Title :
Volumetric detection of colorectal lesions for noncathartic dual-energy computed tomographic colonography
Author :
Nappi, J.J. ; Se Hyung Kim ; Yoshida, Hiroyuki
Author_Institution :
Dept. of Imaging, Massachusetts Gen. Hosp., Boston, MA, USA
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
Noncathartic computed tomographic colonography (CTC) could significantly increase patient adherence to colorectal screening guidelines. However, radiologists find the interpretation of noncathartic CTC images challenging. We developed a fully automated computer-aided detection (CAD) scheme for assisting radiologists with noncathartic CTC. A volumetric method is used to detect lesions within a thick target region encompassing the colonic wall. Dual-energy CTC (DE-CTC) is used to provide more detailed information about the colon than what is possible with conventional CTC. False-positive detections are reduced by use of a random-forest classifier. The effect of the thickness of the target region on detection performance was assessed by use of 22 clinical noncathartic DE-CTC studies including 27 lesions ≥6 mm. The results indicate that the thickness parameter can have significant effect on detection accuracy. Leave-one-patient-out evaluation indicated that the proposed CAD scheme detects colorectal lesions at high accuracy in noncathartic CTC.
Keywords :
cancer; computerised tomography; decision trees; image classification; medical image processing; CAD scheme; automated computer-aided detection scheme; clinical noncathartic DE-CTC; colonic wall; colorectal lesions; colorectal screening guidelines; detection performance; dual-energy CTC; false-positive detections; leave-one-patient-out evaluation; noncathartic CTC image; noncathartic dual-energy computed tomographic colonography; patient adherence; radiologists; random-forest classifier; thickness parameter; volumetric detection; Colon; Colonography; Computed tomography; Design automation; Lesions; Materials; Sensitivity; Cathartics; Colon; Colonography, Computed Tomographic; Colorectal Neoplasms; Cone-Beam Computed Tomography; False Positive Reactions; Humans; Radiography, Abdominal;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346780