 30 2011-April 2 2011
Abstract :
While many computer-aided detection (CADe) systems for CT colonography can detect polypoid lesions at a high sensitivity level, very few are targeted toward detecting flat lesions. Research has shown that flat lesions are more likely to contain carcinoma than polypoid lesions; therefore, it is imperative that they be adequately detected in screenings and examinations. However, current CADe systems systems have a low sensitivity for flat lesions, with a relatively high false-positive (FP) rate. By generating a surface mesh of the colon and spinning a tangent line at each point of the mesh, we have developed a new CADe system for detecting flat lesions. With our system, we detected 82% (23/28) of flat lesions in our dataset with a small number of FPs (4.5 per patient), whereas a modified shape-index-based CADe system detected 68% (19/28) of them with 10 FPs per patient.
Keywords :
cancer; computerised tomography; diagnostic radiography; image segmentation; medical image processing; mesh generation; tumours; CAD system; CT colonography; colon; computer-aided detection; false-positive rate; flat lesions; mesh generation; polypoid lesions; segmentation; shape-index-based CADe system; spinning tangent; surface mesh; Colon; Colonography; Computed tomography; Lesions; Sensitivity; Shape; Spinning;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872377