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一种对具有不同视觉特征的观察者进行聚类的方法。

A method of clustering observers with different visual characteristics.

作者信息

Niimi Takanaga, Imai Kuniharu, Ikeda Mitsuru, Maeda Hisatoshi

机构信息

Nagoya University School of Health Sciences, Department of Radiological Technology, Higashi-ku, Japan.

出版信息

Eur J Radiol. 2006 Jan;57(1):158-61. doi: 10.1016/j.ejrad.2005.05.015. Epub 2005 Jun 21.

DOI:10.1016/j.ejrad.2005.05.015
PMID:15975754
Abstract

Evaluation of observer's image perception in medical images is important, and yet has not been performed because it is difficult to quantify visual characteristics. In the present study, we investigated the observer's image perception by clustering a group of 20 observers. Images of a contrast-detail (C-D) phantom, which had cylinders of 10 rows and 10 columns with different diameters and lengths, were acquired with an X-ray screen-film system with fixed exposure conditions. A group of 10 films were prepared for visual evaluations. Sixteen radiological technicians, three radiologists and one medical physicist participated in the observation test. All observers read the phantom radiographs on a transillumination image viewer with room lights off. The detectability was defined as the shortest length of the cylinders of which border the observers could recognize from the background, and was recorded using the number of columns. The detectability was calculated as the average of 10 readings for each observer, and plotted for different phantom diameter. The unweighted pair-group method using arithmetic averages (UPGMA) was adopted for clustering. The observers were clustered into two groups: one group selected objects with a demarcation from the vicinity, and the other group searched for the objects with their eyes constrained. This study showed a usefulness of the cluster method to select personnels with the similar perceptual predisposition when a C-D phantom was used in image quality control.

摘要

评估观察者对医学图像的图像感知很重要,但由于难以量化视觉特征,尚未进行相关研究。在本研究中,我们通过对一组20名观察者进行聚类来调查观察者的图像感知。使用具有固定曝光条件的X射线屏-片系统获取对比度-细节(C-D)体模的图像,该体模有10行10列不同直径和长度的圆柱体。准备了一组10张胶片用于视觉评估。16名放射技师、3名放射科医生和1名医学物理学家参与了观察测试。所有观察者在暗室的透照式图像阅读器上阅读体模射线照片。可检测性定义为观察者能够从背景中识别出边界的圆柱体的最短长度,并用列数记录。可检测性计算为每个观察者10次读数的平均值,并针对不同的体模直径进行绘制。采用算术平均的非加权配对组方法(UPGMA)进行聚类。观察者被分为两组:一组从附近选择有界限的物体,另一组在眼睛受限的情况下寻找物体。本研究表明,当在图像质量控制中使用C-D体模时,聚类方法有助于选择具有相似感知倾向的人员。

相似文献

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A method of clustering observers with different visual characteristics.一种对具有不同视觉特征的观察者进行聚类的方法。
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Information loss in visual assessments of medical images.医学图像视觉评估中的信息损失。
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