Computer-aided detection for CT colonography: update 2007

被引:0
作者
Didier Bielen
Gabriel Kiss
机构
[1] University Hospital Gasthuisberg K.U. Leuven,Department of Radiology
[2] University Hospital Gasthuisberg K.U.Leuven,Faculty of Electrical Engineering; Medical Image Computing (Radiology, ESAT/PSI)
来源
Abdominal Imaging | 2007年 / 32卷
关键词
Computer-aided diagnosis; CAD; Computed tomographic colonography; Virtual colonoscopy; Colon cancer;
D O I
暂无
中图分类号
学科分类号
摘要
Computed tomographic colonography (CTC) is an emerging technique for polyp detection in the colon. However, lesion detection can be challenging due to insufficient patient preparation, chosen CT technique or reader imperfection. The primary goal of computer-aided detection (CAD) for CTC is locating possible polyps, and presenting the reader with these polyp candidates. Other goals are sensitivity improvement and reduction of reading time and inter-observer variability. The multistep CAD procedure typically consists of segmentation of the colonic wall (e.g. region growing); selection of intermediate polyp candidates (curvature analysis, sphere fitting, normal analysis, slope density function …); classification of final candidates for detection and listing suspicious polyps (location, size and volume). Remaining task for the radiologist is the validation or rejection of the polyp candidates. State-of-the-art CAD systems should require minimal or even no user interaction for the extraction of the colonic wall, offer a computation time less than 10–20 min and high sensitivity and specificity for different polyp sizes and shapes, with a low number of false positives. These systems have the potential to increase radiologist’s performance and to decrease inter-reader variability. Besides CAD key techniques we also discuss new developments in CAD and describe recent applications facilitating CTC.
引用
收藏
页码:571 / 581
页数:10
相关论文
共 302 条
  • [1] Boyle P(2005)Cancer incidence and mortality in Europe, 2004 Ann Oncol 16 481-488
  • [2] Ferlay J(2005)Cancer statistics, 2005 CA Cancer J Clin 55 10-30
  • [3] Jemal A(2003)EUROCARE-3: survival of cancer patients diagnosed 1990–94-results and commentary Ann Oncol 14 v61-v118
  • [4] Murray T(1966)Factors influencing the prognosis of early cancer of the rectum Proc R Soc Med 59 607-608
  • [5] Ward E(1987)Natural history of untreated colonic polyps Gastroenterology 93 1009-1013
  • [6] Sant M(2000)Risk of advanced proximal neoplasms in asymptomatic adults according to the distal colorectal findings N Engl J Med 343 169-174
  • [7] Aareleid T(1990)A prospective study of the prevalence of colonic neoplasms in asymptomatic patients with an age-related risk Am J Gastroenterol 85 969-974
  • [8] Berrino F(2000)Use of colonoscopy to screen asymptomatic adults for colorectal cancer. Veterans Affairs Cooperative Study Group 380 N Engl J Med 343 162-168
  • [9] Morson BC(1992)Long-term risk of colorectal cancer after excision of rectosigmoid adenomas N Engl J Med 326 658-662
  • [10] Stryker SJ(1993)Prevention of colorectal cancer by colonoscopic polypectomy. The National Polyp Study Workgroup N Engl J Med 329 1977-1981