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CT结肠成像的计算机辅助检测:2007年更新

Computer-aided detection for CT colonography: update 2007.

作者信息

Bielen Didier, Kiss Gabriel

机构信息

Department of Radiology, University Hospital Gasthuisberg KU Leuven, Herestraat 49, 3000 Leuven, Belgium.

出版信息

Abdom Imaging. 2007 Sep-Oct;32(5):571-81. doi: 10.1007/s00261-007-9293-2.

Abstract

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.

摘要

计算机断层结肠成像(CTC)是一种用于检测结肠息肉的新兴技术。然而,由于患者准备不充分、所选CT技术或阅片者的不足,病变检测可能具有挑战性。CTC计算机辅助检测(CAD)的主要目标是定位可能的息肉,并向阅片者呈现这些息肉候选者。其他目标是提高敏感性、减少阅读时间和阅片者间的变异性。多步骤CAD程序通常包括结肠壁分割(例如区域生长);选择中间息肉候选者(曲率分析、球体拟合、法线分析、斜率密度函数……);对最终检测候选者进行分类并列出可疑息肉(位置、大小和体积)。放射科医生剩下的任务是对息肉候选者进行验证或排除。最先进的CAD系统在提取结肠壁时应需要最少甚至不需要用户交互,提供少于10 - 20分钟的计算时间,对不同大小和形状的息肉具有高敏感性和特异性,且假阳性数量少。这些系统有可能提高放射科医生的工作表现并减少阅片者间的变异性。除了CAD关键技术,我们还讨论了CAD的新发展并描述了促进CTC的近期应用。

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