作者
Thomas M Lehmann, Marc Oliver Güld, Christian Thies, Benedikt Fischer, Klaus Spitzer, Daniel Keysers, Hermann Ney, Michael Kohnen, Henning Schubert, Berthold B Wein
发表日期
2004
期刊
Methods of information in medicine
卷号
43
期号
04
页码范围
354-361
出版商
Schattauer GmbH
简介
Objectives: To develop a general structure for semantic image analysis that is suitable for content-based image retrieval in medical applications and an architecture for its efficient implementation.
Methods: Stepwise content analysis of medical images results in six layers of information modeling incorporating medical expert knowledge (raw data layer, registered data layer, feature layer, scheme layer, object layer, knowledge layer). A reference database with 10,000 images categorized according to the image modality, orientation, body region, and biological system is used. By means of prototypes in each category, identification of objects and their geometrical or temporal relationships are handled in the object and the knowledge layer, respectively. A distributed system designed with only three core elements is implemented: (i) the central database holds program sources, processing scheme descriptions …
引用总数
20042005200620072008200920102011201220132014201520162017201820192020202120222023202432618352535384023172017151814111341193
学术搜索中的文章
TM Lehmann, MO Güld, C Thies, B Fischer, K Spitzer… - Methods of information in medicine, 2004