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An overview and evaluation of the radiologists lounge, a semantic content-based radiographic images retrieval

机译:放射科医生休息室的概述和评估,基于语义内容的放射图像检索

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With the emergence of professional online communities, professionals in the radiology field needed such technology to discuss and share radiographic images between each other. As medical communities rise, they suffer from semantic gap in the process of retrieving radiographic images. This paper presents The Radiologists Lounge, a professional online community specializing in connecting professionals in the radiology field. It has proposed the use of semantics in data retrieval and in structuring radiographic images, with the aim of retrieving these images on the basis of their semantic content. It is implemented using standard biomedical ontology known as the Unified medical Language System (UMLS). The primary goal of our study is to determine how well the Radiologist Lounge prototype functions as a semantic online community that retrieves images based on their semantic content. We study the performance of Radiologist Lounge measured in; indexing speed, retrieval speed, precision of results, recall of results and F-measure of results. Radiographic images are described on two conceptual layers; semantic and logical. The precision, recall and F-measure of retrieved results are measured on the different layers; logical, semantic, combination of logical and semantic. All results are later compared with the precision, recall and F-measure of the tradition tag-based retrieval. The paper describes the limitations of the Radiologist Lounge, ways to improve its performance, and increase its recall, precision and F-measure.
机译:随着专业的在线社区的出现,放射学领域的专业人员需要这种技术来彼此讨论和共享放射线图像。随着医学界的崛起,他们在检索射线照相图像的过程中遭受语义鸿沟的困扰。本文介绍了The Radiologists Lounge,这是一个专业的在线社区,专门致力于连接放射学领域的专业人员。为了在图像的语义内容的基础上检索这些图像,已经提出了在数据检索和构造放射线图像中使用语义的目的。它使用称为统一医学语言系统(UMLS)的标准生物医学本体来实现。我们研究的主要目标是确定Radiologist Lounge原型作为基于语义内容检索图像的语义在线社区的功能如何。我们研究了Radiologist Lounge的性能;索引速度,检索速度,结果精度,结果调用和结果F度量。射线照相图像在两个概念层上进行描述。语义和逻辑。检索结果的精度,查全率和F量度在不同的层上进行测量;逻辑,语义,逻辑和语义的组合。稍后将所有结果与基于传统标签的检索的精度,召回率和F度量进行比较。本文介绍了放射科医生休息室的局限性,改善其性能,增加召回率,精度和F量度的方法。

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