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CT结肠成像中息肉检测的计算机辅助检测性能的拟人化体模研究:商用系统与学术可用系统的比较

An anthropomorphic phantom study of computer-aided detection performance for polyp detection on CT colonography: a comparison of commercially and academically available systems.

作者信息

Lee Min Woo, Kim Se Hyung, Park Hee Sun, Lee June-Goo, Joo Seung Moon, An Sangbu, Choi Byung Ihn

机构信息

Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea.

出版信息

AJR Am J Roentgenol. 2009 Aug;193(2):445-54. doi: 10.2214/AJR.08.1555.

Abstract

OBJECTIVE

The objective of our study was to compare the diagnostic performances of two commercial computer-aided detection (CAD) systems and a CAD system developed in our laboratory, which we refer to as an "academic CAD system," for polyp detection on CT colonography (CTC) and to assess the detection characteristics of the CAD systems.

MATERIALS AND METHODS

One hundred three polyps (48 polyps < 6 mm and 55 polyps > or = 6 mm; 45 sessile, 33 flat, and 25 pedunculated polyps) were created. Each CTC data set was analyzed using two commercial CAD systems (Computer Assisted Reader [CAR] and Polyp Enhanced View [PEV]) and one Hessian matrix-based academic CAD system. Per-polyp sensitivities according to polyp size and shape were compared among the three CAD systems. The average number and causes of false-positives (FPs) were analyzed and compared.

RESULTS

Per-polyp sensitivity for all polyps was significantly better for the academic CAD system (83.5%) than for both commercial CAD systems (64.1%) (p < 0.01). However, the difference in per-polyp sensitivity for polyps > or = 6 mm was not significant (p > 0.017). According to morphology, per-polyp sensitivities as determined with the CAR, PEV, and academic CAD systems for flat, sessile, and pedunculated polyps were 51.5%, 57.6%, and 81.8%; 60.0%, 62.2%, and 84.4%; 88.0%, 76.0%, and 84.0%, respectively. The average number of FPs was not significantly different (p > 0.05); however, the distribution of the causes of FPs for the three systems was significantly different (p < 0.001).

CONCLUSION

For polyps > or = 6 mm, the three CAD systems showed comparable per-polyp sensitivities. Although the number of FPs was not significantly different, the distribution of the causes of FPs for each of the CAD systems was significantly different.

摘要

目的

我们研究的目的是比较两种商用计算机辅助检测(CAD)系统以及我们实验室开发的一种CAD系统(我们称之为“学术CAD系统”)在CT结肠成像(CTC)上检测息肉的诊断性能,并评估CAD系统的检测特征。

材料与方法

创建了103个息肉(48个息肉<6mm,55个息肉≥6mm;45个无蒂息肉,33个扁平息肉,25个有蒂息肉)。每个CTC数据集使用两种商用CAD系统(计算机辅助阅读器[CAR]和息肉增强视图[PEV])以及一种基于黑森矩阵的学术CAD系统进行分析。比较了三种CAD系统中根据息肉大小和形状的每个息肉的敏感性。分析并比较了假阳性(FP)的平均数量和原因。

结果

学术CAD系统对所有息肉的每个息肉敏感性(83.5%)显著高于两种商用CAD系统(64.1%)(p<0.01)。然而,对于≥6mm的息肉,每个息肉敏感性的差异不显著(p>0.017)。根据形态学,CAR、PEV和学术CAD系统确定的扁平、无蒂和有蒂息肉的每个息肉敏感性分别为51.5%、57.6%和81.8%;60.0%、62.2%和84.4%;88.0%、76.0%和84.0%。FP的平均数量没有显著差异(p>0.05);然而,三种系统的FP原因分布显著不同(p<0.001)。

结论

对于≥6mm的息肉,三种CAD系统显示出相当的每个息肉敏感性。虽然FP的数量没有显著差异,但每个CAD系统的FP原因分布显著不同。

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